readepi: Reading data from health information systems

Overview

Health-related data in general, and epidemiological data in particular, are stored in files, relation database management systems (RDBMS), or health information systems (HIS). Each category includes numerous options, such as various file formats, RDBMS types, and HIS APIs. Importing data from such repositories involve the usage of different format-specific functions or API-specific packages, which is an exhausting task for end users.

The main objective of the {readepi} package is to simplify the process of reading health-related data from diverse sources, allowing the user to focus more on downstream analysis tasks.

The current implementation of {readepi} provides functions for reading data from two common HIS: (SORMAS, DHIS2, and RDBMS such as MS SQL, MySQL, PostgreSQL, and SQLite. Other utility functions for accessing relevant files and data are also included in this package.

# Load readepi
library(readepi)

Need for MS drivers

Users of operating systems other than Microsoft need to have the appropriate MS driver installed into their system. The driver installation process is documented in details in the install drivers vignette vignette.

Authentication

To read data from RDBMS and HIS APIs, the user is expected to have, at least, read access to the system. To establish the connection to their system, users can call the login() function with the following arguments:

• from: The URL to the system of interest. For APIs, this must be the base URL (required).
• type: The source name (required). The current version of the package covers the following RDBMS and HIS types: “ms sql”, “mysql”, “postgresql”, “sqlite”, “dhis2”, “sormas”.
• user_name: The user name (optional).
• password: The user’s password (optional). When the password is not provided (set to NULL), the user will be prompt to enter the password.
• driver_name: The driver name (optional). This is only needed for connecting to RDBMS only.
• db_name: The database name (optional). This is only needed for connecting to RDBMS only.
• port: The port ID (optional). This is only needed for connecting to RDBMS only.

Reading data from RDBMS

Health related research data are usually stored in either relational databases or non-SQL databases. For example, at MRCG@LSHTM, projects data are stored in relational databases. A SQL-based database is run under a specific sever. The current version of the {readepi} package provides a function (read_rdbms()) for reading data from MS SQL, MySQL, PostgreSQL, and SQLite. The read_rdbms() function takes the following arguments:

• login: The connection object obtained from the login() function
• query: An SQL query or a list with the following elements:
  1. table: a string with the table name.
  2. fields: a vector of column names. When specified, only those columns will be returned. Default is NULL.
  3. filter: an expression or a vector of values used to filter the rows from the table of interest. This should be of the same length as the value for the ‘select’. Default is NULL.

# CONNECT TO THE TEST MYSQL SERVER
rdbms_login <- login(
  type = "mysql",
  from = "mysql-rfam-public.ebi.ac.uk",
  user_name = "rfamro",
  password = "",
  driver_name = "",
  db_name = "Rfam",
  port = 4497
)

# DISPLAY THE LIST OF TABLES FROM A DATABASE OF INTEREST
tables <- show_tables(login = rdbms_login)
head(tables)

# READING ALL FIELDS AND ALL RECORDS FROM ONE TABLE (`author`) USING AN SQL
# QUERY
dat <- read_rdbms(
  login = rdbms_login,
  query = "select * from author"
)

# READING ALL FIELDS AND ALL RECORDS FROM ONE TABLE (`author`) WHERE QUERY
# PARAMETERS ARE SPECIFIED AS A LIST
dat <- read_rdbms(
  login = rdbms_login,
  query = list(table = "author", fields = NULL, filter = NULL)
)

# SELECT FEW COLUMNS FROM ONE TABLE AND LEFT JOIN WITH ANOTHER TABLE
dat <- read_rdbms(
    login = rdbms_login,
    query = "select author.author_id, author.name,
  family_author.author_id from author left join family_author on
  author.author_id = family_author.author_id"
)

The package includes a set of pre-configured author names and IDs that can be used to populate the query above. The table below lists these built-in server details.

