Generalized Linear Models ========================= Recall the linear model .. math:: y = \alpha + \beta x + \epsilon Linear models are appropriate where the response variable (:math:`y`) is continuous and the errors (:math:`\epsilon`) are normally distributed. Many experimental designs (for example, case-control) have categorical outcomes and/or outcomes whose errors are not normally distributed. Often, these experiments may be modeled with a more general category of models called 'generalized linear models' (or GLMs). To understand GLMs, we need to be more precise about what our linear regression is actually doing. We are really saying: .. math:: y = \mu + \epsilon or equivalently .. math:: \mathbb{E}(Y|x) = \mu = \alpha + \beta x That is, our model is specifying the conditional expectation of observations :math:`Y` on the idependent variable :math:`x`. In particular, that expectation is *linear*. What Happens When :math:`\mathbb{E}(Y|x)` is Not Linear? -------------------------------------------------------- A natural question to ask is: Can we find a function of the expectation that *is* linear? We would like this function to be invertible, so that we are really just transforming things. The answer is 'yes' - if - we assume that :math:`Y` has a distribution that is part of the 'exponential family'. This family has the following form (note - this is vector notation) .. math:: f_Y(y|\theta) = h(y) g(\theta)exp(\eta(\theta)\cdot T(x)) Kinda ugly, but also pretty general. Note that the normal distribution is in this family! So is the binomial, negative binomial, Poisson, Gamma,... Model ~~~~~ Suppose our outcome variable :math:`Y` has a distribution in the exponential family. We need an invertible function :math:`g` so that: .. math:: \mathbb{E}(Y|x) = \mu = g^{-1}(\alpha + \beta x) Why??? Because when we apply :math:`g` to the expectation: .. math:: g(\mu) = g(g^{-1}(\alpha + \beta x)) a miracle occurs... .. math:: g(\mu) = \alpha + \beta x Because it has miraculous properties, we give :math:`g` a name: :math:`g` is called a 'link' function. It 'links' the conditional expectation of our outcome variable to a linear function. Everybody loves linear functions! Yay! Now, DESeq2 uses a negative binomial model, and we'll talk about that - but first lets look at a model that is commonly used in case-control type settings. Logistic Regression ------------------- In logistic regression, we model the *probability* of the outcome :math:`y`, given the independent variable :math:`x`. That is, :math:`Y|x` is Bernoulli, with success probability :math:`p` given by: .. math:: \mathbb{E}(Y|x) = p = \frac{1}{1+e^{-(\alpha + \beta x)}} Note that :math:`p` is bounded between :math:`0` and :math:`1` and is defined for all values of :math:`\alpha + \beta x`. We use the notation :math:`expit(t)` to denote the following: .. math:: expit(t) = \frac{1}{1+e^{-t}} :math:`expit` is known as the *logistic function*. and :math:`logit(t)` to denote: .. math:: logit(t) = \log\left(\frac{1}{1-t}\right) Note that: .. math:: logit(expit(t)) = t so that .. math:: logit(p) = \alpha + \beta x Because :math:`logit(p) = logit(\mathbb{E}(Y|x))`, it is called the *link* function. .. code:: python expit<-function(t){ return(1/(1+exp(-t))) } x<-expit((-10:10)) plot(x) .. image:: LogisticRegression_files/LogisticRegression_13_0.png :width: 600 So, how do we perform a logistic regression in R? First, let's get a data set: .. code:: python Titanic<-read.csv("titanic.csv") .. code:: python attach(Titanic) #Titanic library(plyr) Titanic$pclass<-revalue(pclass, c("1st"=1, "2nd"=1,"3rd"=0)) Titanic .. parsed-literal:: The following objects are masked from Titanic (pos = 4): age, boat, embarked, home.dest, name, pclass, room, row.names, sex, survived, ticket .. raw:: html

	row.names	pclass	survived	name	age	embarked	home.dest	room	ticket	boat	sex
1	1	1	1	Allen, Miss Elisabeth Walton	29	Southampton	St Louis, MO	B-5	24160 L221	2	female
2	2	1	0	Allison, Miss Helen Loraine	2	Southampton	Montreal, PQ / Chesterville, ON	C26			female
3	3	1	0	Allison, Mr Hudson Joshua Creighton	30	Southampton	Montreal, PQ / Chesterville, ON	C26		(135)	male
4	4	1	0	Allison, Mrs Hudson J.C. (Bessie Waldo Daniels)	25	Southampton	Montreal, PQ / Chesterville, ON	C26			female
5	5	1	1	Allison, Master Hudson Trevor	0.9167	Southampton	Montreal, PQ / Chesterville, ON	C22		11	male
6	6	1	1	Anderson, Mr Harry	47	Southampton	New York, NY	E-12		3	male
7	7	1	1	Andrews, Miss Kornelia Theodosia	63	Southampton	Hudson, NY	D-7	13502 L77	10	female
8	8	1	0	Andrews, Mr Thomas, jr	39	Southampton	Belfast, NI	A-36			male
9	9	1	1	Appleton, Mrs Edward Dale (Charlotte Lamson)	58	Southampton	Bayside, Queens, NY	C-101		2	female
10	10	1	0	Artagaveytia, Mr Ramon	71	Cherbourg	Montevideo, Uruguay			(22)	male
11	11	1	0	Astor, Colonel John Jacob	47	Cherbourg	New York, NY		17754 L224 10s 6d	(124)	male
12	12	1	1	Astor, Mrs John Jacob (Madeleine Talmadge Force)	19	Cherbourg	New York, NY		17754 L224 10s 6d	4	female
13	13	1	1	Aubert, Mrs Leontine Pauline	NA	Cherbourg	Paris, France	B-35	17477 L69 6s	9	female
14	14	1	1	Barkworth, Mr Algernon H.	NA	Southampton	Hessle, Yorks	A-23		B	male
15	15	1	0	Baumann, Mr John D.	NA	Southampton	New York, NY				male
16	16	1	1	Baxter, Mrs James (Helene DeLaudeniere Chaput)	50	Cherbourg	Montreal, PQ	B-58/60		6	female
17	17	1	0	Baxter, Mr Quigg Edmond	24	Cherbourg	Montreal, PQ	B-58/60			male
18	18	1	0	Beattie, Mr Thomson	36	Cherbourg	Winnipeg, MN	C-6			male
19	19	1	1	Beckwith, Mr Richard Leonard	37	Southampton	New York, NY	D-35		5	male
20	20	1	1	Beckwith, Mrs Richard Leonard (Sallie Monypeny)	47	Southampton	New York, NY	D-35		5	female
21	21	1	1	Behr, Mr Karl Howell	26	Cherbourg	New York, NY	C-148		5	male
22	22	1	0	Birnbaum, Mr Jakob	25	Cherbourg	San Francisco, CA			(148)	male
23	23	1	1	Bishop, Mr Dickinson H.	25	Cherbourg	Dowagiac, MI	B-49		7	male
24	24	1	1	Bishop, Mrs Dickinson H. (Helen Walton)	19	Cherbourg	Dowagiac, MI	B-49		7	female
25	25	1	1	Bjornstrm-Steffansson, Mr Mauritz Hakan	28	Southampton	Stockholm, Sweden / Washington, DC			D	male
26	26	1	0	Blackwell, Mr Stephen Weart	45	Southampton	Trenton, NJ			(241)	male
27	27	1	1	Blank, Mr Henry	39	Cherbourg	Glen Ridge, NJ	A-31		7	male
28	28	1	1	Bonnell, Miss Caroline	30	Southampton	Youngstown, OH	C-7		8	female
29	29	1	1	Bonnell, Miss Elizabeth	58	Southampton	Birkdale, England Cleveland, Ohio	C-103		8	female
30	30	1	0	Borebank, Mr John James	NA	Southampton	London / Winnipeg, MB	D-21/2			male
31	31	1	1	Bowen, Miss Grace Scott	45	Cherbourg	Cooperstown, NY			4	female
32	32	1	1	Bowerman, Miss Elsie Edith	22	Southampton	St Leonards-on-Sea, England Ohio			6	female
33	33	1	1	Bradley, Mr George	NA	Southampton	Los Angeles, CA			15	male
34	34	1	0	Brady, Mr John Bertram	41	Southampton	Pomeroy, WA				male
35	35	1	0	Brandeis, Mr Emil	48	Cherbourg	Omaha, NE		17591 L50 9s 11d	(208)	male
36	36	1	0	Brewe, Dr Arthur Jackson	NA	Cherbourg	Philadelphia, PA				male
37	37	1	1	Brown, Mrs James Joseph (Margaret Molly Tobin)	44	Cherbourg	Denver, CO		17610 L27 15s 5d	6	female
38	38	1	1	Brown, Mrs John Murray (Caroline Lane Lamson)	59	Southampton	Belmont, MA	C-101		D	female
39	39	1	1	Bucknell, Mrs William Robert (Emma Eliza Ward)	60	Cherbourg	Philadelphia, PA			8	female
40	40	1	0	Butt, Major Archibald Willingham	45	Southampton	Washington, DC				male
41	41	1	1	Calderhead, Mr Edward P.	NA	Southampton	New York, NY			5/7	male
42	42	1	1	Candee, Mrs Edward (Helen Churchill Hungerford)	53	Cherbourg	Washington, DC			6	female
43	43	1	1	Cardeza, Mrs James Warburton Martinez (Charlotte Wardle Drake)	58	Cherbourg	Germantown, Philadelphia, PA	B-51/3/5	17755 L512 6s	3	female
44	44	1	1	Cardeza, Mr Thomas Drake Martinez	36	Cherbourg	Austria-Hungary / Germantown, Philadelphia, PA	B-51/3/5	17755 L512 6s	3	male
45	45	1	0	Carlsson, Mr Frans Olof	33	Southampton	New York, NY				male
46	46	1	0	Carrau, Mr Francisco M.	NA	Southampton	Montevideo, Uruguay				male
47	47	1	0	Carrau, Mr Jose Pedro	NA	Southampton	Montevideo, Uruguay				male
48	48	1	1	Carter, Mr William Ernest	36	Southampton	Bryn Mawr, PA			C	male
49	49	1	1	Carter, Mrs William Ernest (Lucile Polk)	36	Southampton	Bryn Mawr, PA			4	female
50	50	1	1	Carter, Miss Lucile Polk	14	Southampton	Bryn Mawr, PA			4	female
51	51	1	1	Carter, Master William T. II	11	Southampton	Bryn Mawr, PA			4	male
52	52	1	0	Case, Mr Howard Brown	49	Southampton	Ascot, Berkshire / Rochester, NY				male
53	53	1	1	Cassebeer, Mrs Henry Arthur jr (Genevieve Fosdick)	NA	Cherbourg	New York, NY			5	female
54	54	1	0	Cavendish, Mr Tyrell William	36	Southampton	Little Onn Hall, Staffs			(172)	male
55	55	1	1	Cavendish, Mrs Tyrell William Julia Florence Siegel	NA	Southampton	Little Onn Hall, Staffs			6	female
56	56	1	0	Chaffee, Mr Herbert Fuller	46	Southampton	Amenia, ND				male
57	57	1	1	Chaffee, Mrs Herbert Fuller (Carrie Constance Toogood)	47	Southampton	Amenia, ND				female
58	58	1	1	Chambers, Mr Norman Campbell	27	Southampton	New York, NY / Ithaca, NY			5	male
59	59	1	1	Chambers, Mrs Norman Campbell (Bertha Griggs)	31	Southampton	New York, NY / Ithaca, NY			5	female
60	60	1	1	Cherry, Miss Gladys	NA	Southampton	London, England			8	female
61	61	1	1	Chevre, Mr Paul	NA	Cherbourg	Paris, France			7	male
62	62	1	1	Chibnall (Bowerman), Mrs Edith Martha	NA	Southampton	St Leonards-on-Sea, England Ohio			6	female
63	63	1	0	Chisholm, Mr Roderick Robert	NA		Liverpool, England / Belfast				male
64	64	1	0	Clark, Mr Walter Miller	27	Cherbourg	Los Angeles, CA	C-87			male
65	65	1	1	Clark, Mrs Walter Miller (Virginia McDowell)	26	Cherbourg	Los Angeles, CA	C-87		4	female
66	66	1	0	Clifford, Mr George Quincy	NA	Southampton	Stoughton, MA				male
67	67	1	0	Colley, Mr Edward Pomeroy	NA	Southampton	Victoria, BC				male
68	68	1	1	Compton, Mrs Alexander Taylor (Mary Eliza Ingersoll)	64	Cherbourg	Lakewood, NJ			14	female
69	69	1	0	Compton, Mr Alexander Taylor, Jr	37	Cherbourg	Lakewood, NJ				male
70	70	1	1	Compton, Miss Sara Rebecca	39	Cherbourg	Lakewood, NJ			14	female
71	71	1	1	Cornell, Mrs Robert Clifford (Malvina Helen Lamson)	55	Southampton	New York, NY	C-101		2	female
72	72	1	0	Crafton, Mr John Bertram	NA	Southampton	Roachdale, IN				male
73	73	1	0	Crosby, Captain Edward Gifford	70	Southampton	Milwaukee, WI			(269)	male
74	74	1	1	Crosby, Mrs Edward Gifford (Catherine Elizabeth Halstead)	69	Southampton	Milwaukee, WI			5	female
75	75	1	1	Crosby, Miss Harriet R.	36	Southampton	Milwaukee, WI			5	female
76	76	1	0	Cumings, Mr John Bradley	39	Cherbourg	New York, NY	C-85			male
77	77	1	1	Cumings, Mrs John Bradley (Florence Briggs Thayer)	38	Cherbourg	New York, NY	C-85		4	female
78	78	1	1	Daly, Mr Peter Denis	NA	Southampton	Lima, Peru			A	male
79	79	1	1	Daniel, Mr Robert Williams	27	Southampton	Philadelphia, PA			7	male
80	80	1	0	Davidson, Mr Thornton	31	Southampton	Montreal, PQ				male
81	81	1	1	Davidson, Mrs Thornton (Orian Hays)	27	Southampton	Montreal, PQ			3	female
82	82	1	1	de Villiers, Madame Berthe	NA	Cherbourg	Belgium Montreal, PQ			6	female
83	83	1	1	Dick, Mr Albert Adrian	31	Cherbourg	Calgary, AB			3	male
84	84	1	1	Dick, Mrs Albert Adrian Vera Gillespie	17	Cherbourg	Calgary, AB			3	female
85	85	1	1	Dodge, Dr. Washington	NA	Southampton	San Francisco, CA			13	male
86	86	1	1	Dodge, Mrs Washington (Ruth Vidaver)	NA	Southampton	San Francisco, CA			5/7	female
87	87	1	1	Dodge, Master Washington	4	Southampton	San Francisco, CA			5/7	male
88	88	1	1	Douglas, Mrs Frederick Charles (Suzette Baxter)	27	Cherbourg	Montreal, PQ			6	female
89	89	1	0	Douglas, Mr Walter Donald	50	Cherbourg	Deephaven, MN / Cedar Rapids, IA			(62)	male
90	90	1	1	Douglas, Mrs Walter Donald (Mahala Dutton)	48	Cherbourg	Deephaven, MN / Cedar Rapids, IA			2	female
91	91	1	1	Duff Gordon, Sir Cosmo Edmund	49	Cherbourg	London / Paris		11755 L39 12s	1	male
92	92	1	1	Duff Gordon, Lady (Lucille Wallace Sutherland)	48	Cherbourg	London / Paris		17485 L56 18s 7d	1	female
93	93	1	0	Dulles, Mr William Crothers	39	Cherbourg	Philadelphia, PA			(133)	male
94	94	1	1	Earnshaw, Mrs Boulton (Olive Potter)	23	Cherbourg	Mt Airy, Philadelphia, PA			7	female
95	95	1	1	Eustis, Miss Elizabeth Mussey	53	Cherbourg	Brookline, MA			4	female
96	96	1	0	Evans, Miss Edith Corse	36	Cherbourg	New York, NY				female
97	97	1	1	Flegenheim, Mrs Alfred (Antoinette)	NA	Cherbourg	New York, NY			7	female
98	98	1	1	Flynn, Mr John Irving	NA	Southampton	Brooklyn, NY			5/7	male
99	99	1	0	Foreman, Mr Benjamin Laventall	30	Cherbourg	New York, NY				male
100	100	1	1	Fortune, Miss Alice Elizabeth	24	Southampton	Winnipeg, MB			10	female
101	101	1	0	Fortune, Mr Charles Alexander	19	Southampton	Winnipeg, MB				male
102	102	1	1	Fortune, Miss Ethel Flora	28	Southampton	Winnipeg, MB			10	female
103	103	1	1	Fortune, Miss Mabel	23	Southampton	Winnipeg, MB			10	female
104	104	1	0	Fortune, Mr Mark	64	Southampton	Winnipeg, MB				male
105	105	1	1	Fortune, Mrs Mark (Mary McDougald)	60	Southampton	Winnipeg, MB			10	female
106	106	1	0	Franklin, Mr Thomas Parham	NA	Southampton	Westcliff-on-Sea, Essex				male
107	107	1	1	Frauenthal, Dr Henry William	49	Cherbourg	New York, NY			5	male
108	108	1	1	Frauenthal, Mrs Henry William (Clara Heinsheimer)	NA	Cherbourg	New York, NY			5	female
109	109	1	1	Frauenthal, Mr Isaac Gerald	44	Southampton	New York, NY			5	male
110	110	1	1	Frolicher, Miss Marguerite	22	Cherbourg	Zurich, Switzerland			5	female
