Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427123	CLM	Jeremy Chen	2007-05-25	—	—	2206 Spring St, Fresno, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-403778	CLM	Raymmond Vasquez	1997-10-05	UHC-16882-10	5469678576	2095 Cedar Ln Apt 12, Tampa, FL, 33669	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-132317	ENR	Mei Miller	1991-09-01	UHC-81458-82	6059998900	7675 Central Ave, Atlanta, GA, 30331	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427906	CLM	Emma Q Clark	2005-11-07	—	7826977088	8762 River Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402814	CLM	Brandon Y Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
ENR-123188	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-432638	CLM	Nicole Stewart	1966-03-23	UHC-66328-57	—	4480 Desert Sky Blvd, San Antonio, TX, 78243	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-109318	ENR	Laaura S Stone	1984-10-19	UHC-63188-72	—	7846 Willow Ct, Seattle, WA, 98190	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120723	ENR	Gloria M Thompson	1946-03-06	UHC-34983-11	5739634179	9524 Apache Blvd # 938, Phoenix, AZ, 85080	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-129041	ENR	Paul F Romero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-130180	ENR	Randy J Brooks	1989-12-06	UHC-99573-50	5112069004	1030 Mountain View Dr, Miami, FL, 33110	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52288	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416270	CLM	Emyly Brown	1943-12-10	UHC-53245-33	—	8526 Valley View Dr, Eden Prairie, MN, 55332	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421847	CLM	Olivia Powell	1960-07-13	UHC-19972-86	4816125549	3983 Bayshore Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125274	ENR	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX, 77041	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59224	TPA	Brittayn Hudson	1966-07-21	—	—	1462 Canyon Rd # 775, Minneapolis, MN, 55447	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21607	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-106172	ENR	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	6982 Mountain View Dr Apt 25, Glendale, AZ, 85371	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-409818	CLM	Arthur H Spencer	1942-06-07	—	8779457773	1104 Mesa Dr Apt 31, Minneapolis, MN, 55423	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-120329	ENR	Daniel O Myers	1991-01-22	UHC-26791-70	3248792863	2242 Camelback Rd, Gilbert, AZ, 85258	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111331	ENR	Steven Holmes	1938-02-13	UHC-19554-84	—	6670 Washington St, Tempe, AZ, 85245	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140931	ENR	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405570	CLM	Judy Guerrero	2000-09-26	—	3689052278	7102 Oak St, Tucson, AZ, 85749	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100961	ENR	Mark G Hicks	1942-08-10	UHC-78075-81	7555104467	9003 Grand Ave, Nashville, TN, 37240	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140659	ENR	Amber Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave, Dallas, TX, 75273	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50673	TPA	Heather Kelly	1971-01-25	—	—	6489 Central Ave, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-430276	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430277	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113134	ENR	Philip U Montogmery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-418248	CLM	Linda Warren	1947-03-14	UHC-15412-53	—	2937 Sunset Blvd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-431677	CLM	Christopher Q Willis	—	UHC-10720-18	—	269 Indian School Rd, Jacksonville, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-64126	TPA	Jose K Carpenter	—	—	—	4048 Willow Ct, Plano, TX, 75049	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-142718	ENR	Christian T Price	1944-08-02	UHC-56714-75	—	1279 Church St, Tucson, AZ, 85725	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23219	PRV	Carol Thomas	1955-07-27	—	—	621 Apache Blvd # 471, San Diego, CA, 92113	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-25632	PRV	Mei J Stevens	—	—	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-100827	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	6463306441	2079 Meadow Ln Apt 16, Mesa, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116158	ENR	Walter L Mitchell	1982-09-11	UHC-14812-10	8143449306	909 Washington St Apt 8, Dallas, TX, 75274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-51614	TPA	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122315	ENR	Pamela Howell	1958-11-20	UHC-60374-83	8199048004	8664 Mountain View Dr, Plano, TX, 75005	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420262	CLM	Marha Nichols	1989-04-27	UHC-63051-72	4647608888	1787 Jefferson Ave, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-132861	ENR	Mray P Olson	1959-05-05	UHC-41659-11	4605878102	853 Forest Ave # 785, Orlando, FL, 32830	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-415834	CLM	Austin Simmons	1962-05-06	UHC-84270-59	3022741832	4773 Palm Dr, Denver, CO	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137047	ENR	Mark Y Hicks	1990-04-12	UHC-61038-68	3108023624	2633 Hillcrest Rd, Austin, TX, 78718	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-100557	ENR	Joohn Gardner	1947-11-06	UHC-45824-49	7044809229	6299 Desert Sky Blvd Apt 3, Austin, TX, 78722	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50723	TPA	Martha Harrison	1980-03-26	—	—	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120577	ENR	Hannah Wlliams	1987-08-16	UHC-36369-69	4214869341	7355 Camelback Rd, Tucson, AZ, 85768	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133545	ENR	Jonathan Roberts	1942-08-19	UHC-96363-58	7883418493	2139 Ocean Ave, Fresno, CA, 93779	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142798	ENR	Luis O Montgomery	1992-02-03	UHC-06571-51	3707124936	3225 Harbor Blvd, Houston, TX, 77058	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414501	CLM	Brandon Torres	1955-11-27	UHC-26652-20	2868874840	4878 Canyon Rd # 700, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

39,996 rows, page 38 of 800Previous Next