author_id	name	author_id
44	Osuch I	44
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
8	Boursnell C	8
56	Weinberg Z	56
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
38	Moore B	38
8	Boursnell C	8
8	Boursnell C	8
61	Wilkinson A	61
2	Argasinska J	2
2	Argasinska J	2
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
39	Moxon SJ	39
74	Petrov AI	74
39	Moxon SJ	39
61	Wilkinson A	61
6	Bateman A	6
38	Moore B	38
6	Bateman A	6
38	Moore B	38
62	Eberhardt R	62
56	Weinberg Z	56
76	Eckert I	76
16	Daub J	16
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
61	Wilkinson A	61
26	Griffiths-Jones SR	26
24	Gardner PP	24
38	Moore B	38
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
61	Wilkinson A	61
56	Weinberg Z	56
39	Moxon SJ	39
2	Argasinska J	2
8	Boursnell C	8
62	Eberhardt R	62
61	Wilkinson A	61
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
61	Wilkinson A	61
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
72	Repoila F	72
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
2	Argasinska J	2
61	Wilkinson A	61
26	Griffiths-Jones SR	26
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
61	Wilkinson A	61
61	Wilkinson A	61
44	Osuch I	44
39	Moxon SJ	39
62	Eberhardt R	62
61	Wilkinson A	61
39	Moxon SJ	39
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
39	Moxon SJ	39
16	Daub J	16
33	Marantidis E	33
2	Argasinska J	2
56	Weinberg Z	56
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
6	Bateman A	6
39	Moxon SJ	39
44	Osuch I	44
56	Weinberg Z	56
44	Osuch I	44
39	Moxon SJ	39
56	Weinberg Z	56
6	Bateman A	6
44	Osuch I	44
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
33	Marantidis E	33
62	Eberhardt R	62
26	Griffiths-Jones SR	26
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
6	Bateman A	6
24	Gardner PP	24
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
24	Gardner PP	24
16	Daub J	16
2	Argasinska J	2
33	Marantidis E	33
39	Moxon SJ	39
2	Argasinska J	2
39	Moxon SJ	39
62	Eberhardt R	62
44	Osuch I	44
61	Wilkinson A	61
44	Osuch I	44
2	Argasinska J	2
72	Repoila F	72
56	Weinberg Z	56
62	Eberhardt R	62
61	Wilkinson A	61
2	Argasinska J	2
44	Osuch I	44
44	Osuch I	44
56	Weinberg Z	56
37	Moll S	37
47	Schneider DJ	47
50	Stodghill P	50
41	Myers CR	41
12	Cartinhour SW	12
22	Filiatrault M	22
39	Moxon SJ	39
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
44	Osuch I	44
56	Weinberg Z	56
76	Eckert I	76
62	Eberhardt R	62
6	Bateman A	6
2	Argasinska J	2
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
38	Moore B	38
130	Burge S	130
39	Moxon SJ	39
2	Argasinska J	2
16	Daub J	16
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
44	Osuch I	44
2	Argasinska J	2
11	Burge SW	11
39	Moxon SJ	39
2	Argasinska J	2
39	Moxon SJ	39
16	Daub J	16
38	Moore B	38
44	Osuch I	44
26	Griffiths-Jones SR	26
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
44	Osuch I	44
2	Argasinska J	2
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
39	Moxon SJ	39
44	Osuch I	44
44	Osuch I	44
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
44	Osuch I	44
39	Moxon SJ	39
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
38	Moore B	38
56	Weinberg Z	56
56	Weinberg Z	56
2	Argasinska J	2
26	Griffiths-Jones SR	26
44	Osuch I	44
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
127	Gardner P	127
2	Argasinska J	2
26	Griffiths-Jones SR	26
44	Osuch I	44
2	Argasinska J	2
2	Argasinska J	2
56	Weinberg Z	56
39	Moxon SJ	39
16	Daub J	16
16	Daub J	16
61	Wilkinson A	61
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
119	Brewer, KI	119
107	Ontiveros-Palacios N	107
61	Wilkinson A	61
62	Eberhardt R	62
2	Argasinska J	2
61	Wilkinson A	61
33	Marantidis E	33
44	Osuch I	44
39	Moxon SJ	39
56	Weinberg Z	56
39	Moxon SJ	39
44	Osuch I	44
61	Wilkinson A	61
44	Osuch I	44
39	Moxon SJ	39
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
11	Burge SW	11
56	Weinberg Z	56
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
2	Argasinska J	2
16	Daub J	16
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
8	Boursnell C	8
26	Griffiths-Jones SR	26
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
6	Bateman A	6
24	Gardner PP	24
62	Eberhardt R	62
2	Argasinska J	2
72	Repoila F	72
2	Argasinska J	2
44	Osuch I	44
61	Wilkinson A	61
2	Argasinska J	2
62	Eberhardt R	62
24	Gardner PP	24
38	Moore B	38
61	Wilkinson A	61
2	Argasinska J	2
39	Moxon SJ	39
6	Bateman A	6
44	Osuch I	44
26	Griffiths-Jones SR	26
44	Osuch I	44
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
24	Gardner PP	24
39	Moxon SJ	39
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
72	Repoila F	72
39	Moxon SJ	39
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
39	Moxon SJ	39
2	Argasinska J	2
72	Repoila F	72
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
24	Gardner PP	24
39	Moxon SJ	39
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
39	Moxon SJ	39
61	Wilkinson A	61
39	Moxon SJ	39
39	Moxon SJ	39
56	Weinberg Z	56
2	Argasinska J	2
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
61	Wilkinson A	61
62	Eberhardt R	62
2	Argasinska J	2
56	Weinberg Z	56
39	Moxon SJ	39
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
39	Moxon SJ	39
56	Weinberg Z	56
8	Boursnell C	8
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
6	Bateman A	6
2	Argasinska J	2
38	Moore B	38
61	Wilkinson A	61
56	Weinberg Z	56
2	Argasinska J	2
62	Eberhardt R	62
13	Chen A	13
10	Brown C	10
16	Daub J	16
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
62	Eberhardt R	62
39	Moxon SJ	39
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
44	Osuch I	44
2	Argasinska J	2
26	Griffiths-Jones SR	26
56	Weinberg Z	56
76	Eckert I	76
2	Argasinska J	2
39	Moxon SJ	39
33	Marantidis E	33
38	Moore B	38
16	Daub J	16
56	Weinberg Z	56
2	Argasinska J	2
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