111	111	1	1	Frolicher-Stehli, Mr Maxmillian	60	Cherbourg	Zurich, Switzerland			5	male
112	112	1	1	Frolicher-Stehli, Mrs Maxmillian (Margaretha Emerentia Stehli)	48	Cherbourg	Zurich, Switzerland			5	female
113	113	1	0	Futrelle, Mr Jacques	37	Southampton	Scituate, MA				male
114	114	1	1	Futrelle, Mrs Jacques (May Peel)	35	Southampton	Scituate, MA			9	female
115	115	1	0	Gee, Mr Arthur H.	47	Southampton	St Anne's-on-Sea, Lancashire			(275)	male
116	116	1	1	Gibson, Miss Dorothy	22	Cherbourg	New York, NY			7	female
117	117	1	1	Gibson, Mrs Leonard (Pauline C. Boeson)	45	Cherbourg	New York, NY			7	female
118	118	1	1	Goldenberg, Mr Samuel L.	49	Cherbourg	Paris, France / New York, NY			5	male
119	119	1	1	Goldenberg, Mrs Samuel L. (Edwiga Grabowsko)	NA	Cherbourg	Paris, France / New York, NY			5	female
120	120	1	0	Goldschmidt, Mr George B.	71	Cherbourg	New York, NY				male
121	121	1	1	Gracie, Colonel Archibald IV	54	Southampton	Washington, DC	C-51	113780 L28 10s	B	male
122	122	1	0	Graham, Mr George Edward	38	Southampton	Winnipeg, MB			(147)	male
123	123	1	1	Graham, Miss Margaret Edith	19	Southampton	Greenwich, CT	C-125	17582 L153 9s 3d	3	female
124	124	1	1	Graham, Mrs William Thompson (Edith Junkins)	58	Southampton	Greenwich, CT	C-91	17582 L153 9s 3d	3	female
125	125	1	1	Greenfield, Mrs Leo David (Blanche Strouse)	45	Cherbourg	New York, NY			7	female
126	126	1	1	Greenfield, Mr William Bertram	23	Cherbourg	New York, NY			7	male
127	127	1	0	Guggenheim, Mr Benjamin	46	Cherbourg	New York, NY	B-82/4	17593 L56 18s 7d		male
128	128	1	1	Harder, Mr George Achilles	25	Cherbourg	Brooklyn, NY			5	male
129	129	1	1	Harder, Mrs George Achilles (Dorothy Annan)	21	Cherbourg	Brooklyn, NY			5	female
130	130	1	1	Harper, Mr Henry Sleeper	48	Cherbourg	New York, NY			3	male
131	131	1	1	Harper, Mrs Henry Sleeper (Myna Haxtun)	49	Cherbourg	New York, NY			3	female
132	132	1	0	Harris, Mr Henry Birkhardt	45	Southampton	New York, NY	C-83	36973 L83 9s 6d		male
133	133	1	1	Harris, Mrs Henry Birkhardt (Irene Wallach)	36	Southampton	New York, NY	C-83	36973 L83 9s 6d	D	female
134	134	1	1	Hawksford, Mr Walter James	NA	Southampton	Kingston, Surrey			3	male
135	135	1	0	Hays, Mr Charles Melville	55	Southampton	Montreal, PQ			(307)	male
136	136	1	1	Hays, Mrs Charles Melville (Clara Jennings Gregg)	52	Southampton	Montreal, PQ			3	female
137	137	1	1	Hays, Miss Margaret Bechstein	24	Southampton	New York, NY			7	female
138	138	1	0	Head, Mr Christopher	NA	Southampton	London / Middlesex				male
139	139	1	0	Hilliard, Mr Herbert Henry	NA	Southampton	Brighton, MA				male
140	140	1	0	Hipkins, Mr William Edward	NA	Southampton	London / Birmingham				male
141	141	1	1	Hippach, Miss Jean Gertrude	16	Cherbourg	Chicago, IL	B-18	111361 L57 19s 7d	4	female
142	142	1	1	Hippach, Mrs Louis Albert (Ida Sophia Fischer)	44	Cherbourg	Chicago, IL	B-18	111361 L57 19s 7d	4	female
143	143	1	1	Hogeboom, Mrs John C. (Anna Andrews)	51	Southampton	Hudson, NY	D-?	13502 L77	10	female
144	144	1	0	Holverson, Mr Alexander Oskar	42	Southampton	New York, NY			(38)	male
145	145	1	1	Holverson, Mrs Alexander Oskar (Mary Aline Towner)	35	Southampton	New York, NY				female
146	146	1	1	Homer, Mr Harry	35	Cherbourg	Indianapolis, IN			15	male
147	147	1	1	Hoyt, Mr Frederick Maxfield	38	Southampton	New York, NY / Stamford CT	C-93		D	male
148	148	1	1	Hoyt, Mrs Frederick Maxfield (Jane Anne Forby)	35	Southampton	New York, NY / Stamford CT	C-93		D	female
149	149	1	0	Hoyt, Mr William F.	NA	Cherbourg	New York, NY			14	male
150	150	1	0	Isham, Miss Anne Elizabeth	50	Cherbourg	Paris, France New York, NY	C-49			female
151	151	1	1	Ismay, Mr Joseph Bruce	49	Southampton	Liverpool	B-52/4/6	112058 Complimentary	C	male
152	152	1	0	Jones, Mr Charles Cresson	46	Southampton	Bennington, VT			(80)	male
153	153	1	0	Julian, Mr Henry Forbes	NA	Southampton	London				male
154	154	1	0	Kent, Mr Edward Austin	58	Cherbourg	Buffalo, NY			(258)	male
155	155	1	0	Kenyon, Mr Frederick R.	41	Southampton	Southington / Noank, CT				male
156	156	1	1	Kenyon, Mrs Frederick R. (Marion)	NA	Southampton	Southington / Noank, CT			8	female
157	157	1	1	Kimball, Mr Edwin Nelson Jr.	42	Southampton	Boston, MA			5	male
158	158	1	1	Kimball, Mrs Edwin Nelson Jr. (Gertrude Parsons)	40	Southampton	Boston, MA			5	female
159	159	1	0	Klaber, Mr Herman	NA	Southampton	Portland, OR				male
160	160	1	1	Leader, Dr Alice Farnham	NA	Southampton	New York, NY			8	female
161	161	1	0	Lewy, Mr Ervin G.	NA	Cherbourg	Chicago, IL				male
162	162	1	0	Lindeberg-Lind, Mr Erik Gustaf	42	Southampton	Stockholm, Sweden				male
163	163	1	1	Lindstrom, Mrs Carl Johan (Sigrid Posse)	55	Cherbourg	Stockholm, Sweden			6	female
164	164	1	1	Lines, Mrs Ernest H. (Elizabeth Lindsey James)	50	Cherbourg	Paris, France			9	female
165	165	1	1	Lines, Miss Mary Conover	16	Cherbourg	Paris, France			9	female
166	166	1	0	Lingrey, Mr Edward	NA						male
167	167	1	0	Long, Mr Milton Clyde	29	Southampton	Springfield, MA			(126)	male
168	168	1	1	Longley, Miss Gretchen Fiske	21	Southampton	Hudson, NY	D-?	13502 L77	10	female
169	169	1	0	Loring, Mr Joseph Holland	30	Southampton	London / New York, NY				male
170	170	1	1	Madill, Miss Georgette Alexandra	15	Southampton	St Louis, MO	B-5	24160 L221	2	female
171	171	1	0	Maguire, Mr John Edward	30	Southampton	Brockton, MA				male
172	172	1	1	Marechal, Mr Pierre	NA	Cherbourg	Paris, France			7	male
173	173	1	0	Marvin, Mr Daniel Warner	NA	Southampton	New York, NY				male
174	174	1	1	Marvin, Mrs Daniel Warner (Mary Graham Carmichael Farquarson)	NA	Southampton	New York, NY				female
175	175	1	0	McCaffry, Mr Thomas Francis	46	Cherbourg	Vancouver, BC			(292)	male
176	176	1	0	McCarthy, Mr Timothy J.	54	Southampton	Dorchester, MA			(175)	male
177	177	1	1	McGough, Mr James R.	36	Southampton	Philadelphia, PA			7	male
178	178	1	0	Meyer, Mr Edgar Joseph	28	Cherbourg	New York, NY				male
179	179	1	1	Meyer, Mrs Edgar Joseph (Leila Saks)	NA	Cherbourg	New York, NY			6	female
180	180	1	0	Millet, Mr Francis Davis	65	Southampton	East Bridgewater, MA			(249)	male
181	181	1	1	Minahan, Miss Daisy E.	33	Queenstown	Green Bay, WI			14	female
182	182	1	0	Minahan, Dr William Edward	44	Queenstown	Fond du Lac, WI			(230)	male
183	183	1	1	Minahan, Mrs William Edward (Lillian E. Thorpe)	37	Queenstown	Fond du Lac, WI			14	female
184	184	1	1	Mock, Mr Philip E.	NA	Cherbourg	New York, NY			11	male
185	185	1	0	Molson, Mr Harry Markland	55	Southampton	Montreal, PQ				male
186	186	1	0	Moore, Mr Clarence Bloomfield	47	Southampton	Washington, DC				male
187	187	1	0	Natsch, Mr Charles H.	36	Cherbourg	Brooklyn, NY				male
188	188	1	0	Newell, Mr Arthur Webster	58	Cherbourg	Lexington, MA			(122)	male
189	189	1	1	Newell, Miss Madeleine	31	Cherbourg	Lexington, MA			6	female
190	190	1	1	Newell, Miss Marjorie	23	Cherbourg	Lexington, MA			6	female
191	191	1	1	Newsom, Miss Helen Monypeny	19	Southampton	New York, NY			5	female
192	192	1	0	Nicholson, Mr Arthur Ernest	64	Southampton	Isle of Wight, England			(263)	male
193	193	1	1	Omont, Mr A. Fernand	NA	Cherbourg	Paris, France			7	male
194	194	1	0	Ostby, Mr Engelhart Cornelius	64	Cherbourg	Providence, RI			(234)	male
195	195	1	1	Ostby, Miss Helen Raghnild	22	Cherbourg	Providence, RI			5	female
196	196	1	0	Ovies y Rodriguez, Mr Servando	28		?Havana, Cuba			(189)	male
197	197	1	0	Parr, Mr William Henry Marsh	NA		Belfast				male
198	198	1	0	Partner, Mr Austin	NA	Southampton	Surbiton Hill, Surrey			(166)	male
199	199	1	0	Payne, Mr Vivian Ponsonby	22	Southampton	Montreal, PQ				male
200	200	1	0	Pears, Mr Thomas	NA	Southampton	Isleworth, England				male
201	201	1	1	Pears, Mrs Thomas (Edith)	NA	Southampton	Isleworth, England			8	female
202	202	1	0	Penasco, Mr Victor de Satode	18	Cherbourg	Madrid, Spain				male
203	203	1	1	Penasco, Mrs Victor de Satode (Josefa de Soto)	17	Cherbourg	Madrid, Spain			8	female
204	204	1	1	Peuchen, Major Arthur Godfrey	52	Southampton	Toronto, ON	C-104		6	male
205	205	1	0	Porter, Mr Walter Chamberlain	46	Southampton	Worcester, MA			(207)	male
206	206	1	1	Potter, Mrs Thomas, Jr. (Lily Alexenia Wilson)	56	Cherbourg	Mt Airy, Philadelphia, PA			7	female
207	207	1	0	Reuchlin, Jonkheer John George	NA	Southampton	Rotterdam, Netherlands				male
208	208	1	1	Rheims, Mr George Lucien	NA	Cherbourg	Paris / New York, NY		17604 L39 12s	A	male
209	209	1	1	Robert, Mrs Edward Scott (Elisabeth Walton McMillan)	43	Southampton	St Louis, MO	B-3	24160 L221	2	female
210	210	1	0	Roebling, Mr Washington Augustus 2nd	31	Southampton	Trenton, NJ				male
211	211	1	1	Romaine, Mr Charles Hallace	NA	Southampton	New York, NY			15	male
212	212	1	0	Rood, Mr Hugh R.	NA	Southampton	Seattle, WA				male
213	213	1	1	Rosenbaum (Russell), Miss Edith Louise	33	Cherbourg	Paris, France	A-11	17613 L27 14s 5d	11	female
214	214	1	0	Ross, Mr John Hugo	NA	Cherbourg	Winnipeg, MB				male
215	215	1	1	Rothes, the Countess of (Noel Lucy Martha Dyer-Edwardes)	27	Southampton	London Vancouver, BC			8	female
216	216	1	0	Rothschild, Mr Martin	55	Cherbourg	New York, NY				male
217	217	1	1	Rothschild, Mrs Martin (Elizabeth L. Barrett)	54	Cherbourg	New York, NY			6	female
218	218	1	0	Rowe, Mr Alfred G.	NA	Southampton	London			(109)	male
219	219	1	0	Ryerson, Mr Arthur Larned	61	Cherbourg	Haverford, PA / Cooperstown, NY		17608 L262 7s 6d		male
220	220	1	1	Ryerson, Mrs Arthur Larned (Emily Maria Borie)	48	Cherbourg	Haverford, PA / Cooperstown, NY		17608 L262 7s 6d	4	female
221	221	1	1	Ryerson, Miss Emily Borie	18	Cherbourg	Haverford, PA / Cooperstown, NY		17608 L262 7s 6d	4	female
222	222	1	1	Ryerson, Master John Borie	13	Cherbourg	Haverford, PA / Cooperstown, NY		17608 L262 7s 6d	4	male
223	223	1	1	Ryerson, Miss Susan (Suzette) Parker	21	Cherbourg	Haverford, PA / Cooperstown, NY		17608 L262 7s 6d	4	female
224	224	1	1	Saalfeld, Mr Adolphe	NA	Southampton	Manchester, England			3	male
225	225	1	1	Salomon, Mr Abraham L.	NA	Southampton	New York, NY			1	male
226	226	1	1	Schabert, Mrs Paul (Emma Mock)	NA	Cherbourg	New York, NY			11	female
227	227	1	1	Seward, Mr Frederic Kimber	34	Southampton	New York, NY			7	male
228	228	1	1	Shutes, Miss Elizabeth W.	40	Southampton	New York, NY / Greenwich CT	C-125	17582 L153 9s 3d	3	female
229	229	1	1	Silverthorne, Mr Spencer Victor	36	Southampton	St Louis, MO			5	male
230	230	1	0	Silvey, Mr William Baird	50		Duluth, MN				male
231	231	1	1	Silvey, Mrs William Baird (Alice Munger)	39		Duluth, MN				female
232	232	1	1	Simonius-Blumer, Col Alfons	56		Basel, Switzerland			3	male
233	233	1	1	Sloper, Mr William Thompson	28	Southampton	New Britain, CT			7	male
234	234	1	0	Smart, Mr John Montgomery	56	Southampton	New York, NY				male
235	235	1	0	Smith, Mr James Clinch	56	Cherbourg	St James, Long Island, NY				male
236	236	1	0	Smith, Mr Lucien Philip	24	Southampton	Huntington, WV				male
237	237	1	1	Smith, Mrs Lucien Philip (Mary Eloise Hughes	18	Southampton	Huntington, WV			6	female
238	238	1	0	Smith, Mr Richard William	NA	Southampton	Streatham, Surrey				male
239	239	1	1	Snyder, Mr John Pillsbury	24	Southampton	Minneapolis, MN			7	male
240	240	1	1	Snyder, Mrs John Pillsbury (Nelle Stevenson)	23	Southampton	Minneapolis, MN			7	female
241	241	1	1	Spedden, Mr Frederick Oakley	45	Cherbourg	Tuxedo Park, NY			3	male
242	242	1	1	Spedden, Mrs Frederick Oakley (Margaretta Corning Stone)	40	Cherbourg	Tuxedo Park, NY			3	female
243	243	1	1	Spedden, Master Robert Douglas	6	Cherbourg	Tuxedo Park, NY			3	male
244	244	1	0	Spencer, Mr William Augustus	57	Cherbourg	Paris, France				male
245	245	1	1	Spencer, Mrs William Augustus (Marie Eugenie)	NA	Cherbourg	Paris, France			6	female
246	246	1	1	Staehlin, Dr Max	32	Cherbourg	Basel, Switzerland			3	male
247	247	1	0	Stead, Mr William Thomas	62	Southampton	Wimbledon Park, London / Hayling Island, Hants	C-89			male
248	248	1	1	Stengel, Mr Charles Emil Henry	54	Cherbourg	Newark, NJ			1	male
249	249	1	1	Stengel, Mrs Charles Emil Henry (Annie May Morris)	43	Cherbourg	Newark, NJ			5	female
250	250	1	1	Stephenson, Mrs Walter Bertram (Martha Eustis)	52		Haverford, PA			4	female
251	251	1	0	Stewart, Mr Albert A.	NA	Cherbourg	Gallipolis, Ohio / ? Paris / New York				male
252	252	1	1	Stone, Mrs George Nelson (Martha E.)	62		Cincinatti, OH			6	female
253	253	1	0	Straus, Mr Isidor	67	Southampton	New York, NY		17483 L221 15s 7d	(96)	male
254	254	1	0	Straus, Mrs Isidor (Ida Blun)	63	Southampton	New York, NY		17483 L221 15s 7d		female
255	255	1	0	Sutton, Mr Frederick	61	Southampton	Haddenfield, NJ			(46)	male
256	256	1	1	Swift, Mrs Frederick Joel (Margaret Welles Barron)	46	Southampton	Brooklyn, NY			8	female
257	257	1	0	Taussig, Mr Emil	52	Southampton	New York, NY				male
258	258	1	1	Taussig, Mrs Emil (Tillie Mandelbaum)	39	Southampton	New York, NY			8	female
259	259	1	1	Taussig, Miss Ruth	18	Southampton	New York, NY			8	female
260	260	1	1	Taylor, Mr Elmer Zebley	48	Southampton	London / East Orange, NJ	C-126		5	male
261	261	1	1	Taylor, Mrs Elmer Zebley (Juliet Cummins Wright)	NA	Southampton	London / East Orange, NJ	C-126		5	female
262	262	1	0	Thayer, Mr John Borland	49	Cherbourg	Haverford, PA				male
263	263	1	1	Thayer, Mrs John Borland (Marian Longstreth Morris)	39	Cherbourg	Haverford, PA			4	female
264	264	1	1	Thayer, Mr John Borland, jr.	17	Cherbourg	Haverford, PA			B	male
265	265	1	0	Thorne, Mr George (alias of: Mr George Rosenshine)	46	Cherbourg	New York, NY				male
266	266	1	1	Thorne, Mrs Gertrude Maybelle	NA	Cherbourg	New York, NY			D	female
