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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130078	ENR	Anna I Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-142643	ENR	Ralph Wells	1953-12-13	UHC-33177-69	—	4462 Bayshore Dr, Minneapolis, MN, 55479	0.70	Two-digit birth year Phone missing area code Placeholder values cleared
CLM-421666	CLM	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-61470	TPA	Dylan G Guerrero	2001-10-15	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-406905	CLM	Lawrence Rice	1955-11-12	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-122591	ENR	Joyce Q Medina	1948-12-10	UHC-72617-64	9742914813	9324 Jefferson Ave, Atlanta, GA, 30321	0.70	Two-digit birth year Street suffix standardised Address re-cased
TPA-59901	TPA	Ssan Q Sandoval	1987-02-16	—	—	5988 River Rd, Tempe, AZ, 85250	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-405889	CLM	Amber Rose	2005-12-17	—	6554661186	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-429325	CLM	Albert Flores	2002-11-06	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-141350	ENR	Elizabeth V Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway, Las Vegas, NV, 89146	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-140321	ENR	Janice Salazar	1959-08-16	UHC-85587-62	7125896710	5992 Palm Dr, Tempe, AZ, 85222	0.70	Two-digit birth year Phone reformatted State name converted to code
TPA-60495	TPA	Heather Fuller	1938-09-04	UHC-97671-82	—	5849 Mesa Dr, Minneapolis, MN, 55478	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-131078	ENR	Christina N Rogers	1994-12-16	UHC-04826-91	9174190697	2490 Lincoln Way, Tampa, FL, 33627	0.72	Two-digit birth year Gender normalised
ENR-110569	ENR	Dennis Gilbert	1970-04-09	UHC-11590-49	5418724398	5790 Jefferson Ave, Denver, CO, 80291	0.72	Two-digit birth year Gender normalised
ENR-132369	ENR	Jack D Jacobs	1973-08-08	UHC-58485-03	3884737454	2345 Grand Ave, Las Vegas, NV, 89167	0.72	Two-digit birth year ZIP+4 trimmed
ENR-101463	ENR	Gloria Butler	1975-02-11	UHC-97706-97	4973736724	578 Pine Dr, Sacramento, CA	0.72	Two-digit birth year ZIP missing
ENR-133994	ENR	Douglas James	1988-04-13	UHC-97790-97	—	1982 Church St, Minneapolis, MN, 55466	0.72	Name split from “Last, First”Two-digit birth year
CLM-409253	CLM	Douglas Harris	1941-12-09	UHC-15357-52	—	—	0.72	Two-digit birth year Phone missing area code
ENR-130663	ENR	Sarah B Harris	2003-08-12	UHC-84751-90	3162979292	8274 Lincoln Way # 299, Miami, FL, 33185	0.72	Two-digit birth year Unit split from street
ENR-142525	ENR	Brandon Long	1968-01-17	UHC-80661-39	8424375711	2256 Desert Sky Blvd, Fresno, CA, 93749	0.72	Two-digit birth year Gender normalised
CLM-425637	CLM	Margaret Vgea	1938-05-15	—	—	8191 Grand Ave, Las Vegas, NV	0.72	Two-digit birth year ZIP missing
CLM-404911	CLM	Bruce Ferguson	1977-04-10	UHC-65891-58	—	—	0.72	Two-digit birth year Phone missing area code
CLM-410921	CLM	Mary Morales	1998-04-27	UHC-10683-37	9196515365	738 Broadway, Sacramento, CA, 95819	0.72	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-128522	ENR	Jacqueline Hicks	1938-03-12	UHC-68514-41	3807367879	9011 Cedar Ln, Columbus, OH, 43214	0.72	Two-digit birth year SSN last four extracted
ENR-129673	ENR	Russell Barnes	1983-08-21	UHC-92581-69	8248185713	4979 Hillcrest Rd, Nashville, TN, 37226	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-104301	ENR	Arthur Bailey	1961-04-15	UHC-42737-39	4364073249	5113 Valley View Dr, Dallas, TX, 75283	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-57489	TPA	Sarah Banks	1980-10-22	—	5929922729	3771 Lincoln Way, Houston, TX, 77001	0.74	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
PRV-22371	PRV	Alan N Daniels	2007-02-25	—	2799162449	8140 Willow Ct, Gilbert, AZ, 85259	0.74	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-28577	PRV	Natalie O Rios	1962-12-13	—	4238112457	8638 Broadway, Tucson, AZ, 85787	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
PRV-26805	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-108271	ENR	Emily Cruz	2006-02-24	UHC-88304-23	7376475456	9514 Spring St, Mesa, AZ, 85245	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-126434	ENR	Thomas Holmes	1997-12-19	UHC-36255-33	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
PRV-24740	PRV	Charles V Murphy	1953-02-10	UHC-98759-52	3086765729	2992 Market St, Seattle, WA, 98162	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-107814	ENR	Keith Z Willis	1946-06-07	UHC-74143-65	2788415730	8299 Willow Ct, San Diego, CA, 92187	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-27037	PRV	Jose Nelson	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-420242	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135287	ENR	Kevin Gonzallez	1943-11-27	UHC-63413-26	4903815909	3985 Broadway, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-53932	TPA	Jason King	1996-04-09	—	8849268391	5932 Central Ave, Sacramento, CA, 95865	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-20461	PRV	Martha G Carter	1989-09-22	—	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-136485	ENR	Cheryl Stephens	1972-06-18	UHC-55529-33	7867815082	176 Washington St, Mesa, AZ, 85258	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-407496	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
PRV-28786	PRV	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-420099	CLM	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-105396	ENR	Priya Owens	1988-02-28	UHC-20718-49	8955283892	4814 Sage Ct, San Antonio, TX, 78278	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-416682	CLM	Kayla S Muray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ, 85295	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-119358	ENR	Emily Matthews	1969-03-01	UHC-29986-98	8814758885	7506 Indian School Rd, Houston, TX, 77060	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-20304	PRV	Brandon Duncan	1940-09-27	UHC-13760-68	7486564965	5044 Market St, Scottsdale, AZ, 85242	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-431384	CLM	Stephen Mason	1947-02-10	UHC-44082-35	3455110924	5786 Church St, Austin, TX, 78721	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-126582	ENR	Kile M Moore	1984-03-11	UHC-18856-78	7619379297	870 Indian School Rd, Orlando, FL, 32805	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-130435	ENR	Keitth Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more

6,661 rows, page 102 of 134Previous Next