16	Daub J	16
56	Weinberg Z	56
26	Griffiths-Jones SR	26
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
56	Weinberg Z	56
62	Eberhardt R	62
33	Marantidis E	33
61	Wilkinson A	61
62	Eberhardt R	62
8	Boursnell C	8
39	Moxon SJ	39
33	Marantidis E	33
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
16	Daub J	16
62	Eberhardt R	62
2	Argasinska J	2
44	Osuch I	44
8	Boursnell C	8
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
65	Corbino K	65
56	Weinberg Z	56
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
56	Weinberg Z	56
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
44	Osuch I	44
56	Weinberg Z	56
62	Eberhardt R	62
38	Moore B	38
62	Eberhardt R	62
62	Eberhardt R	62
17	de la Pena M	17
11	Burge SW	11
38	Moore B	38
62	Eberhardt R	62
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
38	Moore B	38
39	Moxon SJ	39
26	Griffiths-Jones SR	26
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
26	Griffiths-Jones SR	26
39	Moxon SJ	39
16	Daub J	16
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
72	Repoila F	72
62	Eberhardt R	62
26	Griffiths-Jones SR	26
16	Daub J	16
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
61	Wilkinson A	61
39	Moxon SJ	39
2	Argasinska J	2
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
56	Weinberg Z	56
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
8	Boursnell C	8
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
61	Wilkinson A	61
61	Wilkinson A	61
6	Bateman A	6
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
72	Repoila F	72
129	Narunsky A	129
9	Breaker RR	9
107	Ontiveros-Palacios N	107
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
26	Griffiths-Jones SR	26
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
24	Gardner PP	24
39	Moxon SJ	39
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
62	Eberhardt R	62
61	Wilkinson A	61
26	Griffiths-Jones SR	26
39	Moxon SJ	39
2	Argasinska J	2
44	Osuch I	44
2	Argasinska J	2
33	Marantidis E	33
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
2	Argasinska J	2
56	Weinberg Z	56
62	Eberhardt R	62
56	Weinberg Z	56
8	Boursnell C	8
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
38	Moore B	38
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
33	Marantidis E	33
56	Weinberg Z	56
2	Argasinska J	2
16	Daub J	16
39	Moxon SJ	39
56	Weinberg Z	56
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
116	Fei Q	116
117	Kapranov P	117
2	Argasinska J	2
72	Repoila F	72
56	Weinberg Z	56
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
44	Osuch I	44
56	Weinberg Z	56
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
56	Weinberg Z	56
2	Argasinska J	2
16	Daub J	16
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
44	Osuch I	44
39	Moxon SJ	39
62	Eberhardt R	62
61	Wilkinson A	61
2	Argasinska J	2
2	Argasinska J	2
66	Griffiths-Jones S	66
36	Mifsud W	36
24	Gardner PP	24
6	Bateman A	6
16	Daub J	16
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
56	Weinberg Z	56
26	Griffiths-Jones SR	26
24	Gardner PP	24
39	Moxon SJ	39
61	Wilkinson A	61
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
61	Wilkinson A	61
2	Argasinska J	2
39	Moxon SJ	39
56	Weinberg Z	56
62	Eberhardt R	62
61	Wilkinson A	61
39	Moxon SJ	39
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
26	Griffiths-Jones SR	26
56	Weinberg Z	56
62	Eberhardt R	62
39	Moxon SJ	39
26	Griffiths-Jones SR	26
16	Daub J	16
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
26	Griffiths-Jones SR	26
16	Daub J	16
2	Argasinska J	2
61	Wilkinson A	61
61	Wilkinson A	61
56	Weinberg Z	56
2	Argasinska J	2
39	Moxon SJ	39
16	Daub J	16
62	Eberhardt R	62
61	Wilkinson A	61
39	Moxon SJ	39
56	Weinberg Z	56
2	Argasinska J	2
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
26	Griffiths-Jones SR	26
62	Eberhardt R	62
26	Griffiths-Jones SR	26
62	Eberhardt R	62
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
6	Bateman A	6
39	Moxon SJ	39
62	Eberhardt R	62
44	Osuch I	44
2	Argasinska J	2
26	Griffiths-Jones SR	26
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
16	Daub J	16
2	Argasinska J	2
2	Argasinska J	2
44	Osuch I	44
16	Daub J	16
62	Eberhardt R	62
39	Moxon SJ	39
16	Daub J	16
44	Osuch I	44
39	Moxon SJ	39
8	Boursnell C	8
61	Wilkinson A	61
24	Gardner PP	24
16	Daub J	16
39	Moxon SJ	39
39	Moxon SJ	39
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
72	Repoila F	72
2	Argasinska J	2
52	Valach M	52
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
2	Argasinska J	2
56	Weinberg Z	56
44	Osuch I	44
62	Eberhardt R	62
44	Osuch I	44
6	Bateman A	6
38	Moore B	38
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
2	Argasinska J	2
39	Moxon SJ	39
16	Daub J	16
62	Eberhardt R	62
44	Osuch I	44
61	Wilkinson A	61
33	Marantidis E	33
39	Moxon SJ	39
16	Daub J	16
2	Argasinska J	2
62	Eberhardt R	62
26	Griffiths-Jones SR	26
62	Eberhardt R	62
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
130	Burge S	130
26	Griffiths-Jones SR	26
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
33	Marantidis E	33
39	Moxon SJ	39
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
26	Griffiths-Jones SR	26
38	Moore B	38
33	Marantidis E	33
16	Daub J	16
62	Eberhardt R	62
6	Bateman A	6
61	Wilkinson A	61
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
39	Moxon SJ	39
33	Marantidis E	33
39	Moxon SJ	39
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
44	Osuch I	44
6	Bateman A	6
62	Eberhardt R	62
26	Griffiths-Jones SR	26
39	Moxon SJ	39
16	Daub J	16
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
61	Wilkinson A	61
62	Eberhardt R	62
62	Eberhardt R	62
109	Nawrocki EP	109
2	Argasinska J	2
44	Osuch I	44
39	Moxon SJ	39
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
38	Moore B	38
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
3	Bachellerie JP	3
26	Griffiths-Jones SR	26