267	267	1	1	Tucker, Mr Gilbert Milligan, jr	31	Cherbourg	Albany, NY			7	male
268	268	1	0	Uruchurtu, Mr Manuel E.	NA	Cherbourg	Mexico City, Mexico				male
269	269	1	0	Van Derhoef, Mr Wyckoff	61	Southampton	Brooklyn, NY			(245)	male
270	270	1	0	Walker, Mr William Anderson	47	Southampton	East Orange, NJ				male
271	271	1	0	Warren, Mr Frank Manley	64	Cherbourg	Portland, OR				male
272	272	1	1	Warren, Mrs Frank Manley (Anna S. Atkinson)	60	Cherbourg	Portland, OR			5	female
273	273	1	0	Weir, Col John	60	Southampton	England Salt Lake City, Utah				male
274	274	1	1	White, Mrs J. Stuart (Ella Holmes)	55	Cherbourg	New York, NY / Briarcliff Manor NY			8	female
275	275	1	0	White, Mr Percival Wayland	54	Southampton	Brunswick, ME				male
276	276	1	0	White, Mr Richard Frasar	21	Southampton	Brunswick, ME			(169)	male
277	277	1	0	Wick, Mr George Dennick	57	Southampton	Youngstown, OH				male
278	278	1	1	Wick, Mrs George Dennick (Martha Hitchcock)	45	Southampton	Youngstown, OH			8	female
279	279	1	1	Wick, Miss Mary Natalie	31	Southampton	Youngstown, OH	C-7		8	female
280	280	1	0	Widener, Mr George Dunton	50	Cherbourg	Elkins Park, PA				male
281	281	1	1	Widener, Mrs George Dunton (Eleanor Elkins)	50	Cherbourg	Elkins Park, PA			4	female
282	282	1	0	Widener, Mr Harry Elkins	27	Cherbourg	Elkins Park, PA				male
283	283	1	1	Willard, Miss Constance	20	Southampton	Duluth, MN				female
284	284	1	0	Williams, Mr Charles Duane	51	Cherbourg	Geneva, Switzerland / Radnor, PA				male
285	285	1	0	Williams, Mr Fletcher Lambert	NA	Southampton	London, England				male
286	286	1	1	Williams, Mr Richard Norris II	21	Cherbourg	Geneva, Switzerland / Radnor, PA			A	male
287	287	1	1	Woolner, Mr Hugh	NA	Southampton	London, England			D	male
288	288	1	0	Wright, Mr George	NA	Southampton	Halifax, NS				male
289	289	1	1	Young, Miss Marie Grice	36	Cherbourg	New York, NY / Washington, DC			8	female
290	290	1	1	Barber, Ms	NA	Southampton					female
291	291	1	1	Bazzani, Ms Albina	NA	Cherbourg					female
292	292	1	1	Bidois, Miss Rosalie	NA	Cherbourg			17754		female
293	293	1	1	Bird, Ms Ellen	NA	Southampton		C-97	17483		female
294	294	1	1	Bissetti, Ms Amelia	NA	Cherbourg		C-99			female
295	295	1	1	Burns, Ms Elizabeth Margaret	NA	Cherbourg					female
296	296	1	1	Chaudanson, Ms Victorine	NA	Cherbourg			17608		female
297	297	1	1	Cleaver, Ms Alice	NA	Southampton		C22		11	female
298	298	1	1	Daniels, Ms Sarah	NA	Southampton		C-22		8	female
299	299	1	1	Endres, Miss Caroline Louise	NA	Cherbourg	New York, NY	C-45	17754 L224 10s 6d	4	female
300	300	1	0	Farthing, Mr John	NA	Southampton		C-55 (?C-95)	17483		male
301	301	1	0	Fleming, Ms Margaret	NA	Cherbourg				4	female
302	302	1	1	Francatelli, Ms Laura Mabel	NA	Cherbourg			17485		female
303	303	1	0	Fry, Mr Richard	NA	Southampton		B-102	112058		male
304	304	1	1	Geiger, Miss Emily	NA	Cherbourg					female
305	305	1	0	Giglio, Mr Victor	NA	Cherbourg		B-86	17593		male
306	306	1	0	Harrington, Mr Charles	NA	Southampton					male
307	307	1	0	Harrison, Mr William Henry	40	Southampton			112059	(110)	male
308	308	1	0	Hassah, Mr Hamad	NA	Cherbourg					male
309	309	1	1	Icabad (Icabod), Ms	NA						female
310	310	1	0	Keeping, Mr Edwin	32	Cherbourg				(45)	male
311	311	1	1	Kenchen, Ms Amelia	NA	Southampton				2	female
312	312	1	1	LeRoy, Miss Berthe	NA	Cherbourg				2	female
313	313	1	0	Lesneur, Mr Gustave	NA	Cherbourg		B-?			male
314	314	1	1	Maloney, Ms	NA	Southampton				8	female
315	315	1	0	Oliva, Mlle	NA	Cherbourg					female
316	316	1	1	Pericault, Ms	NA	Southampton					female
317	317	1	0	Ringhini, Mr Sante	33	Cherbourg				(232)	male
318	318	1	0	Robbins, Mr Victor	NA	Cherbourg		C-62	17754		male
319	319	1	1	Segesser, Mlle. Emma	NA	Cherbourg					female
320	320	1	0	Seredeca, Ms	NA	Southampton					female
321	321	1	0	Ward, Ms Anna	NA	Cherbourg					female
322	322	1	1	Wilson, Ms Helen	NA	Cherbourg					female
323	323	1	0	Abelson, Mr Samuel	30	Cherbourg	Russia New York, NY				male
324	324	1	1	Abelson, Mrs Samuel (Anna)	28	Cherbourg	Russia New York, NY			12	female
325	325	1	0	Andrew, Mr Edgar Samuel	18	Southampton	Buenos Aires, Argentina / New Jersey, NJ				male
326	326	1	0	Andrew, Mr Frank	NA	Southampton	Cornwall, England Houghton, MI				male
327	327	1	0	Angle, Mr William A.	34	Southampton	Warwick, England				male
328	328	1	1	Angle, Mrs William A. (Florence)	32	Southampton	Warwick, England				female
329	329	1	0	Ashby, Mr John	57	Southampton	West Hoboken, NJ				male
330	330	1	0	Bailey, Mr Percy Andrew	18	Southampton	Penzance, Cornwall / Akron, OH				male
331	331	1	0	Baimbrigge, Mr Charles R.	23	Southampton	Guernsey				male
332	332	1	1	Balls, Mrs Ada E. Hall	36	Southampton	Bristol, Avon / Jacksonville, FL				female
333	333	1	0	Banfield, Mr Frederick J.	28	Southampton	Plymouth, Dorset / Houghton, MI				male
334	334	1	0	Bateman, Rev Robert James	51	Southampton	Jacksonville, FL			(174)	male
335	335	1	1	Beane, Mr Edward	32	Southampton	Norwich / New York, NY				male
336	336	1	1	Beane, Mrs Edward (Ethel Clarke)	19	Southampton	Norwich / New York, NY				female
337	337	1	0	Beauchamp, Mr Henry James	28	Southampton	England				male
338	338	1	1	Becker, Mrs Allen Oliver (Nellie E. Baumgardner)	36	Southampton	Guntur, India / Benton Harbour, MI		230136 L39	11	female
339	339	1	1	Becker, Miss Marion Louise	4	Southampton	Guntur, India / Benton Harbour, MI		230136 L39	11	female
340	340	1	1	Becker, Master Richard F.	1	Southampton	Guntur, India / Benton Harbour, MI		230136 L39	11	male
341	341	1	1	Becker, Miss Ruth Elizabeth	12	Southampton	Guntur, India / Benton Harbour, MI		230136 L39	13	female
342	342	1	1	Beesley, Mr Lawrence	34	Southampton	London	D-56	248698 L13	13	male
343	343	1	1	Bentham, Miss Lilian W.	19	Southampton	Rochester, NY			12	female
344	344	1	0	Berriman, Mr William S.	23	Southampton	St Ives, Cornwall / Calumet, MI				male
345	345	1	0	Botsford, Mr William Hull	26	Southampton	Elmira, NY / Orange, NJ				male
346	346	1	0	Bowenur, Mr Solomon	NA	Southampton	London				male
347	347	1	0	Bracken, Mr James H.	27	Southampton	Lake Arthur, Chavez County, NM				male
348	348	1	1	Brown, Miss Edith E.	15	Southampton	Cape Town, South Africa / Seattle, WA			14	female
349	349	1	0	Brown, Mr Thomas William Solomon	45	Southampton	Cape Town, South Africa / Seattle, WA				male
350	350	1	1	Brown, Mrs Thomas William Solomon (Elizabeth C.)	40	Southampton	Cape Town, South Africa / Seattle, WA			14	female
351	351	1	1	Bryhl, Miss Dagmar	20	Southampton	Skara, Sweden / Rockford, IL			12	female
352	352	1	0	Bryhl, Mr Kurt Arnold Gottfrid	25	Southampton	Skara, Sweden / Rockford, IL				male
353	353	1	1	Buss, Miss Kate	36	Southampton	Sittingbourne, England / San Diego, CA	E-?	27849	9	female
354	354	1	0	Butler, Mr Reginald Fenton	25	Southampton	Southsea, Hants			(97)	male
355	355	1	0	Byles, Rev. Thomas Roussel D.	NA	Southampton	London				male
356	356	1	1	Bystrom, Mrs Carolina	42	Southampton	New York, NY				female
357	357	1	1	Caldwell, Mr Albert Francis	26	Southampton	Bangkok, Thailand / Roseville, IL			13	male
358	358	1	1	Caldwell, Mrs Albert Francis (Sylvia Mae Harbaugh)	26	Southampton	Bangkok, Thailand / Roseville, IL			13	female
359	359	1	1	Caldwell, Master Alden Gates	0.8333	Southampton	Bangkok, Thailand / Roseville, IL			13	male
360	360	1	1	Cameron, Miss Clear	31	Southampton	Mamaroneck, NY				female
361	361	1	0	Campbell, Mr William	NA		Belfast				male
362	362	1	0	Carbines, Mr William	19	Southampton	St Ives, Cornwall / Calumet, MI			(18)	male
363	363	1	0	Carter, Rev Ernest Courtenay	54	Southampton	London				male
364	364	1	0	Carter, Mrs Ernest Courtenay (Lillian Hughes)	44	Southampton	London				female
365	365	1	0	Chapman, Mr Charles Henry	52	Southampton	Bronx, NY			(130)	male
366	366	1	0	Chapman, Mr John Henry	30	Southampton	Cornwall / Spokane, WA			(17)	male
367	367	1	0	Chapman, Mrs John Henry (Elizabeth Lawry)	30	Southampton	Cornwall / Spokane, WA				female
368	368	1	1	Christy, Mrs Alice Frances	NA	Southampton	London				female
369	369	1	1	Christy, Miss Julie	NA	Southampton	London				female
370	370	1	0	Clarke, Mr Charles V.	29	Southampton	England / San Francisco, CA				male
371	371	1	1	Clarke, Mrs Charles V. (Ada Maria)	NA	Southampton	England / San Francisco, CA			14	female
372	372	1	0	Coleridge, Mr Reginald Charles	29	Southampton	Hartford, Huntingdonshire				male
373	373	1	0	Collander, Mr Erik	27	Southampton	Helsinki, Finland Ashtabula, Ohio				male
374	374	1	1	Collett, Mr Sidney C. Stuart	24	Southampton	London / Fort Byron, NY			9	male
375	375	1	0	Collyer, Mr Harvey	35	Southampton	Bishopstoke, Hants / Fayette Valley, ID				male
376	376	1	1	Collyer, Mrs Harvey (Charlotte Tate)	31	Southampton	Bishopstoke, Hants / Fayette Valley, ID			14	female
377	377	1	1	Collyer, Miss Marjorie	8	Southampton	Bishopstoke, Hants / Fayette Valley, ID			14	female
378	378	1	0	Cook, Mrs Selena Rogers	22	Southampton	Pennsylvania	F-33		14	female
379	379	1	0	Corbett, Mrs Walter H. (Irene Colvin)	30	Southampton	Provo, UT				female
380	380	1	0	Corey, Mrs Percy C. (Mary Phyllis Elizabeth Miller)	NA	Southampton	Upper Burma, India Pittsburgh, PA				female
381	381	1	0	Cotterill, Mr Harry	20	Southampton	Penzance, Cornwall / Akron, OH				male
382	382	1	0	Cunningham, Mr Alfred Fleming	NA		Belfast				male
383	383	1	0	Davies, Mr Charles Henry	21	Southampton	Lyndhurst, England				male
384	384	1	1	Davis, Mrs Agnes	49	Southampton	St Ives, Cornwall / Hancock, MI				female
385	385	1	1	Davis, Master John Morgan	8	Southampton	St Ives, Cornwall / Hancock, MI				male
386	386	1	1	Davis, Miss Mary	28	Southampton	London / Staten Island, NY			13	female
387	387	1	0	Deacon, Mr Percy	18	Southampton					male
388	388	1	0	de Brito, Mr Jose Joaquim	NA		Portugal / Sau Paulo, Brazil				male
389	389	1	0	del Carlo, Mr Sebastiano	28	Cherbourg	Lucca, Italy / California			(295)	male
390	390	1	1	del Carlo, Mrs Sebastiano (Argenia Genovese)	22	Cherbourg	Lucca, Italy / California				female
391	391	1	0	Denbury, Mr Herbert	25	Southampton	Guernsey / Elizabeth, NJ				male
392	392	1	0	Dibden, Mr William	18	Southampton	New Forest, England				male
393	393	1	1	Doling, Mrs Ada	32	Southampton	Southampton				female
394	394	1	1	Doling, Miss Elsie	18	Southampton	Southampton				female
395	395	1	0	Downton (?Douton), Mr William James	NA	Southampton	Holley, NY				male
396	396	1	0	Drew, Mr James Vivian	42	Southampton	Greenport, NY		28220 L32 10s		male
397	397	1	1	Drew, Mrs James Vivian (Lulu Thorne Christian)	34	Southampton	Greenport, NY		28220 L32 10s		female
398	398	1	1	Drew, Master Marshall Brines	8	Southampton	Greenport, NY		28220 L32 10s		male
399	399	1	1	Duran y More, Miss Asuncion	NA	Cherbourg	Barcelona, Spain / Havana, Cuba			12	female
400	400	1	1	Duran y More, Miss Florentina	NA	Cherbourg	Barcelona, Spain / Havana, Cuba			12	female
401	401	1	0	Eitemiller, Mr George Floyd	23	Southampton	England / Detroit, MI				male
402	402	1	0	Enander, Mr Ingvar	21	Southampton	Goteborg, Sweden / Rockford, IL				male
403	403	1	0	Fahlstrom, Mr Arne Jonas	19	Southampton	Oslo, Norway Bayonne, NJ				male
404	404	1	0	Faunthorpe, Mr Harry	NA	Southampton	England / Philadelphia, PA			(286)	male
405	405	1	1	Faunthorpe, Mrs Lizzie (see Wilkinson, E.)	NA						female
406	406	1	0	Fillbrook, Mr Charles	NA	Southampton	Cornwall / Houghton, MI				male
407	407	1	0	Fox, Mr Stanley H.	38	Southampton	Rochester, NY		229236 L13	(236)	male
408	408	1	0	Frost, Mr Anthony (Archie) W.	NA		Belfast				male
409	409	1	0	Funk, Miss Annie C.	38	Southampton	Janjgir, India / Pennsylvania				female
410	410	1	0	Fynney, Mr Joseph J.	35	Southampton	Liverpool / Montreal, PQ			(322)	male
411	411	1	0	Gale, Mr Harry	35	Southampton	Cornwall / Clear Creek, CO				male
412	412	1	0	Gale, Mr Shadrach	38	Southampton	Cornwall / Clear Creek, CO				male
413	413	1	1	Garside, Miss Ethel	24	Southampton	Brooklyn, NY				female
414	414	1	0	Gaskell, Mr Alfred	16	Southampton	Liverpool / Montreal, PQ				male
415	415	1	0	Gavey, Mr Lawrence	26	Southampton	Guernsey / Elizabeth, NJ				male
416	416	1	0	Gilbert, Mr William	45	Southampton	Cornwall				male
417	417	1	0	Giles, Mr Edgar	24	Southampton	Cornwall / Camden, NJ				male
418	418	1	0	Giles, Mr Frederick	21	Southampton	Cornwall / Camden, NJ				male
419	419	1	0	Giles, Mr Ralph	22	Southampton	West Kensington, London			(297)	male
420	420	1	0	Gill, Mr John W.	NA	Southampton	Clevedon, England				male
421	421	1	0	Gillespie, Mr William	34	Southampton	Vancouver, BC				male
422	422	1	0	Givard, Mr Hans Christensen	30	Southampton				(305)	male
423	423	1	0	Greenberg, Mr Samuel	50	Southampton	Bronx, NY			(19)	male
424	424	1	0	Hale, Mr Reginald	30	Southampton	Auburn, NY			(75)	male
425	425	1	1	Hamalainen, Mrs William (Anna)	23	Southampton	Detroit, MI				female
426	426	1	1	Hamalainen, Master Viljo	1	Southampton	Detroit, MI				male
427	427	1	0	Harbeck, Mr William H.	44	Southampton	Seattle, WA / Toledo, OH		248749 L13	(35)	male
428	428	1	0	Harper, Rev John	28	Southampton	Denmark Hill, Surrey / Chicago				male
429	429	1	1	Harper, Miss Nina	6	Southampton	Denmark Hill, Surrey / Chicago			11	female
430	430	1	1	Harris, Mr George	30	Southampton	London				male
431	431	1	0	Harris, Mr Walter	NA	Southampton	Walthamstow, England				male
432	432	1	0	Hart, Mr Benjamin	43	Southampton	Ilford, Essex / Winnipeg, MB		13529 L26 5s		male
433	433	1	1	Hart, Mrs Benjamin (Esther)	45	Southampton	Ilford, Essex / Winnipeg, MB		13529 L26 5s	14	female