39	Moxon SJ	39
13	Chen A	13
10	Brown C	10
16	Daub J	16
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
2	Argasinska J	2
61	Wilkinson A	61
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
61	Wilkinson A	61
44	Osuch I	44
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
38	Moore B	38
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
44	Osuch I	44
61	Wilkinson A	61
33	Marantidis E	33
38	Moore B	38
6	Bateman A	6
39	Moxon SJ	39
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
11	Burge SW	11
62	Eberhardt R	62
39	Moxon SJ	39
56	Weinberg Z	56
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
61	Wilkinson A	61
39	Moxon SJ	39
56	Weinberg Z	56
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
86	SERIR R	86
87	SCHNEIDER T	87
88	SANGARANE V	88
38	Moore B	38
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
6	Bateman A	6
33	Marantidis E	33
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
56	Weinberg Z	56
56	Weinberg Z	56
62	Eberhardt R	62
61	Wilkinson A	61
2	Argasinska J	2
39	Moxon SJ	39
6	Bateman A	6
39	Moxon SJ	39
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
2	Argasinska J	2
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
16	Daub J	16
61	Wilkinson A	61
61	Wilkinson A	61
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
24	Gardner PP	24
62	Eberhardt R	62
8	Boursnell C	8
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
56	Weinberg Z	56
62	Eberhardt R	62
6	Bateman A	6
16	Daub J	16
39	Moxon SJ	39
62	Eberhardt R	62
26	Griffiths-Jones SR	26
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
26	Griffiths-Jones SR	26
44	Osuch I	44
26	Griffiths-Jones SR	26
61	Wilkinson A	61
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
61	Wilkinson A	61
26	Griffiths-Jones SR	26
56	Weinberg Z	56
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
2	Argasinska J	2
11	Burge SW	11
44	Osuch I	44
44	Osuch I	44
61	Wilkinson A	61
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
44	Osuch I	44
2	Argasinska J	2
39	Moxon SJ	39
2	Argasinska J	2
2	Argasinska J	2
61	Wilkinson A	61
61	Wilkinson A	61
2	Argasinska J	2
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
56	Weinberg Z	56
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
24	Gardner PP	24
62	Eberhardt R	62
44	Osuch I	44
6	Bateman A	6
39	Moxon SJ	39
6	Bateman A	6
39	Moxon SJ	39
62	Eberhardt R	62
2	Argasinska J	2
72	Repoila F	72
39	Moxon SJ	39
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
38	Moore B	38
24	Gardner PP	24
66	Griffiths-Jones S	66
24	Gardner PP	24
34	Marz M	34
2	Argasinska J	2
61	Wilkinson A	61
39	Moxon SJ	39
2	Argasinska J	2
26	Griffiths-Jones SR	26
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
2	Argasinska J	2
26	Griffiths-Jones SR	26
62	Eberhardt R	62
62	Eberhardt R	62
33	Marantidis E	33
61	Wilkinson A	61
99	Liger J	99
100	Minaud L	100
101	Poulain C	101
102	Vencic J	102
44	Osuch I	44
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
44	Osuch I	44
61	Wilkinson A	61
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
2	Argasinska J	2
61	Wilkinson A	61
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
24	Gardner PP	24
62	Eberhardt R	62
44	Osuch I	44
38	Moore B	38
2	Argasinska J	2
44	Osuch I	44
62	Eberhardt R	62
16	Daub J	16
2	Argasinska J	2
38	Moore B	38
2	Argasinska J	2
56	Weinberg Z	56
2	Argasinska J	2
16	Daub J	16
24	Gardner PP	24
4	Barquist LE	4
2	Argasinska J	2
62	Eberhardt R	62
39	Moxon SJ	39
44	Osuch I	44
2	Argasinska J	2
62	Eberhardt R	62
33	Marantidis E	33
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
16	Daub J	16
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
2	Argasinska J	2
38	Moore B	38
56	Weinberg Z	56
24	Gardner PP	24
39	Moxon SJ	39
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
16	Daub J	16
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
61	Wilkinson A	61
26	Griffiths-Jones SR	26
62	Eberhardt R	62
39	Moxon SJ	39
38	Moore B	38
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
44	Osuch I	44
62	Eberhardt R	62
24	Gardner PP	24
38	Moore B	38
39	Moxon SJ	39
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
2	Argasinska J	2
61	Wilkinson A	61
62	Eberhardt R	62
62	Eberhardt R	62
33	Marantidis E	33
6	Bateman A	6
61	Wilkinson A	61
2	Argasinska J	2
44	Osuch I	44
33	Marantidis E	33
61	Wilkinson A	61
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
62	Eberhardt R	62
61	Wilkinson A	61
16	Daub J	16
2	Argasinska J	2
39	Moxon SJ	39
62	Eberhardt R	62
33	Marantidis E	33
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
26	Griffiths-Jones SR	26
56	Weinberg Z	56
2	Argasinska J	2
61	Wilkinson A	61
39	Moxon SJ	39
62	Eberhardt R	62
32	Machado Lima A	32
39	Moxon SJ	39
33	Marantidis E	33
61	Wilkinson A	61
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
2	Argasinska J	2
33	Marantidis E	33
62	Eberhardt R	62
39	Moxon SJ	39
16	Daub J	16
2	Argasinska J	2
62	Eberhardt R	62
44	Osuch I	44
8	Boursnell C	8
2	Argasinska J	2
62	Eberhardt R	62
56	Weinberg Z	56
2	Argasinska J	2
62	Eberhardt R	62
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
44	Osuch I	44
2	Argasinska J	2
61	Wilkinson A	61
44	Osuch I	44
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
33	Marantidis E	33
62	Eberhardt R	62
61	Wilkinson A	61
56	Weinberg Z	56
39	Moxon SJ	39
62	Eberhardt R	62
2	Argasinska J	2
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
2	Argasinska J	2
39	Moxon SJ	39
61	Wilkinson A	61
38	Moore B	38
61	Wilkinson A	61
62	Eberhardt R	62
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
39	Moxon SJ	39
6	Bateman A	6
2	Argasinska J	2
2	Argasinska J	2
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
39	Moxon SJ	39
33	Marantidis E	33
16	Daub J	16
2	Argasinska J	2
39	Moxon SJ	39
24	Gardner PP	24
38	Moore B	38
62	Eberhardt R	62
61	Wilkinson A	61
56	Weinberg Z	56
62	Eberhardt R	62
2	Argasinska J	2
33	Marantidis E	33
2	Argasinska J	2
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
61	Wilkinson A	61
13	Chen A	13
10	Brown C	10
16	Daub J	16
56	Weinberg Z	56
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
24	Gardner PP	24
62	Eberhardt R	62
62	Eberhardt R	62
56	Weinberg Z	56
39	Moxon SJ	39
58	Wilkinson AC	58
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
44	Osuch I	44
61	Wilkinson A	61
62	Eberhardt R	62
19	Doniger T	19
35	Michaeli S	35
51	Unger R	51
44	Osuch I	44
62	Eberhardt R	62
39	Moxon SJ	39
38	Moore B	38
62	Eberhardt R	62
44	Osuch I	44
16	Daub J	16
62	Eberhardt R	62
26	Griffiths-Jones SR	26
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
24	Gardner PP	24
44	Osuch I	44
44	Osuch I	44
39	Moxon SJ	39
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
39	Moxon SJ	39
62	Eberhardt R	62
16	Daub J	16
39	Moxon SJ	39
61	Wilkinson A	61
39	Moxon SJ	39
61	Wilkinson A	61
56	Weinberg Z	56
44	Osuch I	44
56	Weinberg Z	56
44	Osuch I	44
39	Moxon SJ	39
24	Gardner PP	24
34	Marz M	34
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
56	Weinberg Z	56
24	Gardner PP	24
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
24	Gardner PP	24
34	Marz M	34
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
26	Griffiths-Jones SR	26
36	Mifsud W	36
24	Gardner PP	24
39	Moxon SJ	39
39	Moxon SJ	39
5	Barrick JE	5
5	Barrick JE	5
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
6	Bateman A	6
26	Griffiths-Jones SR	26
6	Bateman A	6
13	Chen A	13
10	Brown C	10
16	Daub J	16
108	Jonas K	108
56	Weinberg Z	56
56	Weinberg Z	56
60	Yang J	60
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
38	Moore B	38
8	Boursnell C	8
56	Weinberg Z	56
62	Eberhardt R	62
56	Weinberg Z	56
24	Gardner PP	24
56	Weinberg Z	56
24	Gardner PP	24
56	Weinberg Z	56
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
56	Weinberg Z	56
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
56	Weinberg Z	56
56	Weinberg Z	56
2	Argasinska J	2
2	Argasinska J	2
56	Weinberg Z	56
79	Gore J	79
56	Weinberg Z	56
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
80	Secherre E	80
81	Boudhouche H	81
82	Bahroun R	82
92	Rabearivelo N	92
93	Marty M	93
94	Sabban J	94
119	Brewer, KI	119
107	Ontiveros-Palacios N	107
128	Hooks KB	128
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
6	Bateman A	6
24	Gardner PP	24
6	Bateman A	6
39	Moxon SJ	39
58	Wilkinson AC	58
26	Griffiths-Jones SR	26
36	Mifsud W	36
26	Griffiths-Jones SR	26
36	Mifsud W	36
24	Gardner PP	24
26	Griffiths-Jones SR	26
24	Gardner PP	24
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
26	Griffiths-Jones SR	26
39	Moxon SJ	39
2	Argasinska J	2
5	Barrick JE	5
9	Breaker RR	9
5	Barrick JE	5
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
10	Brown C	10
56	Weinberg Z	56
24	Gardner PP	24
56	Weinberg Z	56
24	Gardner PP	24
56	Weinberg Z	56
24	Gardner PP	24
26	Griffiths-Jones SR	26
36	Mifsud W	36
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
24	Gardner PP	24
56	Weinberg Z	56
56	Weinberg Z	56
65	Corbino K	65
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
8	Boursnell C	8
38	Moore B	38
44	Osuch I	44
38	Moore B	38
56	Weinberg Z	56
56	Weinberg Z	56
24	Gardner PP	24
38	Moore B	38
38	Moore B	38
8	Boursnell C	8
8	Boursnell C	8
8	Boursnell C	8
24	Gardner PP	24
24	Gardner PP	24
62	Eberhardt R	62
30	Jones T	30
38	Moore B	38
16	Daub J	16
34	Marz M	34
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
24	Gardner PP	24
24	Gardner PP	24
56	Weinberg Z	56
24	Gardner PP	24
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
56	Weinberg Z	56
24	Gardner PP	24
62	Eberhardt R	62
62	Eberhardt R	62
31	Levy A	31
11	Burge SW	11
56	Weinberg Z	56
24	Gardner PP	24
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
45	Quinones-Olvera N	45
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
72	Repoila F	72
2	Argasinska J	2
56	Weinberg Z	56
24	Gardner PP	24
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
62	Eberhardt R	62
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
26	Griffiths-Jones SR	26
36	Mifsud W	36
24	Gardner PP	24
61	Wilkinson A	61
107	Ontiveros-Palacios N	107
24	Gardner PP	24
107	Ontiveros-Palacios N	107
44	Osuch I	44
2	Argasinska J	2
56	Weinberg Z	56
26	Griffiths-Jones SR	26
36	Mifsud W	36
24	Gardner PP	24
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
6	Bateman A	6
39	Moxon SJ	39
44	Osuch I	44
16	Daub J	16
6	Bateman A	6
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
2	Argasinska J	2
65	Corbino K	65
56	Weinberg Z	56
2	Argasinska J	2
56	Weinberg Z	56
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
23	Finn RD	23
107	Ontiveros-Palacios N	107
24	Gardner PP	24
38	Moore B	38
107	Ontiveros-Palacios N	107
6	Bateman A	6
24	Gardner PP	24
24	Gardner PP	24
56	Weinberg Z	56
24	Gardner PP	24
26	Griffiths-Jones SR	26
24	Gardner PP	24
26	Griffiths-Jones SR	26
24	Gardner PP	24
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
24	Gardner PP	24
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
5	Barrick JE	5
6	Bateman A	6
53	Vitreschak AG	53
69	Gelfand MS	69
24	Gardner PP	24
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
58	Wilkinson AC	58
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
24	Gardner PP	24
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
33	Marantidis E	33
16	Daub J	16
33	Marantidis E	33
61	Wilkinson A	61
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
56	Weinberg Z	56
24	Gardner PP	24
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
56	Weinberg Z	56
24	Gardner PP	24
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
16	Daub J	16
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
56	Weinberg Z	56
56	Weinberg Z	56
2	Argasinska J	2
38	Moore B	38
16	Daub J	16
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