434	434	1	1	Hart, Miss Eva Miriam	7	Southampton	Ilford, Essex / Winnipeg, MB		13529 L26 5s	14	female
435	435	1	1	Herman, Miss Alice	24	Southampton	Somerset / Bernardsville, NJ			9	female
436	436	1	1	Herman, Miss Kate	24	Southampton	Somerset / Bernardsville, NJ			9	female
437	437	1	0	Herman, Mr Samuel	49	Southampton	Somerset / Bernardsville, NJ				male
438	438	1	1	Herman, Mrs Samuel (Jane Laver)	48	Southampton	Somerset / Bernardsville, NJ			9	female
439	439	1	1	Hewlett, Mrs Mary D.	NA	Southampton	India / Rapid City, SD			13	female
440	440	1	0	Hickman, Mr Leonard Mark	34	Southampton	West Hampstead, London / Neepawa, MB			(256)	male
441	441	1	0	Hickman, Mr Lewis	32	Southampton	West Hampstead, London / Neepawa, MB				male
442	442	1	0	Hickman, Mr Stanley George	21	Southampton	West Hampstead, London / Neepawa, MB				male
443	443	1	0	Hiltunen, Miss Marta	18	Southampton	Kontiolahti, Finland / Detroit, MI				female
444	444	1	1	Hocking, Mrs Elizabeth	53	Southampton	Cornwall / Akron, OH			4	female
445	445	1	0	Hocking, Mr George	23	Southampton	Cornwall / Akron, OH				male
446	446	1	1	Hocking, Miss Ellen (Nellie)	21	Southampton	Cornwall / Akron, OH			4	female
447	447	1	0	Hocking, Mr Samuel James	NA	Southampton	Devonport, England				male
448	448	1	0	Hodges, Mr Henry Price	52	Southampton	Southampton			(149)	male
449	449	1	0	Hold, Mr Stephen	42	Southampton	England / Sacramento, CA				male
450	450	1	1	Hold, Mrs Stephen (Annie Margaret)	36	Southampton	England / Sacramento, CA				female
451	451	1	0	Hood, Mr Ambrose, Jr	21	Southampton	New Forest, England				male
452	452	1	1	Hosono, Mr Masafumi	41	Southampton	Tokyo, Japan			13	male
453	453	1	0	Howard, Mr Benjamin	NA	Southampton	Swindon, England				male
454	454	1	0	Howard, Mrs Benjamin (Ellen Truelove)	NA	Southampton	Swindon, England				female
455	455	1	0	Hunt, Mr George Henry	33	Southampton	Philadelphia, PA				male
456	456	1	1	Ilett, Miss Bertha	17	Southampton	Guernsey				female
457	457	1	0	Jacobsohn Mr Sidney Samuel	NA	Southampton	London				male
458	458	1	1	Jacobsohn, Mrs Sidney Samuel (Amy Frances Christy)	NA	Southampton	London				female
459	459	1	0	Jarvis, Mr John Denzil	NA	Southampton	North Evington, England				male
460	460	1	0	Jefferys, Mr Clifford	NA	Southampton	Guernsey / Elizabeth, NJ				male
461	461	1	0	Jefferys, Mr Ernest	NA	Southampton	Guernsey / Elizabeth, NJ				male
462	462	1	0	Jenkin, Mr Stephen Curnow	NA	Southampton	St Ives, Cornwall / Houghton, MI				male
463	463	1	1	Jerwan, Mrs Amin S. (Marie Thuillard)	23	Cherbourg	New York, NY				female
464	464	1	0	Kantor, Mr Sinai	34	Southampton	Moscow / Bronx, NY			(283)	male
465	465	1	1	Kantor, Mrs Sinai (Miriam Sternim)	NA	Southampton	Moscow / Bronx, NY				female
466	466	1	0	Karnes, Mrs J. Frank (Claire Bennett)	22	Southampton	India / Pittsburgh, PA				female
467	467	1	0	Keane, Mr Daniel	NA	Queenstown					male
468	468	1	1	Keane, Miss Nora A.	NA	Queenstown	Harrisburg, PA	E-101		10	female
469	469	1	1	Kelly, Mrs Florence (Fannie)	45	Southampton	London / New York, NY				female
470	470	1	0	Kirkland, Rev Charles Leonard	NA	Queenstown	Glasgow / Bangor, ME				male
471	471	1	0	Knight, Mr Robert	NA		Belfast				male
472	472	1	0	Kvillner, Mr Johan Henrik Johannesson	31	Southampton	Sweden / Arlington, NJ			(165)	male
473	473	1	0	Lahtinen, Rev William	30	Southampton	Minneapolis, MN				male
474	474	1	0	Lahtinen, Mrs William (Anna Sylvan)	26	Southampton	Minneapolis, MN				female
475	475	1	0	Lamb, Mr John James	NA	Queenstown					male
476	476	1	1	Lemore, Mrs Amelia	34	Southampton	Chicago, IL	F-33		14/D	female
477	477	1	0	LaRoche, Mr Joseph	26	Cherbourg	Paris / Haiti				male
478	478	1	1	LaRoche, Mrs Joseph (Juliet)	22	Cherbourg	Paris / Haiti				female
479	479	1	1	LaRoche, Miss Louise	1	Cherbourg	Paris / Haiti				female
480	480	1	1	LaRoche, Miss Simonne	3	Cherbourg	Paris / Haiti				female
481	481	1	1	Lehmann, Miss Bertha	NA	Cherbourg	Berne, Switzerland / Central City, IA				female
482	482	1	1	Leitch, Miss Jessie	NA	Southampton	London / Chicago, IL			11	female
483	483	1	0	Levy, Mr Rene Jacques	NA	Cherbourg	Montreal, PQ				male
484	484	1	0	Leyson, Mr Robert William Norman	25	Southampton				(108)	male
485	485	1	0	Lingan, Mr John	NA	Queenstown					male
486	486	1	0	Louch, Mr Charles Alexander	48	Southampton	Weston-Super-Mare, Somerset			(121)	male
487	487	1	1	Louch, Mrs Charles Alexander (Alice Adelaide)	NA	Southampton	Weston-Super-Mare, Somerset			14	female
488	488	1	0	Mack, Mrs Mary	57	Southampton	Southampton / New York, NY	E77		(52)	female
489	489	1	0	Malachard, Mr Noel	NA	Cherbourg	Paris				male
490	490	1	0	Mallet, Mr Albert	NA	Cherbourg	Paris / Montreal, PQ				male
491	491	1	1	Mallet, Mrs Albert (Antoinette)	NA	Cherbourg	Paris / Montreal, PQ				female
492	492	1	1	Mallet, Master Andre	2	Cherbourg	Paris / Montreal, PQ				male
493	493	1	0	Mangiavacchi, Mr Serafino Emilio	NA	Cherbourg	New York, NY				male
494	494	1	0	Mantvila, Rev Joseph	27	Southampton	Worcester, MA				male
495	495	1	1	Marshall, Mrs Kate Louise Phillips	19	Southampton	Worcester, England				female
496	496	1	0	Matthews, Mr William John	30	Southampton	St Austall, Cornwall				male
497	497	1	0	Maybery, Mr Frank H.	20	Southampton	Weston-Super-Mare / Moose Jaw, SK				male
498	498	1	0	McCrae, Mr Arthur Gordon	45	Southampton	Sydney, Australia			(209)	male
499	499	1	0	McCrie, Mr James Matthew	NA	Southampton	Sarnia, ON				male
500	500	1	0	McKane, Mr Peter D.	46	Southampton	Rochester, NY				male
501	501	1	1	Mellenger, Mrs Elizabeth Anne	41	Southampton	England / Bennington, VT			14/12	female
502	502	1	1	Mellenger, Miss Madeleine Violet	13	Southampton	England / Bennington, VT			14/12	female
503	503	1	1	Mellor, Mr William John	19	Southampton	Chelsea, London			B	male
504	504	1	0	Meyer, Mr August	30	Southampton	Harrow-on-the-Hill, Middlesex				male
505	505	1	0	Milling, Mr Jacob Christian	48	Southampton	Copenhagen, Denmark			(271)	male
506	506	1	0	Mitchell, Mr Henry Michael	71	Southampton	Guernsey / Montclair, NJ and/or Toledo, Ohio				male
507	507	1	0	Moraweck, Dr Ernest	54	Southampton	Frankfort, KY				male
508	508	1	0	Morley, Mr William	NA	Southampton	Petworth, Sussex				male
509	509	1	0	Mudd, Mr Thomas C.	NA	Southampton	Halesworth, England				male
510	510	1	0	Myles, Mr Thomas Francis	64	Queenstown	Cambridge, MA				male
511	511	1	0	Nasser (Nasrallah), Mr Nicholas	32	Cherbourg	New York, NY			(43)	male
512	512	1	1	Nasser (Nasrallah), Mrs Nicholas	18	Cherbourg	New York, NY				female
513	513	1	1	Navratil, Master Edmond Roger	2	Southampton	Nice, France		230080 L26	D	male
514	514	1	0	Navratil, Mr Michel	32	Southampton	Nice, France		230080 L26	(15)	male
515	515	1	1	Navratil, Master Michel M.	3	Southampton	Nice, France		230080 L26	D	male
516	516	1	0	Nesson, Mr Israel	26	Southampton	Boston, MA				male
517	517	1	0	Nicholls, Mr Joseph Charles	19	Southampton	Cornwall / Hancock, MI			(101)	male
518	518	1	0	Norman, Mr Robert Douglas	NA	Southampton	Glasgow			(287)	male
519	519	1	1	Nourney, Mr Alfred (aka Baron von Drachstedt)	20	Cherbourg	Cologne, Germany	D-38		7	male
520	520	1	1	Nye, Mrs Elizabeth Ramell	29	Southampton	Folkstone, Kent / New York, NY	F-33		11	female
521	521	1	0	Otter, Mr Richard	39	Southampton	Middleburg Heights, OH				male
522	522	1	1	Oxenham, Mr Percy Thomas	22	Southampton	Pondersend, England / New Durham, NJ				male
523	523	1	1	Padro y Manent, Mr Julian	NA	Cherbourg	Spain / Havana, Cuba				male
524	524	1	0	Pain, Dr Alfred	24	Southampton	Hamilton, ON				male
525	525	1	1	Pallas y Castello, Mr Emilio	NA	Cherbourg	Spain / Havana, Cuba				male
526	526	1	0	Parker, Mr Clifford R.	28	Southampton	St Andrews, Guernsey				male
527	527	1	0	Parkes, Mr Francis (Frank)	NA		Belfast				male
528	528	1	1	Parrish, Mrs Lutie Davis	50	Southampton	Woodford County, KY			12	female
529	529	1	0	Pengelly, Mr Frederick	20	Southampton	Gunnislake, England / Butte, MT				male
530	530	1	0	Peruschitz, Rev. Joseph M.	40	Southampton					male
531	531	1	1	Phillips, Miss Alice	42	Southampton	Ilfracombe, Devon			12	female
532	532	1	0	Phillips, Mr Robert	21	Southampton	Ilfracombe, Devon				male
533	533	1	1	Pinsky, Miss Rosa	32	Southampton	Russia				female
534	534	1	0	Ponesell, Mr Martin	34	Southampton	Denmark / New York, NY		250647		male
535	535	1	1	Portaluppi, Mr Emilio	NA	Cherbourg	Milford, NH				male
536	536	1	0	Pulbaum, Mr Frank	NA	Cherbourg	Paris				male
537	537	1	1	Quick, Mrs Frederick C. (Jane Richards)	33	Southampton	Plymouth, Devon / Detroit, MI			11	female
538	538	1	1	Quick, Miss Phyllis May	2	Southampton	Plymouth, Devon / Detroit, MI			11	female
539	539	1	1	Quick, Miss Winifred Vera	8	Southampton	Plymouth, Devon / Detroit, MI			11	female
540	540	1	0	Reeves, Mr David	36	Southampton	Brighton, Sussex				male
541	541	1	0	Renouf, Mr Peter Henry	34	Southampton	Elizabeth, NJ				male
542	542	1	1	Renouf, Mrs Peter Henry (Lillian Jefferys)	30	Southampton	Elizabeth, NJ				female
543	543	1	1	Reynaldo, Mrs Encarnacion	28	Southampton	Spain				female
544	544	1	0	Richard, Mr Emil	23	Cherbourg	Paris / Montreal, PQ				male
545	545	1	1	Richards, Master George Sidney	0.8333	Southampton	Cornwall / Akron, OH			4	male
546	546	1	1	Richards, Mrs Sidney (Emily Hocking)	25	Southampton	Cornwall / Akron, OH			4	female
547	547	1	1	Richards, Master William Rowe	3	Southampton	Cornwall / Akron, OH			4	male
548	548	1	1	Ridsdale, Miss Lucy	50	Southampton	London, England / Marietta, Ohio and Milwaukee, WI				female
549	549	1	0	Rogers, Mr Harry	NA	Southampton					male
550	550	1	1	Rugg, Miss Emily	21	Southampton	Guernsey / Wilmington, DE			12	female
551	551	1	0	Sedgwick, Mr Charles Frederick Waddington	NA	Southampton	Liverpool				male
552	552	1	0	Sharp, Mr Percival	NA	Southampton	Hornsey, England				male
553	553	1	1	Shelley, Mrs William (Imanita)	25	Southampton	Deer Lodge, MT			12	female
554	554	1	1	Silven, Miss Lyyli	18	Southampton	Finland / Minneapolis, MN				female
555	555	1	1	Sincock, Miss Maude	20	Southampton	Cornwall / Hancock, MI			11	female
556	556	1	1	Siukonnen, Miss Anna	30	Southampton	Finland / Washington, DC				female
557	557	1	0	Sjostedt, Mr Ernst Adolf	59	Southampton	Sault St Marie, ON				male
558	558	1	1	Slayter, Miss Hilda Mary	30	Queenstown	Halifax, NS			13	female
559	559	1	0	Slemen, Mr Richard James	35	Southampton	Cornwall				male
560	560	1	0	Smith (Schmidt), Mr Augustus	22	Southampton	Newark, NJ				male
561	561	1	1	Smith, Miss Marion	NA	Southampton					female
562	562	1	0	Sobey, Mr Hayden	25	Southampton	Cornwall / Houghton, MI				male
563	563	1	0	Stanton, Mr Samuel Ward	41	Cherbourg	New York, NY				male
564	564	1	0	Stokes, Mr Philip Joseph	25	Southampton	Catford, Kent / Detroit, MI			(81)	male
565	565	1	0	Sweet, Mr George	14	Southampton	Somerset / Bernardsville, NJ				male
566	566	1	1	Toomey, Miss Ellen	50	Southampton	Indianapolis, IN			9	female
567	567	1	0	Troupiansky, Mr Moses Aaron	22	Southampton					male
568	568	1	1	Trout, Mrs William H. (Jessie L.)	NA	Southampton	Columbus, OH			9	female
569	569	1	1	Troutt, Miss Edwina Celia	27	Southampton	Bath, England / Massachusetts	E-101	34218 L10 10s	16	female
570	570	1	0	Turpin, Mr William John	29	Southampton	Plymouth, England				male
571	571	1	0	Turpin, Mrs William John (Dorothy Anne Wonnacott)	27	Southampton	Plymouth, England				female
572	572	1	0	Veale, Mr James	30	Southampton	Barre, Co Washington, VT				male
573	573	1	0	Waelens, Mr Achille	22	Southampton	Antwerp, Belgium / Stanton, OH			(140)	male
574	574	1	1	Walcroft, Miss Nellie	35	Southampton	Mamaroneck, NY				female
575	575	1	0	Ware, Mr John James	30	Southampton	Bristol, England / New Britain, CT				male
576	576	1	1	Ware, Mrs John James (Florence Louise Long)	28	Southampton	Bristol, England / New Britain, CT			12	female
577	577	1	0	Ware, Mr William J.	23	Southampton					male
578	578	1	0	Watson, Mr Ennis Hastings	NA	Southampton	Belfast				male
579	579	1	1	Watt, Miss Bertha	12	Southampton	Aberdeen / Portland, OR			9	female
580	580	1	1	Watt, Mrs James (Bessie Inglis Milne)	40	Southampton	Aberdeen / Portland, OR			9	female
581	581	1	1	Webber, Miss Susan	36	Southampton	England / Hartford, CT	E-101			female
582	582	1	0	Weisz, Mr Leopold	28	Southampton	Bromsgrove, England / Montreal, PQ			(293)	male
583	583	1	1	Weisz, Mrs Leopold (Mathilde)	32	Southampton	Bromsgrove, England / Montreal, PQ				female
584	584	1	1	Wells, Mrs Arthur H. (Addie Trevaskis)	29	Southampton	Cornwall / Akron, OH				female
585	585	1	1	Wells, Miss Joan	4	Southampton	Cornwall / Akron, OH				female
586	586	1	1	Wells, Master Ralph Lester	2	Southampton	Cornwall / Akron, OH				male
587	587	1	1	West, Miss Barbara J.	NA	Southampton	Bournmouth, England				female
588	588	1	1	West, Miss Constance Mirium	NA	Southampton	Bournmouth, England				female
589	589	1	0	West, Mr Edwy Arthur	36	Southampton	Bournmouth, England				male
590	590	1	1	West, Mrs Edwy Arthur (Ada Mary)	33	Southampton	Bournmouth, England				female
591	591	1	0	Wheadon, Mr Edward	NA	Southampton	Guernsey, England / Edgewood, RI				male
592	592	1	0	Wheeler, Mr Edwin	NA	Southampton					male
593	593	1	0	Wheeler, Mr Frederick	NA						male
594	594	1	1	Wilhelms, Mr Charles	32	Southampton	London, England			9	male
595	595	1	1	Wilkinson, Mrs Elizabeth Anne	NA	Southampton	Manchester, England				female
596	596	1	1	Williams, Mr Charles Eugene	NA	Southampton	Harrow, England			14	male
597	597	1	1	Wright, Miss Marion	26	Southampton	Yoevil, England / Cottage Grove, OR			9	female