124	Rodionov DA	124
125	Vitreshchak AG	125
126	Mironov AA	126
69	Gelfand MS	69
6	Bateman A	6
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
71	Vitreshchak A	71
25	Gelfand M	25
6	Bateman A	6
107	Ontiveros-Palacios N	107
26	Griffiths-Jones SR	26
24	Gardner PP	24
107	Ontiveros-Palacios N	107
7	Boese B	7
5	Barrick JE	5
9	Breaker RR	9
57	Wickiser JK	57
5	Barrick JE	5
9	Breaker RR	9
59	Winkler WC	59
42	Nahvi A	42
46	Roth A	46
14	Collins JA	14
5	Barrick JE	5
9	Breaker RR	9
5	Barrick JE	5
15	Corbino KA	15
9	Breaker RR	9
5	Barrick JE	5
9	Breaker RR	9
107	Ontiveros-Palacios N	107
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
107	Ontiveros-Palacios N	107
60	Yang J	60
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
24	Gardner PP	24
56	Weinberg Z	56
38	Moore B	38
56	Weinberg Z	56
1	Ames T	1
107	Ontiveros-Palacios N	107
2	Argasinska J	2
107	Ontiveros-Palacios N	107
2	Argasinska J	2
39	Moxon SJ	39
26	Griffiths-Jones SR	26
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
6	Bateman A	6
5	Barrick JE	5
26	Griffiths-Jones SR	26
36	Mifsud W	36
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
2	Argasinska J	2
107	Ontiveros-Palacios N	107
38	Moore B	38
107	Ontiveros-Palacios N	107
13	Chen A	13
10	Brown C	10
61	Wilkinson A	61
62	Eberhardt R	62
2	Argasinska J	2
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
24	Gardner PP	24
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
29	Holmes I	29
39	Moxon SJ	39
21	Eddy SR	21
26	Griffiths-Jones SR	26
36	Mifsud W	36
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
107	Ontiveros-Palacios N	107
16	Daub J	16
26	Griffiths-Jones SR	26
16	Daub J	16
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
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26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
26	Griffiths-Jones SR	26
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
8	Boursnell C	8
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
107	Ontiveros-Palacios N	107
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
62	Eberhardt R	62
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
16	Daub J	16
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
8	Boursnell C	8
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
8	Boursnell C	8
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
11	Burge SW	11
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
16	Daub J	16
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
26	Griffiths-Jones SR	26
38	Moore B	38
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
8	Boursnell C	8
61	Wilkinson A	61
26	Griffiths-Jones SR	26
8	Boursnell C	8
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
26	Griffiths-Jones SR	26
61	Wilkinson A	61
8	Boursnell C	8
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
62	Eberhardt R	62
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
61	Wilkinson A	61
61	Wilkinson A	61
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
39	Moxon SJ	39
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
8	Boursnell C	8
26	Griffiths-Jones SR	26
16	Daub J	16
61	Wilkinson A	61
26	Griffiths-Jones SR	26
16	Daub J	16
61	Wilkinson A	61
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
16	Daub J	16
61	Wilkinson A	61
26	Griffiths-Jones SR	26
16	Daub J	16
26	Griffiths-Jones SR	26
16	Daub J	16
24	Gardner PP	24
5	Barrick JE	5
9	Breaker RR	9
39	Moxon SJ	39
24	Gardner PP	24
107	Ontiveros-Palacios N	107
11	Burge SW	11
39	Moxon SJ	39
6	Bateman A	6
62	Eberhardt R	62
62	Eberhardt R	62
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
2	Argasinska J	2
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
5	Barrick JE	5
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
24	Gardner PP	24
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
55	Wang J	55
24	Gardner PP	24
56	Weinberg Z	56
56	Weinberg Z	56
24	Gardner PP	24
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
107	Ontiveros-Palacios N	107
4	Barquist LE	4
6	Bateman A	6
6	Bateman A	6
4	Barquist LE	4
6	Bateman A	6
6	Bateman A	6
6	Bateman A	6
127	Gardner P	127
6	Bateman A	6
6	Bateman A	6
6	Bateman A	6
6	Bateman A	6
16	Daub J	16
39	Moxon SJ	39
2	Argasinska J	2
67	Barquist L	67
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
67	Barquist L	67
39	Moxon SJ	39
127	Gardner P	127
22	Filiatrault M	22
127	Gardner P	127
26	Griffiths-Jones SR	26
4	Barquist LE	4
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
67	Barquist L	67
39	Moxon SJ	39
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
5	Barrick JE	5
16	Daub J	16
16	Daub J	16
16	Daub J	16
54	Voss B	54
24	Gardner PP	24
67	Barquist L	67
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
67	Barquist L	67
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
16	Daub J	16
24	Gardner PP	24
24	Gardner PP	24
24	Gardner PP	24
24	Gardner PP	24
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
16	Daub J	16
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
62	Eberhardt R	62
16	Daub J	16
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
11	Burge SW	11
130	Burge S	130
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
60	Yang J	60
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
65	Corbino K	65
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
73	Meyer MM	73
24	Gardner PP	24
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
38	Moore B	38
4	Barquist LE	4
44	Osuch I	44
4	Barquist LE	4
4	Barquist LE	4
11	Burge SW	11
62	Eberhardt R	62
4	Barquist LE	4
11	Burge SW	11
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
4	Barquist LE	4
4	Barquist LE	4
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
11	Burge SW	11
62	Eberhardt R	62
11	Burge SW	11
4	Barquist LE	4
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