598	598	1	0	Yrois, Miss Henriette	NA	Southampton	Paris				female
599	599	1	0	Aldworth, Mr Charles Augustus	30	Southampton	Bryn Mawr, PA, USA		248744 L13		male
600	600	1	1	Brown, Miss Mildred	24	Southampton	London / Montreal, PQ	F-33		11	female
601	601	1	0	Pernot, Mr Rene	NA	Cherbourg		2131	L15 1s		male
602	602	1	0	Swane, Mr George	18	Southampton		F-?		(294)	male
603	603	0	0	Abbing, Mr Anthony	42	Southampton					male
604	604	0	0	Abbott, Master Eugene Joseph	13	Southampton	East Providence, RI				male
605	605	0	0	Abbott, Mr Rossmore Edward	16	Southampton	East Providence, RI			(190)	male
606	606	0	1	Abbott, Mrs Stanton (Rosa)	35	Southampton	East Providence, RI			A	female
607	607	0	1	Abelseth, Miss Anna Karen	16	Southampton	Norway Los Angeles, CA			16	female
608	608	0	1	Abelseth, Mr Olaus	25	Southampton	Perkins County, SD			A	male
609	609	0	1	Abraham, Mrs Joseph (Sophie Easu)	18	Cherbourg	Greensburg, PA				female
610	610	0	1	Abrahamsson, Mr August	20	Southampton	Taalintehdas, Finland Hoboken, NJ			15	male
611	611	0	0	Adahl, Mr Mauritz Nils Martin	30	Southampton	Asarum, Sweden Brooklyn, NY		7076	(72)	male
612	612	0	0	Adams, Mr John	26	Southampton	Bournemouth, England			(103)	male
613	613	0	0	Ahlin, Mrs Johanna Persdotter	40	Southampton	Sweden Akeley, MN				female
614	614	0	0	Ahmed, Mr Ali	24	Southampton					male
615	615	0	0	Aijo-Nirva, Mr Isak	41	Southampton	Finland Sudbury, ON				male
616	616	0	1	Aks, Mrs Sam (Leah Rosen)	18	Southampton	London, England Norfolk, VA		392091	13	female
617	617	0	1	Aks, Master Philip	0.8333	Southampton	London, England Norfolk, VA		392091	11	male
618	618	0	0	Alexander, Mr William	23	Southampton	England Albion, NY				male
619	619	0	0	Alhomaki, Mr Ilmari Rudolf	20	Southampton	Salo, Finland Astoria, OR				male
620	620	0	0	Ali, Mr William	25	Southampton	Argentina			(79)	male
621	621	0	0	Allen, Mr William Henry	35	Southampton	Lower Clapton, Middlesex or Erdington, Birmingham				male
622	622	0	0	Allum, Mr Owen George	17	Southampton	Windsor, England New York, NY			(259)	male
623	623	0	0	Andersen, Mr Albert Karvin	32	Southampton	Bergen, Norway			(260)	male
624	624	0	0	Andersen, Mr Thor Olsvigen	20	Southampton	Oslo, Norway Cameron, WI			(89)	male
625	625	0	0	Andersson, Mr Anders Johan	39	Southampton	Sweden Winnipeg, MN				male
626	626	0	0	Andersson, Mrs Anders Johan (Alfrida K. Brogren)	39	Southampton	Sweden Winnipeg, MN				female
627	627	0	0	Andersson, Miss Ebba Iris	6	Southampton	Sweden Winnipeg, MN				female
628	628	0	0	Andersson, Miss Ellis Anna Maria	2	Southampton	Sweden Winnipeg, MN				female
629	629	0	1	Andersson, Miss Erna	17	Southampton	Ruotsinphyhtaa, Finland New York, NY				female
630	630	0	0	Andersson, Miss Ida Augusta Margareta	38	Southampton	Vadsbro, Sweden Ministee, MI				female
631	631	0	0	Andersson, Miss Ingeborg Constancia	9	Southampton	Sweden Winnipeg, MN				female
632	632	0	0	Andersson, Mr Johan Samuel	26	Southampton	Hartford, CT				male
633	633	0	0	Andersson, Miss Sigrid Elizabeth	11	Southampton	Sweden Winnipeg, MN				female
634	634	0	0	Andersson, Master Sigvard Harald Elias	4	Southampton	Sweden Winnipeg, MN				male
635	635	0	0	Andreasson, Mr Paul Edvin	20	Southampton	Sweden Chicago, IL				male
636	636	0	0	Angheloff, Mr Minko	26	Southampton	Bulgaria Chicago, IL				male
637	637	0	0	Arnold, Mr Josef	25	Southampton	Altdorf, Switzerland				male
638	638	0	0	Arnold, Mrs Josef (Josephine Frank)	18	Southampton	Altdorf, Switzerland				female
639	639	0	0	Aronsson, Mr Ernst Axel Algot	24	Southampton	Sweden Joliet, IL				male
640	640	0	0	Asim, Mr Adola	35	Southampton					male
641	641	0	0	Asplund, Mr Carl Oscar Vilhelm Gustafsson	40	Southampton	Sweden Worcester, MA			(142)	male
642	642	0	1	Asplund, Mrs Carl Oscar (Selma Augusta Johansson)	38	Southampton	Sweden Worcester, MA			4	female
643	643	0	0	Asplund, Master Carl Edgar	5	Southampton	Sweden Worcester, MA				male
644	644	0	0	Asplund, Master Clarence Gustaf Hugo	9	Southampton	Sweden Worcester, MA				male
645	645	0	1	Aspland, Master Edvin Rojj Felix	3	Southampton	Sweden Worcester, MA			4	male
646	646	0	0	Asplund, Master Filip Oscar	13	Southampton	Sweden Worcester, MA				male
647	647	0	1	Asplund, Mr John Charles	23	Southampton	Oskarshamn, Sweden Minneapolis, MN				male
648	648	0	1	Asplund, Miss Lillian Gertrud	5	Southampton	Sweden Worcester, MA			4	female
649	649	0	0	Assaf, Mr Gerios	NA	Cherbourg	Ottawa, ON				male
650	650	0	1	Assaf, Mrs Mariana	45	Cherbourg	Ottawa, ON			C	female
651	651	0	0	Assam, Mr Ali	23	Southampton					male
652	652	0	0	Attalah, Miss Malaka	17	Cherbourg					female
653	653	0	0	Attala (Kalil), Mr Solomon	27	Cherbourg	Ottawa, ON				male
654	654	0	0	Augustsson, Mr Albert	23	Southampton	Krakoryd, Sweden Bloomington, IL				male
655	655	0	0	Baccos, Mr Rafoul	20	Cherbourg					male
656	656	0	0	Backstrom, Mr Karl Alfred	32	Southampton	Ruotsinphytaa, Finland New York, NY				male
657	657	0	1	Backstrom, Mrs Karl Alfred (Maria Mathilda Gustafsson)	33	Southampton	Ruotsinphytaa, Finland New York, NY				female
658	658	0	1	Baclini, Miss Eugenie	3	Cherbourg	Syria New York, NY				female
659	659	0	1	Baclini, Miss Helene	NA	Cherbourg	Syria New York, NY				female
660	660	0	1	Baclini, Miss Maria	NA	Cherbourg	Syria New York, NY				female
661	661	0	1	Baclini, Mrs Solomon (Latifa)	NA	Cherbourg	Syria New York, NY				female
662	662	0	1	Badman, Miss Emily Louisa	18	Southampton	London Skanteales, NY				female
663	663	0	0	Badt, Mr Mohamed	40	Cherbourg					male
664	664	0	0	Balkic, Mr Cerin	26	Southampton					male
665	665	0	1	Banoura, Miss Ayout	15	Cherbourg	Syria Youngstown, OH				female
666	666	0	0	Barbara, Mrs Catherine	45	Cherbourg	Syria Ottawa, ON				female
667	667	0	0	Barbara, Miss Saude	18	Cherbourg	Syria Ottawa, ON				female
668	668	0	0	Barry, Miss Julia	27	Queenstown	New York, NY				female
669	669	0	0	Barton Mr David	22	Southampton	England New York, NY				male
670	670	0	0	Beavan, Mr William Thomas	19	Southampton	England				male
671	671	0	0	Bengtsson, Mr John Viktor	26	Southampton	Krakudden, Sweden Moune, IL				male
672	672	0	0	Berglund. Mr Karl Ivar Sven	22	Southampton	Tranvik, Finland New York				male
673	673	0	0	Betros, Mr Tannous	20	Cherbourg	Syria				male
674	674	0	1	Bing, Mr Lee	32	Southampton	Hong Kong New York, NY				male
675	675	0	0	Birkeland, Mr Hans	21	Southampton	Brennes, Norway New York				male
676	676	0	0	Bjorklund, Ernst Herbert	18	Southampton	Stockholm, Sweden New York				male
677	677	0	0	Bostandyeff, Mr Guentcho	26	Southampton	Bulgaria Chicago, IL				male
678	678	0	0	Boulos, Master Akar	6	Cherbourg	Syria Kent, ON				male
679	679	0	0	Boulos, Mr Hanna	NA	Cherbourg	Syria				male
680	680	0	0	Boulos, Mrs Joseph (Sultana)	NA	Cherbourg	Syria Kent, ON				female
681	681	0	0	Boulos, Miss Laura	9	Cherbourg	Syria Kent, ON				female
682	682	0	0	Bourke, Mr John	40	Queenstown	Ireland Chicago, IL				male
683	683	0	0	Bourke, Mrs John (Catherine)	32	Queenstown	Ireland Chicago, IL				female
684	684	0	0	Bourke, Miss Mary	NA	Queenstown	Ireland Chicago, IL				female
685	685	0	0	Bowen, Mr David	26	Southampton	Treherbert, Cardiff, Wales				male
686	686	0	1	Bradley, Miss Bridget Delia	18	Queenstown	Kingwilliamstown, Co Cork, Ireland Glens Falls, NY			13	female
687	687	0	0	Braf, Miss Elin Ester Maria	20	Southampton	Medeltorp, Sweden Chicago, IL				female
688	688	0	0	Brahim, Mr Youssef	NA	Cherbourg					male
689	689	0	0	Braund, Mr Lewis Richard	29	Southampton	Bridgerule, Devon				male
690	690	0	0	Braund, Mr Owen Harris	22	Southampton	Bridgerule, Devon				male
691	691	0	0	Brobek, Mr Karl Rudolf	22	Southampton	Sweden Worcester, MA				male
692	692	0	0	Brocklebank, Mr William Alfred	35	Southampton	Broomfield, Chelmsford, England				male
693	693	0	1	Buckley, Mr Daniel	21	Queenstown	Kingwilliamstown, Co Cork, Ireland New York, NY				male
694	694	0	0	Buckley, Miss Katherine	20	Queenstown	Co Cork, Ireland Roxbury, MA			(299)	female
695	695	0	0	Burke, Mr Jeremiah	19	Queenstown	Co Cork, Ireland Charlestown, MA				male
696	696	0	0	Burns, Miss Mary Delia	18	Queenstown	Co Sligo, Ireland New York, NY				female
697	697	0	0	Cacic, Mr Grego	18	Southampton	Croatia				male
698	698	0	0	Cacic, Mr Luka	38	Southampton	Croatia				male
699	699	0	0	Cacic, Mr Manda	NA	Southampton	Croatia				male
700	700	0	0	Cacic, Mr Maria	30	Southampton	Croatia				male
701	701	0	0	Calic, Mr Peter	17	Southampton					male
702	702	0	0	Canavan, Miss Mary	21	Queenstown					female
703	703	0	0	Canavan, Mr Patrick	21	Queenstown	Ireland Philadelphia, PA				male
704	704	0	0	Cann, Mr Ernest	21	Southampton					male
705	705	0	0	Caram (Kareem), Mr Joseph	NA	Cherbourg	Ottawa, ON				male
706	706	0	0	Caram (Kareem), Mrs Joseph (Maria Elias)	NA	Cherbourg	Ottawa, ON				female
707	707	0	0	Carlsson, Mr Carl Robert	24	Southampton	Goteborg, Sweden Huntley, IL				male
708	708	0	0	Carlsson, Mr Frans Olof	33	Southampton	New York, NY				male
709	709	0	0	Carlsson, Mr Julius	33	Southampton					male
710	710	0	0	Carlsson, Mr August Sigfrid	28	Southampton	Dagsas, Sweden Fower, MN				male
711	711	0	1	Carr, Miss Helen	16	Queenstown	Co Longford, Ireland New York, NY				female
712	712	0	0	Carr, Miss Jeannie	37	Queenstown	Co Sligo, Ireland Hartford, CT				female
713	713	0	0	Carver, Mr Alfred John	28	Southampton	St Denys, Southampton, Hants				male
714	714	0	1	Cassem, Mr Nassef Belmenly	NA	Cherbourg	Syria Fredericksburg, VA				male
715	715	0	0	Celotti, Mr Francesco	24	Southampton	London				male
716	716	0	0	Chartens, Mr David	21	Southampton	Ireland New York, NY				male
717	717	0	0	Chebab, Mr Emir Farres	NA	Cherbourg					male
718	718	0	0	Chip, Mr Chang	32	Southampton	Hong Kong New York, NY				male
719	719	0	0	Christmann, Mr Emil	29	Southampton					male
720	720	0	0	Chronopoulos, Mr Apostolos	26	Cherbourg	Greece				male
721	721	0	0	Chronopoulos, Mr Demetrios	18	Cherbourg	Greece				male
722	722	0	0	Coelho, Mr Domingos Fernandes	20	Southampton	Portugal				male
723	723	0	1	Cohen, Mr Gurshon (Gus)	19	Southampton	London Brooklyn, NY				male
724	724	0	0	Colbert, Mr Patrick	24	Queenstown	Co Limerick, Ireland Sherbrooke, PQ				male
725	725	0	0	Coleff, Mr Fotio	24	Southampton					male
726	726	0	0	Coleff, Mr Peyo	36	Southampton	Bulgaria Chicago, IL				male
727	727	0	0	Conlin, Mr Thomas Henry	31	Queenstown	Philadelphia, PA				male
728	728	0	0	Connaghton, Mr Michael	31	Queenstown	Ireland Brooklyn, NY				male
729	729	0	0	Connolly, Miss Kate	30	Queenstown	Ireland				female
730	730	0	1	Connolly, Miss Kate	22	Queenstown	Ireland				female
731	731	0	0	Connors, Mr Patrick	NA	Queenstown				(171)	male
732	732	0	0	Cook, Mr Jacob	43	Southampton					male
733	733	0	0	Cor, Mr Bartol	35	Southampton	Austria				male
734	734	0	0	Cor, Mr Ivan	27	Southampton	Austria				male
735	735	0	0	Cor, Mr Ludovik	19	Southampton	Austria				male
736	736	0	0	Corn, Mr Harry	30	Southampton	London				male
737	737	0	1	Coutts, Mrs William (Minnie)	36	Southampton	England Brooklyn, NY			2	female
738	738	0	1	Coutts, Master Neville	3	Southampton	England Brooklyn, NY			2	male
739	739	0	1	Coutts, Master William Leslie	9	Southampton	England Brooklyn, NY			2	male
740	740	0	0	Coxon, Mr Daniel	59	Southampton	Merrill, WI				male
741	741	0	0	Crease, Mr Ernest James	19	Southampton	Bristol, England Cleveland, OH				male
742	742	0	0	Cribb, Mr John Hatfield	44	Southampton	Bournemouth, England Newark, NJ				male
743	743	0	1	Cribb, Miss Laura Alice	17	Southampton	Bournemouth, England Newark, NJ				female
744	744	0	0	Daher, Mr Tannous	NA	Cherbourg					male
745	745	0	1	Dahl, Mr Charles Edward	45	Southampton	Australia Fingal, ND			15	male
746	746	0	0	Dahlberg, Miss Gerda Ulrika	22	Southampton	Norrlot, Sweden Chicago, IL				female
747	747	0	0	Dakic, Mr Branko	19	Southampton	Austria				male
748	748	0	1	Daly, Mr Eugene	29	Queenstown	Co Athlone, Ireland New York, NY			B	male
749	749	0	1	Daly, Miss Marcella	30	Queenstown	Co Athlone, Ireland New York, NY				female
750	750	0	0	Danbom, Mr Ernst Gilbert	34	Southampton	Stanton, IA				male
751	751	0	0	Danbom, Mrs Ernst Gilbert (Anna Sigrid Maria Brogren)	28	Southampton	Stanton, IA				female
752	752	0	0	Danbom, Master Gilbert Sigvard Emanuel	0.3333	Southampton	Stanton, IA				male
753	753	0	0	Danoff, Mr Yoto	27	Southampton	Bulgaria Chicago, IL				male
754	754	0	0	Dantchoff, Mr Khristo	25	Southampton	Bulgaria Chicago, IL				male
755	755	0	0	Davies, Mr Alfred	24	Southampton	West Bromwich, England Pontiac, MI				male
756	756	0	0	Davies, Mr Evan	22	Southampton					male
757	757	0	0	Davies, Mr John	21	Southampton	West Bromwich, England Pontiac, MI				male
758	758	0	0	Davies, Mr Joseph	17	Southampton	West Bromwich, England Pontiac, MI				male
759	759	0	0	Davison, Mr Thomas Henry	NA	Southampton	Liverpool, England Bedford, OH				male
760	760	0	1	Davison, Mrs Thomas Henry (Mary Finck)	NA	Southampton	Liverpool, England Bedford, OH				female
761	761	0	0	Dean, Mr Bertram	26	Southampton	Devon, England Wichita, KS				male
762	762	0	1	Dean, Mrs Bertram (Eva)	33	Southampton	Devon, England Wichita, KS			12	female
763	763	0	1	Dean, Master Bertram Vere	1	Southampton	Devon, England Wichita, KS			12	male
764	764	0	1	Dean, Miss Elizabeth Gladys (Millvena)	0.1667	Southampton	Devon, England Wichita, KS			12	female
765	765	0	0	Delalic, Mr Regyo	25	Southampton					male
766	766	0	1	De Messemaeker, Mr William Joseph	36	Southampton	Tampico, MT			15	male
767	767	0	1	De Messemaeker, Mrs William Joseph (Anna)	36	Southampton	Tampico, MT			13	female