11	Burge SW	11
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
11	Burge SW	11
11	Burge SW	11
62	Eberhardt R	62
38	Moore B	38
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
11	Burge SW	11
11	Burge SW	11
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
44	Osuch I	44
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
62	Eberhardt R	62
45	Quinones-Olvera N	45
2	Argasinska J	2
45	Quinones-Olvera N	45
56	Weinberg Z	56
2	Argasinska J	2
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
56	Weinberg Z	56
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
95	Ducos C	95
96	Michel M	96
97	Morice E	97
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
110	Prezza, G	110
111	Ryan, D	111
115	Madler, G	115
113	Barquist, L	113
114	Westermann, A	114
56	Weinberg Z	56
78	Ames TD	78
56	Weinberg Z	56
78	Ames TD	78
56	Weinberg Z	56
78	Ames TD	78
26	Griffiths-Jones SR	26
36	Mifsud W	36
16	Daub J	16
24	Gardner PP	24
34	Marz M	34
16	Daub J	16
24	Gardner PP	24
28	Gutell RR	28
24	Gardner PP	24
43	Nawrocki E	43
44	Osuch I	44
26	Griffiths-Jones SR	26
39	Moxon SJ	39
39	Moxon SJ	39
26	Griffiths-Jones SR	26
39	Moxon SJ	39
26	Griffiths-Jones SR	26
39	Moxon SJ	39
68	Wilkison A	68
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
61	Wilkinson A	61
33	Marantidis E	33
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
11	Burge SW	11
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
62	Eberhardt R	62
61	Wilkinson A	61
62	Eberhardt R	62
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
39	Moxon SJ	39
39	Moxon SJ	39
61	Wilkinson A	61
39	Moxon SJ	39
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
11	Burge SW	11
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
44	Osuch I	44
2	Argasinska J	2
2	Argasinska J	2
11	Burge SW	11
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
28	Gutell RR	28
43	Nawrocki E	43
6	Bateman A	6
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
43	Nawrocki E	43
6	Bateman A	6
16	Daub J	16
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
6	Bateman A	6
26	Griffiths-Jones SR	26
39	Moxon SJ	39
39	Moxon SJ	39
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
26	Griffiths-Jones SR	26
39	Moxon SJ	39
28	Gutell RR	28
43	Nawrocki E	43
28	Gutell RR	28
43	Nawrocki E	43
24	Gardner PP	24
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
6	Bateman A	6
39	Moxon SJ	39
39	Moxon SJ	39
6	Bateman A	6
6	Bateman A	6
6	Bateman A	6
39	Moxon SJ	39
39	Moxon SJ	39
6	Bateman A	6
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
5	Barrick JE	5
39	Moxon SJ	39
39	Moxon SJ	39
5	Barrick JE	5
5	Barrick JE	5
5	Barrick JE	5
5	Barrick JE	5
40	Moy RH	40
16	Daub J	16
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
24	Gardner PP	24
107	Ontiveros-Palacios N	107
6	Bateman A	6
39	Moxon SJ	39
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
43	Nawrocki E	43
26	Griffiths-Jones SR	26
26	Griffiths-Jones SR	26
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
6	Bateman A	6
6	Bateman A	6
39	Moxon SJ	39
56	Weinberg Z	56
39	Moxon SJ	39
39	Moxon SJ	39
6	Bateman A	6
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
39	Moxon SJ	39
39	Moxon SJ	39
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
39	Moxon SJ	39
39	Moxon SJ	39
44	Osuch I	44
16	Daub J	16
16	Daub J	16
16	Daub J	16
62	Eberhardt R	62
118	Choi K	118
107	Ontiveros-Palacios N	107
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
106	Wolfinger MT	106
75	Lamkiewicz K	75
106	Wolfinger MT	106
75	Lamkiewicz K	75
106	Wolfinger MT	106
75	Lamkiewicz K	75
75	Lamkiewicz K	75
106	Wolfinger MT	106
75	Lamkiewicz K	75
75	Lamkiewicz K	75
75	Lamkiewicz K	75
121	Steckelberg A	121
122	Vicens Q	122
123	Jeffrey K	123
75	Lamkiewicz K	75
120	Triebel S	120
34	Marz M	34
28	Gutell RR	28
43	Nawrocki E	43
28	Gutell RR	28
43	Nawrocki E	43
49	Stevens S	49
127	Gardner P	127
10	Brown C	10
49	Stevens S	49
127	Gardner P	127
10	Brown C	10
2	Argasinska J	2
6	Bateman A	6
39	Moxon SJ	39
6	Bateman A	6
39	Moxon SJ	39
39	Moxon SJ	39
26	Griffiths-Jones SR	26
6	Bateman A	6
16	Daub J	16
16	Daub J	16
16	Daub J	16
16	Daub J	16
16	Daub J	16
16	Daub J	16
39	Moxon SJ	39
34	Marz M	34
70	Stadler PF	70
24	Gardner PP	24
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
39	Moxon SJ	39
107	Ontiveros-Palacios N	107
39	Moxon SJ	39
43	Nawrocki E	43
107	Ontiveros-Palacios N	107
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
61	Wilkinson A	61
39	Moxon SJ	39
16	Daub J	16
61	Wilkinson A	61
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
39	Moxon SJ	39
33	Marantidis E	33
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
33	Marantidis E	33
16	Daub J	16
39	Moxon SJ	39
16	Daub J	16
33	Marantidis E	33
16	Daub J	16
33	Marantidis E	33
16	Daub J	16
33	Marantidis E	33
16	Daub J	16
61	Wilkinson A	61
16	Daub J	16
2	Argasinska J	2
16	Daub J	16
61	Wilkinson A	61
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
2	Argasinska J	2
26	Griffiths-Jones SR	26
34	Marz M	34
62	Eberhardt R	62
26	Griffiths-Jones SR	26
24	Gardner PP	24
27	Gruber A	27
70	Stadler PF	70
24	Gardner PP	24
62	Eberhardt R	62
62	Eberhardt R	62
39	Moxon SJ	39
39	Moxon SJ	39
16	Daub J	16
107	Ontiveros-Palacios N	107
6	Bateman A	6
83	Gobalakichenin A	83
84	Ibene M	84
85	Pohyer V	85
75	Lamkiewicz K	75
62	Eberhardt R	62
28	Gutell RR	28
43	Nawrocki E	43
56	Weinberg Z	56
56	Weinberg Z	56
39	Moxon SJ	39
38	Moore B	38
6	Bateman A	6
107	Ontiveros-Palacios N	107
6	Bateman A	6
17	de la Pena M	17
11	Burge SW	11
17	de la Pena M	17
11	Burge SW	11
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
76	Eckert I	76
56	Weinberg Z	56
18	Ditzler M	18
62	Eberhardt R	62
44	Osuch I	44
16	Daub J	16
107	Ontiveros-Palacios N	107
26	Griffiths-Jones SR	26
16	Daub J	16
20	Eberhardt RY	NA
48	Stadler P	NA
77	Weinberg Z, Ames TD	NA
112	Mädler, G	NA