768	768	0	1	De Mulder, Mr Theo	30	Southampton	Belgium Detroit, MI				male
769	769	0	0	Denkoff, Mr Mito	NA	Southampton	Bulgaria Coon Rapids, IA				male
770	770	0	0	Dennis, Mr Samuel	23	Southampton					male
771	771	0	0	Dennis, Mr William	26	Southampton					male
772	772	0	1	Devaney, Miss Margaret	19	Queenstown	Kilmacowen, Co Sligo, Ireland New York, NY			C	female
773	773	0	0	Dewan, Mr Frank	65	Queenstown					male
774	774	0	0	Dibo, Mr Elias	NA	Cherbourg					male
775	775	0	0	Dimic, Mr Jovan	42	Southampton					male
776	776	0	0	Dintcheff, Mr Valtcho	43	Southampton					male
777	777	0	0	Dooley, Mr Patrick	32	Queenstown	Ireland New York, NY				male
778	778	0	1	Dorkings, Mr Edward Arthur	19	Southampton	England Oglesby, IL			B	male
779	779	0	1	Dowdell, Miss Elizabeth	30	Southampton	Union Hill, NJ			13	female
780	780	0	0	Doyle, Miss Elizabeth	24	Queenstown	Ireland New York, NY				female
781	781	0	1	Drapkin, Miss Jennie	23	Southampton	London New York, NY				female
782	782	0	0	Drazonovic, Mr Josef	NA	Cherbourg	Austria Niagara Falls, NY				male
783	783	0	1	Driscoll, Miss Bridget	24	Queenstown	Ballydehob, Co Cork, Ireland New York, NY				female
784	784	0	1	Duquemin, Mr Joseph	24	Southampton	England Albion, NY			D	male
785	785	0	0	Dyker, Mr Adolf Fredrik	23	Southampton	West Haven, CT				male
786	786	0	1	Dyker, Mrs Adolf Fredrik (Anna Elizabeth Judith Andersson)	22	Southampton	West Haven, CT				female
787	787	0	0	Econovic, Mr Joso	NA	Southampton	Austria-Hungary				male
788	788	0	0	Edvardsson, Mr Gustaf Hjalmar	18	Southampton	Tofta, Sweden Joliet, IL				male
789	789	0	0	Eklund, Mr Hans Linus	16	Southampton	Karberg, Sweden Jerome Junction, AZ				male
790	790	0	0	Ekstrom, Mr Johan	45	Southampton	Effington Rut, SD				male
791	791	0	0	Elias, Mr Elias	NA	Cherbourg	Syria				male
792	792	0	0	Elias, Mr John	NA	Cherbourg	Syria				male
793	793	0	0	Elias, Mr Joseph	NA	Cherbourg	Syria Ottawa, ON				male
794	794	0	0	Elsbury, Mr James	47	Southampton	Illinois, USA				male
795	795	0	1	Emanuel, Miss Virginia Ethel	5	Southampton	New York, NY			13	female
796	796	0	0	Emmeth, Mr Thomas	NA	Southampton					male
797	797	0	0	Everett, Thomas James	NA	Southampton					male
798	798	0	0	Farrell, Mr James	NA	Queenstown	Aughnacliff, Co Longford, Ireland New York, NY				male
799	799	0	1	Finoli, Mr Luigi	NA	Southampton	Italy Philadelphia, PA				male
800	800	0	0	Fischer, Mr Eberhard Telander	NA	Southampton					male
801	801	0	0	Flynn, Mr James	NA	Queenstown					male
802	802	0	0	Flynn, Mr John	NA	Queenstown					male
803	803	0	0	Foley, Mr Joseph	NA	Queenstown	Ireland Chicago, IL				male
804	804	0	0	Foley, Mr William	NA	Queenstown	Ireland				male
805	805	0	1	Foo, Mr Choong	NA	Southampton	Hong Kong New York, NY				male
806	806	0	0	Ford, Mr Arthur	NA	Southampton	Bridgwater, Somerset, England				male
807	807	0	0	Ford, Miss Doolina Margaret	21	Southampton	Rotherfield, Sussex, England Essex Co, MA				female
808	808	0	0	Ford, Mr Edward Watson	18	Southampton	Rotherfield, Sussex, England Essex Co, MA				male
809	809	0	0	Ford, Miss Maggie	9	Southampton	Rotherfield, Sussex, England Essex Co, MA				female
810	810	0	0	Ford, Mrs Edward (Margaret Ann)	48	Southampton	Rotherfield, Sussex, England Essex Co, MA				female
811	811	0	0	Ford, Mr Neil Watson	16	Southampton	Rotherfield, Sussex, England Essex Co, MA				male
812	812	0	0	Fox, Mr Patrick	NA	Queenstown	Ireland New York, NY				male
813	813	0	0	Franklin, Mr Charles	NA	Southampton					male
814	814	0	0	Gallagher, Mr Martin	25	Queenstown	New York, NY				male
815	815	0	0	Garfirth, Mr John	NA	Southampton					male
816	816	0	1	Georges, Mrs Shahini Weappi	NA	Cherbourg	Youngstown, OH				female
817	817	0	0	Gilinski, Mr Leslie	22	Southampton					male
818	818	0	1	Gilnagh, Miss Katie	16	Queenstown	Co Longford, Ireland New York, NY				female
819	819	0	1	Glynn, Miss Mary Agatha	NA	Queenstown	Co Clare, Ireland Washington, DC			13	female
820	820	0	0	Goldsmith, Mr Frank John	33	Southampton	Strood, Kent, England Detroit, MI				male
821	821	0	1	Goldsmith, Mrs Frank John (Emily A. Brown)	NA	Southampton	Strood, Kent, England Detroit, MI			C	female
822	822	0	1	Goldsmith, Master Frank John William	9	Southampton	Strood, Kent, England Detroit, MI			C	male
823	823	0	0	Goldsmith, Mr Nathan	41	Southampton	Philadelphia, PA				male
824	824	0	0	Goncalves, Mr Manuel Estanslas	38	Southampton	Portugal				male
825	825	0	0	Goodwin, Mr Frederick	40	Southampton	Wiltshire, England Niagara Falls, NY				male
826	826	0	0	Goodwin, Mrs Frederick (Augusta)	43	Southampton	Wiltshire, England Niagara Falls, NY				female
827	827	0	0	Goodwin, Mr Charles E.	14	Southampton	Wiltshire, England Niagara Falls, NY				male
828	828	0	0	Goodwin, Miss Lillian A.	16	Southampton	Wiltshire, England Niagara Falls, NY				female
829	829	0	0	Goodwin, Master Harold V.	9	Southampton	Wiltshire, England Niagara Falls, NY				male
830	830	0	0	Goodwin, Miss Jessie A.	10	Southampton	Wiltshire, England Niagara Falls, NY				female
831	831	0	0	Goodwin, Master Sidney L.	6	Southampton	Wiltshire, England Niagara Falls, NY				male
832	832	0	0	Goodwin, Master William F.	11	Southampton	Wiltshire, England Niagara Falls, NY				male
833	833	0	0	Green, Mr George	40	Southampton	Dorking, Surrey, England				male
834	834	0	0	Gronnestad, Mr Daniel Danielsen	32	Southampton	Foresvik, Norway Portland, ND				male
835	835	0	0	Guest, Mr Robert	NA	Southampton					male
836	836	0	0	Gustafsson, Mr Alfred Ossian	20	Southampton	Waukegan, Chicago, IL				male
837	837	0	0	Gustafsson, Mr Anders Vilhelm	37	Southampton	Ruotsinphytaa, Finland New York, NY				male
838	838	0	0	Gustafsson, Mr Johan Birger	28	Southampton	Ruotsinphytaa, Finland New York, NY				male
839	839	0	0	Gustafsson, Mr Karl Gideon	19	Southampton	Myren, Sweden New York, NY				male
840	840	0	0	Haas, Miss Aloisia	NA						female
841	841	0	0	Hagardon, Miss Kate	NA						female
842	842	0	0	Hagland, Mr Ingvald Olsen	NA						male
843	843	0	0	Hagland, Mr Konrad Mathias Reiersen	NA						male
844	844	0	0	Hakkarainen, Mr Pekko Pietari	NA						male
845	845	0	1	Hakkarainen, Mrs Pekko Pietari	NA						female
846	846	0	0	Hampe, Mr Leon	NA						male
847	847	0	0	Hansen, Mr Claus Peter	NA						male
848	848	0	1	Hansen, Mrs Claus Peter	NA						female
849	849	0	0	Hansen, Mr Henrik Juul	NA						male
850	850	0	0	Hansen, Mr Henry Damsgaard	NA						male
851	851	0	0	Harknett, Miss Alice	NA						female
852	852	0	0	Harmer, Mr Abraham	NA						male
853	853	0	0	Hart, Mr Henry	NA						male
854	854	0	0	Hassan, Mr M. Houssein	NA						male
855	855	0	0	Healy, Miss Nora	NA						female
856	856	0	1	Hedman, Mr Oscar	NA						male
857	857	0	0	Hee, Mr Ling	NA						male
858	858	0	0	Hegarty, Miss Nora	NA						female
859	859	0	1	Heikkinen, Miss Laina	NA						female
860	860	0	0	Heininen, Miss Wendla Maria	NA						female
861	861	0	1	Hellstrom, Hilda Maria	NA						female
862	862	0	0	Hemming, Miss Nora	NA						female
863	863	0	0	Hendekovic, Mr Ignaz	NA						male
864	864	0	0	Henery, Delia	NA						female
865	865	0	0	Henriksson, Jenny Lovisa	NA						female
866	866	0	1	Hirvonen, Mrs Alexander	NA						female
867	867	0	0	Hirvonen, Miss Hildur E.	NA						female
868	868	0	0	Holm, Mr John Frederik Alexander	NA						male
869	869	0	0	Holthen, Mr Johan Martin	NA						male
870	870	0	1	Honkanen, Miss Eluna	NA						female
871	871	0	0	Horgan, Mr John	NA						male
872	872	0	1	Howard, Miss May	NA						female
873	873	0	0	Humblin, Mr Adolf Mathias Nicolai Olsen	NA						male
874	874	0	1	Hyman, Mr Abraham	NA						male
875	875	0	0	Ilieff, Mr Ylio	NA						male
876	876	0	0	Ilmakangas, Miss Ida Livija	NA						female
877	877	0	0	Ilmakangas, Miss Pieta Sofia	NA						female
878	878	0	0	Ivanoff, Mr Konio	NA						male
879	879	0	1	Jansen, Mr Carl Olof	NA						male
880	880	0	0	Jardin, Mr Jose Netto	NA						male
881	881	0	1	Jensen, Miss Carla Christine	NA						female
882	882	0	0	Jensen, Mr Hans Peder	NA						male
883	883	0	0	Jensen, Mr Niels Peder	NA						male
884	884	0	0	Jensen, Mr Svend Lauritz	NA						male
885	885	0	1	Jermyn, Miss Annie	NA						female
886	886	0	0	Johannesen-Bratthammer, Mr Bernt	NA						male
887	887	0	0	Johanson, Mr Jakob Alfred	NA						male
888	888	0	0	Johansson, Mr Erik	NA						male
889	889	0	0	Johansson, Mr Gustaff Joel	NA						male
890	890	0	1	Johansson, Mr Karl Johan	NA						male
891	891	0	0	Johansson, Mr Nils	NA						male
892	892	0	1	Johansson, Oscar L.	NA						male
893	893	0	0	Johnson, Mr Alfred	NA						male
894	894	0	1	Johnson, Miss Eleanor Ileen	NA						female
895	895	0	0	Johnson, Mr Malkolm Joackim	NA						male
896	896	0	1	Johnson, Master Harold Theodor	NA						male
897	897	0	0	Johnson, Mrs Oscar W.	NA						female
898	898	0	0	Johnson, Mr William Cahoone Jr.	NA						male
899	899	0	0	Johnston, Mr Andrew G.	NA						male
900	900	0	0	Johnston, Mrs Andrew G.	NA						female
901	901	0	0	Johnston, Miss Catherine H.	NA						female
902	902	0	0	Johnston, Master William A.	NA						male
903	903	0	0	Jonkoff, Mr Lazor	NA						male
904	904	0	1	Jonsson, Mr Carl	NA						male
905	905	0	0	Jonsson, Nils Hilding	NA						male
906	906	0	0	Jussila, Miss Aina Maria	NA						female
907	907	0	1	Jussila, Mr Erik	NA						male
908	908	0	0	Jussila, Miss Katriina	NA						female
909	909	0	0	Kallio, Mr Nikolai Erland	NA						male
910	910	0	0	Kalvig, Mr Johannes K. Halverson	NA						male
911	911	0	0	Karajic, Mr Milan	NA						male
912	912	0	1	Karlsson, Mr Einar Gervasius	NA						male
913	913	0	0	Karlsson, Mr Julius Konrad Eugen	NA						male
914	914	0	0	Karlsson, Mr Nils August	NA						male
915	915	0	1	Karun, Miss Anna Mary	NA						female
916	916	0	0	Karun, Mr Franz	NA						male
917	917	0	0	Kassem, Mr Fared	NA						male
918	918	0	0	Keane, Mr Andrew	NA						male
919	919	0	0	Keefe, Mr Arthur	NA						male
920	920	0	0	Kekic, Mr Tido	NA						male
921	921	0	1	Kelly, Miss Anna Kate	NA						female
922	922	0	0	Kelly, Mr James	NA						male
923	923	0	0	Kelly, Mr James	NA						male
924	924	0	1	Kelly, Miss Mary	NA						female
925	925	0	0	Kennedy, Mr John	NA						male
926	926	0	0	Khalil, Mr Betros	NA						male
927	927	0	0	Khalil, Mrs Betros	NA						female
928	928	0	0	Khalil, Mr Saad	NA						male
929	929	0	0	Kiernan, Mr John	NA						male
930	930	0	0	Kiernan, Mr Philip	NA						male
931	931	0	0	Kilgannon, Mr Thomas	NA						male
932	932	0	1	Kink, Mr Anton	NA						male
933	933	0	0	Kink, Mrs Anton (Louise Heilmann)	NA						female
934	934	0	1	Kink, Miss Louise Gretchen	NA						female
935	935	0	0	Kink, Miss Maria	NA						female
936	936	0	0	Kink, Mr Vincenz	NA						male
937	937	0	0	Klasen, Miss Gertrud Emilia	NA						female
938	938	0	0	Klasen, Mrs Hulda Kristina	NA						female
939	939	0	0	Klasen, Mr Klas Albin	NA						male
940	940	0	0	Kraeff, Mr Theodor	NA						male
941	941	0	1	Krekorian, Mr Neshan	NA						male
942	942	0	0	Lahowd, Mr Sarkis	NA						male
943	943	0	0	Laitinen, Miss Kritina Sofia	NA						female
944	944	0	0	Laleff, Mr Kristo	NA						male
945	945	0	1	Lam, Mr Ali	NA						male
946	946	0	0	Lam, Mr Len	NA						male
947	947	0	1	Landegren, Miss Aurora Adelia	NA						female
948	948	0	0	Lane, Mr Patrick	NA						male
949	949	0	1	Lang, Mr Fang	NA						male
950	950	0	0	Larsson, Mr August Viktor	NA						male
951	951	0	0	Larsson, Mr Bengt Edvin	NA						male
952	952	0	0	Larsson-Rondberg, Mr Edvard	NA						male
953	953	0	1	Leeni, Mr Fahim	NA						male
954	954	0	0	Lefebre, Mrs Frank	NA						female
955	955	0	0	Lefebre, Master Henry	NA						male
956	956	0	0	Lefebre, Miss Ida	NA						female
957	957	0	0	Lefebre, Miss Jeannie	NA						female
958	958	0	0	Lefebre, Miss Mathilde	NA						female
959	959	0	0	Leinonen, Mr Antti Gustaf	NA						male
960	960	0	0	Lemberopolous, Mr Peter L.	NA						male
961	961	0	0	Lemom, Mr Denis	NA						male
962	962	0	0	Lemon, Miss Mary	NA						female
963	963	0	0	Leonard, Mr Lionel	NA						male
964	964	0	0	Lester, Mr James	NA						male
965	965	0	0	Lindahl, Miss Agda V.	NA						female
966	966	0	0	Lindblom, Miss Augusta Charlotta	NA						female
967	967	0	0	Lindell, Mr Edvard Bengtsson	NA						male
968	968	0	0	Lindell, Mrs Edvard Bengtsson	NA						female
969	969	0	1	Lindqvist, Eino William	NA						male
970	970	0	0	Linehan, Mr Michael	NA						male
971	971	0	0	Ling, Mr Lee	NA						male
972	972	0	0	Lithman, Mr Simon	NA						male
973	973	0	0	Lobb, Mr William Arthur	NA						male
974	974	0	0	Lobb, Mrs William Arthur	NA						female
975	975	0	0	Lockyer, Mr Edward	NA						male
976	976	0	0	Lovell, Mr John	NA						male
977	977	0	1	Lulich, Mr Nicola	NA						male
978	978	0	0	Lundahl, Mr Johan	NA						male
979	979	0	1	Lundin, Miss Olga Elida	NA						female
980	980	0	0	Lundstrom, Mr Thure Edvin	NA						male
981	981	0	0	Lyntakoff, Mr Stanko	NA						male
982	982	0	0	MacKay, Mr George William	NA						male
983	983	0	1	Madigan, Miss Margaret	NA						female
984	984	0	0	Madsen, Mr Frithiof	NA						male
985	985	0	0	Maenpaa, Mr Matti Alexanteri	NA						male
986	986	0	0	Mahon, Miss Delia	NA						female
987	987	0	0	Maisner, Mr Simon	NA						male
988	988	0	0	Makinen, Mr Kalle Edvard	NA						male
989	989	0	1	Mamee, Mr Hanna	NA						male
990	990	0	0	Mangan, Miss Mary	NA						female
991	991	0	1	Mannion, Miss Margareth	NA						female
992	992	0	0	Mansour, Mr Hanna	NA						male
993	993	0	0	Mardirosian, Mr Sarkis	NA						male
994	994	0	0	Marinko, Mr Dmitri	NA						male
995	995	0	0	Markim, Mr Johann	NA						male
996	996	0	0	Markoff, Mr Marin	NA						male
997	997	0	1	Masselmany, Mrs Fatima	NA						female
998	998	0	0	Matinoff, Mr Nicola	NA						male
999	999	0	1	McCarthy, Miss Katie	NA						female
1000	1000	0	0	McCormack, Mr Thomas J.	NA						male
1001	1001	0	0	McCoy, Miss Agnes	NA						female
1002	1002	0	0	McCoy, Miss Alice	NA						female
1003	1003	0	0	McCoy, Mr Bernard	NA						male
1004	1004	0	0	McDermott, Miss Delia	NA						female
1005	1005	0	0	McElroy, Mr Michael	NA						male
1006	1006	0	1	McGovern, Mrs Hugh	NA						female
1007	1007	0	0	McGowan, Miss Anna	NA						female
1008	1008	0	0	McGowan, Miss Katherine	NA						female
1009	1009	0	0	McMahon, Mr Martin	NA						male
1010	1010	0	0	McNamee, Mr Neal	NA						male
1011	1011	0	0	McNamee, Mrs Neal	NA						female
1012	1012	0	0	Meanwell, Miss Marion Ogden	NA						female
1013	1013	0	0	Mechen, Mr John	NA						male
1014	1014	0	0	Meek, Mrs Thomas	NA						female
1015	1015	0	0	Melkebuk, Mrs Philemon	NA						female
1016	1016	0	0	Meo, Mr Alfonso	NA						male
1017	1017	0	1	Midtsjo, Mr Karl Albert	NA						male
1018	1018	0	0	Mihoff, Mr Stoytcho	NA						male
1019	1019	0	0	Miles, Mr Frank	NA						male
1020	1020	0	0	Mineff, Mr Ivan	NA						male
1021	1021	0	0	Minkoff, Mr Lazar	NA						male
1022	1022	0	0	Mirko, Mr Dika	NA						male
1023	1023	0	0	Mitkoff, Mr Mito	NA						male
1024	1024	0	1	Mocklare, Miss Helen Mary	NA						female
1025	1025	0	0	Moen, Mr Sigurd H.	NA						male
1026	1026	0	1	Moor, Mrs Beila	NA						female
1027	1027	0	0	Moor, Master Meier	NA						male
1028	1028	0	0	Moore, Mr Leonard Charles	NA						male
1029	1029	0	1	Moran, Miss Bertha	NA						female
1030	1030	0	0	Moran, Mr Daniel J.	NA						male
1031	1031	0	0	Moran, Mr James	NA						male
1032	1032	0	0	Morley, Mr Henry Samuel	NA						male
1033	1033	0	0	Morrow, Mr Thomas Rowan	NA						male
1034	1034	0	1	Moubarek (Borak), Mr Hanna (John)	NA						male
1035	1035	0	0	Moubarek, Mrs George	NA						female
1036	1036	0	0	Moubarek, Master George	NA						male
1037	1037	0	0	Moubarek, Master William George	NA						male
1038	1038	0	0	Moss, Albert Johan	NA						male
1039	1039	0	0	Moussa, Mrs Mantoura Baloics	NA						female
1040	1040	0	0	Moutal, Mr Rahamin	NA						male
1041	1041	0	1	Mullins, Miss Katie	NA						female
1042	1042	0	0	Mulvihill, Miss Bertha E.	NA						female
1043	1043	0	0	Murdlin, Mr Joseph	NA						male
1044	1044	0	0	Murphy, Miss Katherine	NA						female
1045	1045	0	0	Murphy, Miss Margaret	NA						female
1046	1046	0	0	Murphy, Miss Nora	NA						female
1047	1047	0	0	Myhrman, Mr Pehr Fabian Oliver Malkolm	NA						male
1048	1048	0	1	Nackid, Miss Maria	NA						female
1049	1049	0	0	Nackid, Mr Said	NA						male
1050	1050	0	0	Nackid, Mrs Said	NA						female
1051	1051	0	0	Nahill, Mr Toufik	NA						male
1052	1052	0	0	Naidenoff, Mr Penko	NA						male
1053	1053	0	0	Nancarrow, W. H.	NA						male
1054	1054	0	0	Niklasen, Sander	NA						male
1055	1055	0	0	Nosworthy, Richard C.	NA						male
1056	1056	0	1	Najib, Miss Adele Kiamie	NA						female
1057	1057	0	0	Nancarrow, Mr William Henry	NA						male
1058	1058	0	0	Nankoff, Mr Minko	NA						male
1059	1059	0	0	Nasr, Mr Mustafa	NA						male
1060	1060	0	0	Nassr, Mr Saade Jean	NA						male
1061	1061	0	0	Naughton, Miss Hannah	NA						female
1062	1062	0	0	Nemaugh, Mr Robert	NA						male
1063	1063	0	0	Nenkoff, Mr Christo	NA						male
1064	1064	0	1	Nicola-Yarred, Miss Jamila	NA						female
1065	1065	0	0	Nicola-Yarred, Master Elias	NA						male
1066	1066	0	0	Nieminen, Miss Manta Josefina	NA						female
1067	1067	0	0	Niklasson, Mr Samuel	NA						male
1068	1068	0	0	Nilsson, Mr August Ferdinand	NA						male
1069	1069	0	1	Nilsson, Miss Berta Olivia	NA						female
1070	1070	0	0	Nilsson, Miss Helmina Josefina	NA						female
1071	1071	0	0	Niskanen, Mr Johan	NA						male
1072	1072	0	0	Nosworthy, Mr Richard Cater	NA						male
1073	1073	0	1	Novel, Mansouer	NA						male
1074	1074	0	0	Nysten, Miss Anna	NA						female
1075	1075	0	0	Nysveen, Mr Johan H.	NA						male
1076	1076	0	0	O'Brien, Mr Denis	NA						male
1077	1077	0	0	O'Brien, Mr Thomas	NA						male
1078	1078	0	1	O'Brien, Mrs Thomas	NA						female
1079	1079	0	0	O'Connell, Mr Patrick D.	NA						male
1080	1080	0	0	O'Connor, Mr Maurice	NA						male
1081	1081	0	0	O'Connor, Mr Patrick	NA						male
1082	1082	0	1	Odahl, Mr Nils Martin	NA						male
1083	1083	0	0	O'Dwyer, Miss Nellie	NA						female
1084	1084	0	0	Ohman, Miss Velin	NA						female
1085	1085	0	0	O'Keefe, Mr Patrick	NA						male
1086	1086	0	0	OLeary, Miss Norah	NA						female
1087	1087	0	0	Olsen, Master Arthur	NA						male
1088	1088	0	0	Olsen, Mr Charlie (Carl)	NA						male
1089	1089	0	0	Olsen, Mr Henry Margido	NA						male
1090	1090	0	0	Olsen, Mr Ole M.	NA						male
1091	1091	0	0	Olsson, Miss Elida	NA						female
1092	1092	0	0	Olsson, Mr Nils Johan	NA						male
1093	1093	0	1	Olsson, Mr Oscar Johansson	NA						male
1094	1094	0	0	O'Neill, Miss Bridget	NA						female
1095	1095	0	0	Oreskovic, Mr Jeko	NA						male
1096	1096	0	0	Oreskovic, Mr Luka	NA						male
1097	1097	0	0	Oreskovic, Mr Maria	NA						male
1098	1098	0	0	Osen, Mr Olof Elon	NA						male
1099	1099	0	1	Osman, Miss Maria	NA						female
1100	1100	0	0	O'Sullivan, Miss Bridget	NA						female
1101	1101	0	0	Panula, Mr Ernesti Arvid	NA						male
1102	1102	0	0	Panula, Mr Jaako Arnold	NA						male
1103	1103	0	0	Panula, Master Juha Niilo	NA						male
1104	1104	0	0	Panula, Mrs John	NA						female
1105	1105	0	0	Panula, Master Urho Abraham	NA						male
1106	1106	0	0	Panula, Master William	NA						male
1107	1107	0	0	Pasic, Mr Jakob	NA						male
1108	1108	0	0	Paulner, Mr Uscher	NA						male
1109	1109	0	0	Paulsson, Master Gosta Leonard	NA						male
1110	1110	0	0	Paulsson, Mrs Nils	NA						female
1111	1111	0	0	Paulsson, Master Paul Folke	NA						male
1112	1112	0	0	Paulsson, Miss Stina Viola	NA						female
1113	1113	0	0	Paulsson, Miss Torborg Danira	NA						female
1114	1114	0	0	Pavlovic, Mr Stefo	NA						male
1115	1115	0	0	Peacock, Master Alfred Edward	NA						male
1116	1116	0	0	Peacock, Mrs Benjamin	NA						female
1117	1117	0	0	Peacock, Miss Treasteall	NA						female
1118	1118	0	0	Pearce, Mr Ernest	NA						male
1119	1119	0	0	Pecruic, Mr Mate	NA						male
1120	1120	0	0	Pecruic, Mr Tome	NA						male
1121	1121	0	0	Pedersen, Mr Olaf	NA						male
1122	1122	0	0	Peduzzi, Mr Joseph	NA						male
1123	1123	0	1	Pekoniemi, Mr Edvard	NA						male
1124	1124	0	0	Peltomaki, Nikolai Johannes	NA						male
1125	1125	0	0	Perkin, Mr John Henry	NA						male
1126	1126	0	1	Persson, Mr Ernst Ulrik	NA						male
1127	1127	0	0	Peter (Joseph), Miss Mary	NA						female
1128	1128	0	0	Peter (Joseph), Mrs Catherine	NA						female
1129	1129	0	0	Peter (Joseph), Master Michael J.	NA						male
1130	1130	0	0	Peters, Miss Katie	NA						female
1131	1131	0	0	Petersen, Mr Marius	NA						male
1132	1132	0	0	Petranec, Miss Matilda	NA						female
1133	1133	0	0	Petroff, Mr Nedeca	NA						male
1134	1134	0	0	Petroff, Mr Pentcho	NA						male
1135	1135	0	0	Pettersson, Miss Ellen Natalia	NA						female
1136	1136	0	0	Peterson, Mr Johan Emil	NA						male
1137	1137	0	1	Pickard (Trembisky), Mr Berk	NA						male
1138	1138	0	0	Plotharsky, Mr Vasil	NA						male
1139	1139	0	0	Potchett, Mr George	NA						male
1140	1140	0	0	Radeff, Mr Alexander	NA						male
1141	1141	0	0	Raibid, Mr Razi	NA						male
1142	1142	0	0	Reed, Mr James George	NA						male
1143	1143	0	0	Reynolds, Mr Harold	NA						male
1144	1144	0	0	Rice, Master Albert	NA						male
1145	1145	0	0	Rice, Master Arthur	NA						male
1146	1146	0	0	Rice, Master George	NA						male
1147	1147	0	0	Rice, Master Eric	NA						male
1148	1148	0	0	Rice, Master Eugene	NA						male
1149	1149	0	0	Rice, Mrs William	NA						female
1150	1150	0	0	Riihiivouri, Miss Sanni	NA						female
1151	1151	0	0	Rintamaki, Mr Matti	NA						male
1152	1152	0	1	Riordan, Miss Hannah	NA						female
1153	1153	0	0	Risien, Mr Samuel	NA						male
1154	1154	0	0	Risien, Mrs Samuel	NA						female
1155	1155	0	0	Robins, Mr Alexander A.	NA						male
1156	1156	0	0	Robins, Mrs Alexander A.	NA						female
1157	1157	0	0	Rommetvedt, Mr Karl Kristian Knut	NA						male
1158	1158	0	0	Rogers, Mr William John	NA						male
1159	1159	0	0	Rosblom, Mrs Viktor	NA						female
1160	1160	0	0	Rosblom, Miss Salli Helena	NA						female
1161	1161	0	0	Rosblom, Mr Viktor Rickard	NA						male
1162	1162	0	1	Roth, Miss Sarah	NA						female
1163	1163	0	0	Rouse, Mr Richard Henry	NA						male
1164	1164	0	0	Rush, Mr Alfred George John	NA						male
1165	1165	0	1	Ryan, Mr Edward Ryan	NA						male
1166	1166	0	0	Ryan, Mr Patrick	NA						male
1167	1167	0	0	Saad, Mr Amin	NA						male
1168	1168	0	1	Saad, Khalil	NA						male
1169	1169	0	0	Sadlier, Mr Matthew	NA						male
1170	1170	0	0	Sadowitz, Mr Harry	NA						male
1171	1171	0	0	Sage, Miss Ada	NA						female
1172	1172	0	0	Sage, Miss Constance	NA						female
1173	1173	0	0	Sage, Miss Dorothy	NA						female
1174	1174	0	0	Sage, Mr Douglas	NA						male
1175	1175	0	0	Sage, Mr Frederick	NA						male
1176	1176	0	0	Sage, Mr George	NA						male
1177	1177	0	0	Sage, Mr John	NA						male
1178	1178	0	0	Sage, Mrs John	NA						female
1179	1179	0	0	Sage, Miss Stella	NA						female
1180	1180	0	0	Sage, Thomas (child)	NA						male
1181	1181	0	0	Sage, Master William	NA						male
1182	1182	0	0	Salander, Mr Karl Johan	NA						male
1183	1183	0	1	Salkjelsvik, Miss Anna	NA						female
1184	1184	0	0	Salonen, Mr Johan Werner	NA						male
1185	1185	0	0	Samaan, Mr Elias	NA						male
1186	1186	0	0	Samaan, Mr Hanna	NA						male
1187	1187	0	0	Samaan, Mr Youssef	NA						male
1188	1188	0	1	Sandstrom, Miss Hjalmar	NA						female
1189	1189	0	0	Sandstrom, Miss Beatrice Irene	NA						female
1190	1190	0	0	Sandstrom, Miss Marguerite Rut	NA						female
1191	1191	0	0	Sather, Simon Sivertsen	NA						male
1192	1192	0	0	Saundercock, William Henry	NA						male
1193	1193	0	0	Sawyer, Mr Frederick	NA						male
1194	1194	0	0	Scanlan, Mr James	NA						male
1195	1195	0	0	Sdycoff, Mr Todor	NA						male
1196	1196	0	0	Seman Master Betros	NA						male
1197	1197	0	0	Serota, Mr Maurice	NA						male
1198	1198	0	0	Shaughnesay, Mr Patrick	NA						male
1199	1199	0	0	Shedid (Sitik), Mr Daher (Docart)	NA						male
1200	1200	0	1	Sheerlinck, Mr Jean	NA						male
1201	1201	0	0	Shellard, Mr Frederick B.	NA						male
1202	1202	0	1	Shine, Miss Ellen	NA						female
1203	1203	0	0	Shorney, Mr Charles	NA						male
1204	1204	0	0	Simmons, Mr John	NA						male
1205	1205	0	0	Sirayanian, Mr Arsun	NA						male
1206	1206	0	0	Sivic, Mr Husen	NA						male
1207	1207	0	0	Sivola, Mr Antti	NA						male
1208	1208	0	1	Sjoblom, Miss Anna Sofia	NA						female
1209	1209	0	0	Sholt, Mr Peter Andreas Lauritz Andersen	NA						male
1210	1210	0	0	Skinner, Mr Henry John	NA						male
1211	1211	0	0	Skoog, Master Harald	NA						male
1212	1212	0	0	Skoog, Master Karl	NA						male
1213	1213	0	0	Skoog, Miss Mabel	NA						female
1214	1214	0	0	Skoog, Miss Margit	NA						female
1215	1215	0	0	Skoog, Mr William	NA						male
1216	1216	0	0	Skoog, Mrs William	NA						female
1217	1217	0	0	Slabenoff, Mr Petco	NA						male
1218	1218	0	0	Slocovski, Mr Selman	NA						male
1219	1219	0	0	Smiljanovic, Mr Mile	NA						male
1220	1220	0	1	Smyth, Miss Julia	NA						female
1221	1221	0	0	Solvang, Mrs Lena Jacobsen	NA						female
1222	1222	0	0	Somerton, Mr Francis William	NA						male
1223	1223	0	1	Sop, Mr Jules	NA						male
1224	1224	0	0	Spector, Mr Woolf	NA						male
1225	1225	0	0	Staneff, Mr Ivan	NA						male
1226	1226	0	0	Stankovic, Mr Jovan	NA						male
1227	1227	0	1	Stanley, Miss Amy Zilla Elsie	NA						female
1228	1228	0	0	Stanley, Mr Edward Roland	NA						male
1229	1229	0	0	Storey, Mr Thomas	NA						male
1230	1230	0	0	Stoyehoff, Mr Ilia	NA						male
1231	1231	0	0	Strandberg, Miss Ida Sofia	NA						female
1232	1232	0	1	Stranden, Mr Juho	NA						male
1233	1233	0	0	Strilic, Mr Ivan	NA						male
1234	1234	0	0	Strom, Mrs Wilhelm	NA						female
1235	1235	0	0	Strom, Miss Telma (Selma) Matilda	NA						female
1236	1236	0	1	Sunderland, Mr Victor Francis	NA						male
1237	1237	0	0	Sundman, Mr Johan Julian	NA						male
1238	1238	0	0	Sutehall, Mr Henry, Jr	NA						male
1239	1239	0	0	Svensson, Mr Johan	NA						male
1240	1240	0	1	Svensson, Mr Johan Cervin	NA						male
1241	1241	0	0	Svensson, Mr Olof	NA						male
1242	1242	0	0	Tannous, Mr Thomas	NA						male
1243	1243	0	1	Tenglin, Mr Gunnar Isidor	NA						male
1244	1244	0	0	Theobald, Mr Thomas Leonard	NA						male
1245	1245	0	1	Thomas, Mrs Alexander	NA						female
1246	1246	0	0	Thomas, Master Assad Alexander	NA						male
1247	1247	0	0	Thomas, Mr Charles	NA						male
1248	1248	0	0	Thomas, Mr John, Jr	NA						male
1249	1249	0	0	Thomas, Mr John (? 1st/2nd class)	NA						male
1250	1250	0	0	Thomson, Mr Alexander	NA						male
1251	1251	0	0	Thorneycroft, Mr Percival	NA						male
1252	1252	0	1	Thorneycroft, Mrs Percival	NA						female
1253	1253	0	0	Tikkanen, Mr Juho	NA						male
1254	1254	0	0	Tobin, Mr Roger	NA						male
1255	1255	0	0	Todoroff, Mr Lalio	NA						male
1256	1256	0	0	Toerber, Mr Ernest William	NA						male
1257	1257	0	0	Tomlin, Mr Ernest Portage	NA						male
1258	1258	0	0	Torfa, Mr Assad	NA						male
1259	1259	0	1	Tornquist, Mr William Henry	NA						male
1260	1260	0	0	Touma (Thomas), Mrs Darwin	NA						female
1261	1261	0	0	Touma (Thomas), Master George	NA						male
1262	1262	0	0	Touma (Thomas), Miss Hannah	NA						female
1263	1263	0	0	Turcin, Mr Stefan	NA						male
1264	1264	0	1	Turja, Miss Anna Sofia	NA						female
1265	1265	0	0	Turkula, Mrs Hedvig	NA						female
1266	1266	0	0	Uzelas, Mr Joso	NA						male