Reading data from HIS

The current version of {readepi} supports reading data from two common HIS: DHIS2, and SORMAS.

Importing data from DHIS2

The District Health Information Software (DHIS2) is an open source software used by many health institutions to store, manage and analyze various types of health data. The read_dhis2() function can be used to import data from DHIS2 Tracker instances through their API with following arguments:

• login: A httr2_response object returned by the login() function
• org_unit: A character with the organisation unit ID or name
• program: A character with the program ID or name

It is important to note that the request parameters used in the internal functions of the package vary depending on the API version. Currently {readepi} accounts for versions from 2.22 to 2.42. The later is the current version of the DHIS2 test instance. Newer versions (> 2.42) might require a different syntax for the request parameters depending on how they are defined by the DHIS2 developers. This can result in the failure of the read_dhis2() function when importing data from those newer versions. An issue can be raised here to make the developers of the package aware of this problem.

In the current version, the login() function only supports basic authentication, i.e., using the user name and password. An example of how to establish a connection to a DHIS2 instance is shown below.

# CONNECT TO A DHIS2 INSTANCE
dhis2_login <- login(
  type = "dhis2",
  from = "https://play.im.dhis2.org/stable-2-41-8",
  user_name = "admin",
  password = "district"
)

Organisation units and programs are the key elements for a successful call of the read_dhis2() function. For this reason, we exported the following functions to help users access and identify the correct organisation unit and program names and IDs for a given DHIS2 instance.

# GET THE LIST OF ALL ORGANISATION UNITS IN AN HIERARCHICAL ORDER
org_units <- get_organisation_units(login = dhis2_login)

# GET THE LIST OF ALL PROGRAMS
programs <- get_programs(login = dhis2_login)

Similarly, users can also access the list of all data elements and program stages from a given DHIS2 instance as shown in the code chunks below.

# GET THE LIST OF ALL DATA ELEMENTS
data_elements <- get_data_elements(login = dhis2_login)

# GET THE LIST OF ALL PROGRAM STAGES FOR A GIVEN PROGRAM ID
program_stages <- get_program_stages(
  login = dhis2_login,
  program = "IpHINAT79UW",
  programs = programs
)

It is important to know that not all organisation units are registered for a specific program. To know the organisation units that run a particular program, use the get_program_org_units() function as shown in the example below.

# GET THE LIST OF ORGANISATION UNITS RUNNING THE SPECIFIED PROGRAM
target_org_units <- get_program_org_units(
    login = dhis2_login,
    program = "IpHINAT79UW",
    org_units = org_units
  )

After identifying the correct organisation unit and program IDs or names, users can import the corresponding data using the read_dhis2() with the following syntax:

# IMPORT DATA FROM DHIS2 FOR THE SPECIFIED ORGANISATION UNIT AND PROGRAM IDs
data <- read_dhis2(
  login = dhis2_login,
  org_unit = "XjpmsLNjyrz",
  program = "IpHINAT79UW"
)

Importing data from SORMAS

The Surveillance Outbreak Response Management and Analysis System (SORMAS) is an open source eHealth system that optimises the processes used in monitoring the spread of infectious diseases and responding to outbreak situations. The read_sormas() function can be used to import data from SORMAS through its API.

In the current version, the read_sormas() function returns data for the following columns: case_id, person_id, sex, date_of_birth, case_origin, country, city, lat, long, case_status, date_onset, date_admission, date_last_contact, date_first_contact, outcome, date_outcome, Ct_values.

It is important to note that SORMAS does not support basic authentication i.e., the authentication details are directly provided to the read_sormas() function without a prior call of the login() function. Hence, the function takes the following arguments:

• base_url: A character with the base URL to the target SORMAS system
• user_name: A character with the user name credential
• password: A character with the password credential
• disease: A character vector with the names of the diseases of interest.

Users can get the list of all diseases available on their SORMAS system using the sormas_get_diseases() function.

# ESTABLISH THE CONNECTION TO THE SORMAS SYSTEM
sormas_login <- login(
  type = "sormas",
  from = "https://demo.sormas.org/sormas-rest/",
  user_name = "SurvSup",
  password = "Lk5R7JXeZSEc"
)

# GET THE LIST OF ALL AVAILABLE DISEASES IN THE TEST SORMAS SYSTEM
disease_names <- sormas_get_diseases(
  login = sormas_login
)

When relevant, users can download the data dictionary into a specific folder using the sormas_get_data_dictionary(). This provides an idea of the content of each column.

# DOWNLOAD AND SAVE THE DATA DICTIONARY IN YOUR CURRENT DIRECTORY
path_to_dictionary <- sormas_get_data_dictionary(path = getwd())
path_to_dictionary

A call of the read_sormas() function looks like below.

# FETCH ALL COVID (coronavirus) CASES FROM THE TEST SORMAS INSTANCE FROM THE
# BEGINNING OF DATA COLLECTION
covid_cases <- read_sormas(
  login = sormas_login,
  disease = "coronavirus",
  since = 0
)

# FETCH ALL COVID (coronavirus) CASES FROM THE TEST SORMAS INSTANCE SINCE
# JUNE 01, 2025
covid_cases <- read_sormas(
  login = sormas_login,
  disease = "coronavirus",
  since = as.Date("2025-06-01")
)