1267	1267	0	0	Van Billiard, Mr Austin Blyler	NA						male
1268	1268	0	0	Van Billiard, Master James William	NA						male
1269	1269	0	0	Van Billiard, Master Walter John	NA						male
1270	1270	0	0	Van der Planke, Miss Augusta	NA						female
1271	1271	0	0	Van der Planke, Mr Jules	NA						male
1272	1272	0	0	Van der Planke, Mrs Jules	NA						female
1273	1273	0	0	Van der Planke, Mr Leon	NA						male
1274	1274	0	0	Van der Steen, Mr Leo Peter	NA						male
1275	1275	0	0	Van de Velde, Mr John Joseph	NA						male
1276	1276	0	0	Vandewalle, Mr Nestor Cyriel	NA						male
1277	1277	0	0	Van Impe, Miss Catharine	NA						female
1278	1278	0	0	Van Impe, Mr Jean Baptiste	NA						male
1279	1279	0	0	Van Impe, Mrs Jean Baptiste	NA						female
1280	1280	0	1	Vartunian, Mr David	NA						male
1281	1281	0	0	Vassilios, Mr Catavelas	NA						male
1282	1282	0	0	Vendel, Mr Olof Wdvin	NA						male
1283	1283	0	0	Vereruysse, Mr Victor	NA						male
1284	1284	0	0	Vestrom, Miss Hulda Amanda Adolfina	NA						female
1285	1285	0	0	Vonk, Mr Jenko	NA						male
1286	1286	0	0	Ware, Mr Frederick	NA						male
1287	1287	0	0	Warren, Mr Charles William	NA						male
1288	1288	0	0	Wazli, Mr Yousif	NA						male
1289	1289	0	0	Webber, Mr James	NA						male
1290	1290	0	1	Wennerstrom, Mr August Edvard	NA						male
1291	1291	0	0	Wenzel, Mr Linhart	NA						male
1292	1292	0	0	Widegren, Mr Charles Peter	NA						male
1293	1293	0	0	Wiklund, Mr Jacob Alfred	NA						male
1294	1294	0	1	Wilkes, Mrs Ellen	NA						female
1295	1295	0	0	Willer, Mr Aaron	NA						male
1296	1296	0	0	Willey, Mr Edward	NA						male
1297	1297	0	0	Williams, Mr Howard Hugh	NA						male
1298	1298	0	0	Williams, Mr Leslie	NA						male
1299	1299	0	0	Windelov, Mr Einar	NA						male
1300	1300	0	0	Wirz, Mr Albert	NA						male
1301	1301	0	0	Wiseman, Mr Phillippe	NA						male
1302	1302	0	0	Wittevrongel, Mr Camiel	NA						male
1303	1303	0	1	Yalsevac, Mr Ivan	NA						male
1304	1304	0	0	Yasbeck, Mr Antoni	NA						male
1305	1305	0	1	Yasbeck, Mrs Antoni	NA						female
1306	1306	0	0	Youssef, Mr Gerios	NA						male
1307	1307	0	0	Zabour, Miss Hileni	NA						female
1308	1308	0	0	Zabour, Miss Tamini	NA						female
1309	1309	0	0	Zakarian, Mr Artun	NA						male
1310	1310	0	0	Zakarian, Mr Maprieder	NA						male
1311	1311	0	0	Zenn, Mr Philip	NA						male
1312	1312	0	0	Zievens, Rene	NA						female
1313	1313	0	0	Zimmerman, Leo	NA						male

.. code:: python fit.survive<-glm(survived ~ sex + age +pclass,family= "binomial") .. code:: python summary(fit.survive) .. parsed-literal:: Call: glm(formula = survived ~ sex + age + pclass, family = "binomial") Deviance Residuals: Min 1Q Median 3Q Max -2.9784 -0.6520 -0.3142 0.5894 2.7022 Coefficients: Estimate Std. Error z value Pr(>|z|) (Intercept) 4.522163 0.471008 9.601 < 2e-16 *** sexmale -3.086709 0.241063 -12.805 < 2e-16 *** age -0.049309 0.008732 -5.647 1.63e-08 *** pclass2nd -1.495229 0.281986 -5.302 1.14e-07 *** pclass3rd -2.841271 0.338897 -8.384 < 2e-16 *** --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 (Dispersion parameter for binomial family taken to be 1) Null deviance: 869.54 on 632 degrees of freedom Residual deviance: 539.71 on 628 degrees of freedom (680 observations deleted due to missingness) AIC: 549.71 Number of Fisher Scoring iterations: 5 .. code:: python fit.survive<-glm(survived ~ sex + age + pclass + sex:pclass + age:pclass,family= "binomial") .. code:: python summary(fit.survive) .. parsed-literal:: Call: glm(formula = survived ~ sex + age + pclass + sex:pclass + age:pclass, family = "binomial") Deviance Residuals: Min 1Q Median 3Q Max -3.0532 -0.6111 -0.3829 0.4168 2.5174 Coefficients: Estimate Std. Error z value Pr(>|z|) (Intercept) 4.736466 0.756171 6.264 3.76e-10 *** sexmale -3.685635 0.510927 -7.214 5.45e-13 *** age -0.042485 0.013044 -3.257 0.00113 ** pclass2nd 0.232062 1.095137 0.212 0.83218 pclass3rd -3.978596 0.888172 -4.480 7.48e-06 *** sexmale:pclass2nd -0.655681 0.735503 -0.891 0.37268 sexmale:pclass3rd 1.870332 0.631770 2.960 0.00307 ** age:pclass2nd -0.049047 0.023427 -2.094 0.03629 * age:pclass3rd 0.007216 0.021396 0.337 0.73593 --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 (Dispersion parameter for binomial family taken to be 1) Null deviance: 869.54 on 632 degrees of freedom Residual deviance: 517.73 on 624 degrees of freedom (680 observations deleted due to missingness) AIC: 535.73 Number of Fisher Scoring iterations: 5 .. code:: python detach(Titanic) Negative Binomial ----------------- When :math:`Y` follows a negative binomial distribution, we model the mean as: .. math:: \mathbb{E}(Y|x) = exp(\alpha + \beta x) What is the link function? The following example is lifted from http://www.ats.ucla.edu/stat/r/dae/nbreg.htm .. code:: python library(foreign) library(ggplot2) library(MASS) dat <- read.dta("http://www.ats.ucla.edu/stat/stata/dae/nb_data.dta") .. code:: python dat .. raw:: html

	id	gender	math	daysabs	prog
1	1001	male	63	4	2
2	1002	male	27	4	2
3	1003	female	20	2	2
4	1004	female	16	3	2
5	1005	female	2	3	2
6	1006	female	71	13	2
7	1007	female	63	11	2
8	1008	male	3	7	2
9	1009	male	51	10	2
10	1010	male	49	9	3
11	1011	female	31	4	3
12	1012	male	22	5	2
13	1013	female	73	5	2
14	1014	female	77	6	1
15	1015	male	10	1	3
16	1016	male	89	0	2
17	1017	female	34	1	2
18	1018	female	35	0	2
19	1019	male	77	5	1
20	1020	male	4	24	2
21	1021	female	21	2	2
22	1022	male	61	0	2
23	1023	male	41	1	2
24	1024	male	63	0	2
25	1025	female	19	8	2
26	1026	male	55	6	1
27	1027	male	6	7	2
28	1028	female	21	0	2
29	1029	male	70	2	2
30	1030	male	79	3	1
31	1031	male	1	0	2
32	1032	female	29	1	2
33	1033	male	40	3	2
34	1034	male	39	0	2
35	1035	male	68	0	2
36	1036	female	20	28	2
37	1037	male	10	8	2
38	1038	male	84	5	2
39	1039	male	1	5	1
40	1040	female	35	27	2
41	1041	female	32	5	2
42	1042	female	34	18	2
43	1043	female	40	19	2
44	1044	male	29	9	2
45	1045	male	20	9	2
46	1046	female	27	4	2
47	1047	male	74	2	2
48	1048	male	38	3	2
49	1049	male	21	9	2
50	1050	female	81	20	2
51	1051	male	16	6	2
52	1052	male	59	0	2
53	1053	male	48	27	2
54	1054	female	55	12	2
55	1055	female	4	34	2
56	1056	male	57	1	2
57	1057	male	5	28	1
58	1058	male	3	8	1
59	1059	female	23	3	2
60	1060	female	35	2	2
61	1061	male	33	1	2
62	1062	female	27	7	2
63	1063	male	13	4	2
64	1064	male	46	8	2
65	1065	female	30	6	2
66	1066	male	32	16	2
67	1067	female	26	6	1
68	1068	female	14	4	2
69	1069	female	31	3	3
70	1070	female	48	5	2
71	1071	male	72	0	2
72	1072	male	79	9	2
73	1073	male	15	0	3
74	1074	male	24	8	2
75	1075	female	55	0	3
76	1076	female	13	14	1
77	1077	male	34	4	2
78	1078	male	67	2	2
79	1079	male	1	35	2
80	1080	female	21	23	2
81	1081	female	33	13	2
82	1082	male	78	6	2
83	1083	female	84	3	1
84	1084	male	59	6	2
85	1085	male	75	0	2
86	1086	male	22	11	1
87	1087	female	49	11	2
88	1088	female	13	11	2
89	1089	male	84	4	3
90	1090	male	27	6	2
91	1091	female	27	23	2
92	1092	female	70	5	2
93	1093	male	96	5	2
94	1094	female	70	29	1
95	1095	female	10	7	2
96	1096	male	14	1	2
97	1097	male	20	9	2
98	1098	male	11	11	2
99	1099	male	42	18	2
100	1100	male	2	12	2
101	1101	male	24	6	1
102	1102	male	37	0	2
103	1103	male	13	4	2
104	1104	male	3	10	2
105	1105	male	70	19	1
106	1106	female	27	1	2
107	1107	female	1	12	1
108	1108	female	61	3	2
109	1109	male	44	0	2
110	1110	male	35	9	2
111	1111	male	78	14	2
112	1112	female	3	7	2
113	1113	male	21	3	2
114	1114	male	26	10	2
115	1115	male	44	12	2
116	1116	female	47	6	2
117	1117	female	35	35	2
118	1118	female	8	16	1
119	1119	female	87	3	2
120	1120	male	3	10	2
121	1121	male	6	6	2
122	1122	male	89	3	1
123	1123	male	13	2	2
124	1124	male	84	6	2
125	1125	male	90	5	2
126	1126	female	71	13	2
127	1127	female	15	7	1
128	1128	female	41	5	2
129	1129	female	63	3	2
130	1130	female	34	30	2
131	1131	female	45	16	2
132	1132	female	29	15	2
133	1133	female	3	12	2
134	1134	male	35	1	2
135	1135	male	32	4	1
136	1136	male	22	7	2
137	1137	female	81	1	2
138	1139	female	73	10	2
139	1140	male	69	3	2
140	1141	female	27	30	1
141	1142	female	13	2	2
142	1143	female	76	13	2
143	1144	female	7	5	1
144	1145	male	59	5	2
145	1146	female	29	5	2
146	1147	female	57	4	2
147	1148	female	44	3	2
148	1149	female	53	20	2
149	1150	female	23	12	2
150	1151	female	29	34	1
151	1152	male	40	6	2
152	1153	male	49	14	2
153	1154	female	38	16	1
154	1155	male	31	9	1
155	1156	female	21	15	1
156	1157	male	8	15	1
157	1158	male	37	0	2
158	1159	male	53	1	2
159	2001	female	31	4	3
160	2002	male	57	0	3
161	2003	male	57	0	3
162	2004	male	59	2	3
163	2005	female	29	1	3
164	2006	female	41	2	2
165	2007	male	71	0	3
166	2008	female	59	0	3
167	2009	male	71	0	3
168	2010	female	70	7	3
169	2011	male	77	2	3
170	2012	female	70	9	2
171	2013	female	87	6	3
172	2014	male	59	4	3
173	2015	male	65	1	3
174	2016	female	28	7	2
175	2017	male	77	0	3
176	2018	male	65	0	3
177	2019	female	73	4	3
178	2020	male	99	2	2
179	2021	female	57	0	3
180	2022	female	77	4	3
181	2023	female	57	2	2
182	2024	female	47	21	1
183	2025	female	24	1	3
184	2026	male	84	0	3
185	2027	female	73	1	3
186	2028	male	81	16	3
187	2029	female	52	9	1
188	2030	female	75	16	3
189	2031	male	65	0	2
190	2032	female	44	11	1
191	2033	male	44	1	3
192	2034	female	79	2	3
193	2035	female	20	3	3
194	2036	female	16	4	2
195	2037	female	99	2	2
196	2038	female	71	7	1
197	2039	male	46	7	3
198	2040	female	57	0	2
199	2041	female	67	1	2
200	2042	female	87	1	3
201	2043	female	70	0	3
202	2044	female	21	13	3
203	2045	female	31	1	3
204	2046	male	63	0	3
205	2047	female	44	1	2
206	2048	male	34	0	3
207	2049	female	77	4	1
208	2050	female	94	0	3
209	2051	female	41	4	1
210	2052	female	67	0	3
211	2053	female	61	2	3
212	2054	male	82	0	3
213	2055	female	63	4	1
214	2056	male	63	0	3
215	2057	female	77	4	3
216	2058	male	46	3	3
217	2059	male	8	1	3
218	2060	female	61	0	2
219	2061	female	71	1	2
220	2062	female	65	4	3
221	2063	female	41	1	2
222	2064	male	16	9	2
223	2065	female	22	0	3
224	2066	male	57	4	2
225	2067	female	51	8	2
226	2068	male	74	13	2
227	2069	male	41	0	3
228	2070	male	87	0	3
229	2071	male	67	0	3
230	2072	female	99	0	2
231	2073	female	63	2	2
232	2074	female	65	5	3
233	2075	female	71	1	3
234	2076	male	77	0	3
235	2077	female	67	3	1
236	2078	female	79	1	2
237	2079	female	20	2	3
238	2080	male	84	4	1
239	2081	male	28	5	2
240	2082	female	20	3	3
241	2083	male	26	1	3
242	2084	female	75	3	2
243	2085	female	63	6	3
244	2086	male	39	8	3
245	2087	male	32	21	2
246	2088	male	15	1	2
247	2089	female	55	7	3
248	2090	female	32	5	2
249	2091	male	34	1	2
250	2092	female	67	1	3
251	2093	female	41	0	3
252	2094	male	41	4	3
253	2095	female	29	0	2
254	2096	male	43	14	3
255	2097	female	77	2	2
256	2098	female	53	2	3
257	2099	female	44	2	3
258	2100	male	51	0	3
259	2101	male	67	1	3
260	2102	male	49	19	3
261	2103	female	37	2	2
262	2104	male	65	11	3
263	2105	male	43	3	1
264	2106	female	48	5	2
265	2107	female	99	16	1
266	2108	female	34	0	3
267	2109	male	87	5	3
268	2110	male	75	3	3
269	2111	female	57	2	2
270	2112	male	61	2	3
271	2113	male	73	8	1
272	2114	female	70	0	3
273	2115	female	99	3	3
274	2116	male	73	0	3
275	2117	male	66	1	3
276	2118	male	57	9	2
277	2119	male	77	1	3
278	2120	male	53	0	3
279	2121	male	73	0	3
280	2122	male	84	1	3
281	2123	male	83	12	2
282	2124	female	77	3	3
283	2125	male	44	0	3
284	2126	female	79	1	3
285	2127	male	53	8	1
286	2128	female	43	1	3
287	2129	male	46	1	3
288	2130	female	35	7	2
289	2131	female	63	6	3
290	2132	female	75	0	3
291	2133	female	84	8	3
292	2134	male	41	0	2
293	2135	female	32	1	3
294	2136	male	12	0	2
295	2137	male	61	4	3
296	2138	female	99	17	2
297	2139	male	67	9	1
298	2140	female	35	0	3
299	2141	female	70	0	3
300	2142	female	87	1	3
301	2143	male	70	3	3
302	2144	male	57	1	2
303	2145	male	44	2	3
304	2146	female	26	2	3
305	2147	male	63	2	3
306	2148	female	8	5	2
307	2150	male	63	3	3
308	2151	female	59	7	3
309	2152	female	46	1	3
310	2153	male	26	1	2
311	2154	female	79	3	3
312	2155	female	59	0	2
313	2156	female	90	0	3
314	2157	female	77	2	3

.. code:: python dat <- within(dat, { prog <- factor(prog, levels = 1:3, labels = c("General", "Academic", "Vocational")) id <- factor(id) }) summary(dat) .. parsed-literal:: id gender math daysabs prog 1001 : 1 female:160 Min. : 1.00 Min. : 0.000 General : 40 1002 : 1 male :154 1st Qu.:28.00 1st Qu.: 1.000 Academic :167 1003 : 1 Median :48.00 Median : 4.000 Vocational:107 1004 : 1 Mean :48.27 Mean : 5.955 1005 : 1 3rd Qu.:70.00 3rd Qu.: 8.000 1006 : 1 Max. :99.00 Max. :35.000 (Other):308 .. code:: python ggplot(dat, aes(daysabs, fill = prog)) + geom_histogram(binwidth = 1) + facet_grid(prog ~ ., margins = TRUE, scales = "free") .. image:: LogisticRegression_files/LogisticRegression_29_0.png :width: 600 .. code:: python m1 <- glm.nb(daysabs ~ math + prog, data = dat) .. code:: python summary(m1) .. parsed-literal:: Call: glm.nb(formula = daysabs ~ math + prog, data = dat, init.theta = 1.032713156, link = log) Deviance Residuals: Min 1Q Median 3Q Max -2.1547 -1.0192 -0.3694 0.2285 2.5273 Coefficients: Estimate Std. Error z value Pr(>|z|) (Intercept) 2.615265 0.197460 13.245 < 2e-16 *** math -0.005993 0.002505 -2.392 0.0167 * progAcademic -0.440760 0.182610 -2.414 0.0158 * progVocational -1.278651 0.200720 -6.370 1.89e-10 *** --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 (Dispersion parameter for Negative Binomial(1.0327) family taken to be 1) Null deviance: 427.54 on 313 degrees of freedom Residual deviance: 358.52 on 310 degrees of freedom AIC: 1741.3 Number of Fisher Scoring iterations: 1 Theta: 1.033 Std. Err.: 0.106 2 x log-likelihood: -1731.258