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 “Whitespace trimmed”, junk only, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118000	ENR	Betty EJunk	1943-11-15	UHC-98440-29	6474098238	1999 Meadow Ln, Seattle, WA, 98197	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
ENR-129051	ENR	Julia EJunk	—	UHC-52748-06	3265332372	4899 Elm St, Tampa, FL, 33640	0.68	Date of birth unreadable Phone reformatted Whitespace trimmed No usable name (quarantined)
ENR-107421	ENR	Aaron ZJunk	1994-08-21	UHC-70735-55	7404310654	3158 Elm St, Tucson, AZ, 85742	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
PRV-22544	PRV	DorisJunk	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-132430	ENR	BJunk	1951-09-02	UHC-52134-96	5596133325	—	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+3 more
ENR-105959	ENR	RachelJunk	1954-08-12	UHC-44054-68	6135367989	2152 Oak St, Orlando, FL, 32871	0.76	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+2 more
TPA-55534	TPA	KathleenJunk	2001-01-26	—	4949725027	7643 Highland Ave, Miami, FL, 33193	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-113348	ENR	QJunk	1994-11-06	UHC-15235-11	6353217120	4333 Spring St, Atlanta, GA, 30351	0.76	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+2 more
CLM-418136	CLM	Arjun XJunk	1978-11-24	UHC-32380-64	7484410765	5957 Elm St, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+2 more
CLM-430070	CLM	LawrenceJunk	1971-02-10	UHC-12016-65	9539432023	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
PRV-23692	PRV	Christina MJunk	1954-09-19	UHC-81624-09	4422218009	6995 Pine Dr, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
CLM-419256	CLM	—Junk	2001-06-20	UHC-49869-26	—	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-125528	ENR	Wei EJunk	1954-08-09	UHC-50630-18	9302993194	7711 Lincoln Way, Orlando, FL, 32886	0.78	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21035	PRV	QJunk	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
TPA-63919	TPA	BrittanyJunk	1968-01-08	—	—	—	0.78	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared+1 more
TPA-63918	TPA	BrittanyJunk	1968-01-08	—	—	—	0.78	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared+1 more
CLM-413406	CLM	—Junk	1960-05-26	UHC-40615-31	2306384043	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
TPA-50492	TPA	—Junk	2001-05-09	UHC-12085-61	—	5526 Central Ave, Los Angeles, CA, 90072	0.78	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-139141	ENR	Helen PJunk	2004-10-06	UHC-93664-40	9862529559	3435 Bayshore Dr, Fresno, CA, 93739	0.78	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-20498	PRV	PamelaJunk	1975-11-08	—	4529523413	—	0.78	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
ENR-130384	ENR	Mark DJunk	1950-01-25	UHC-83933-09	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.78	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-123721	ENR	—Junk	1951-03-08	UHC-57959-42	7386649942	1939 Mountain View Dr, Chandler, AZ, 85227	0.78	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
CLM-415193	CLM	—Junk	2000-07-23	UHC-83160-56	4123761973	1425 Valley View Dr, Sacramento, CA, 95878	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-402355	CLM	—Junk	2006-05-10	UHC-93207-47	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-114673	ENR	Cynthia YJunk	1955-08-15	UHC-26200-01	9252421827	5537 Hillcrest Rd, Tampa, FL, 33652	0.80	Date of birth reformatted Member ID reformatted Whitespace trimmed No usable name (quarantined)
CLM-430123	CLM	NahJunk	1996-09-01	UHC-77645-77	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-401046	CLM	—Junk	1972-11-04	—	5147272912	—	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-405242	CLM	Hiroshi PJunk	1975-12-15	UHC-42657-99	5383151912	—	0.80	Phone reformatted Email lower-cased Whitespace trimmed No usable name (quarantined)
CLM-402161	CLM	SamanthaJunk	1995-06-23	UHC-22982-65	—	—	0.80	Name re-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-119654	ENR	BenjamynJunk	1980-06-23	UHC-74433-78	9464555695	7408 Sage Ct, Gilbert, AZ, 85210	0.80	Phone reformatted Email lower-cased Whitespace trimmed No usable name (quarantined)
ENR-125416	ENR	Vincent EJunk	1962-10-27	UHC-92478-19	3148504446	4569 Oak St, Chandler, AZ, 85208	0.80	City re-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
TPA-56219	TPA	Christian UJunk	1942-03-18	—	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-414745	CLM	—Junk	1997-01-21	UHC-60808-71	2649534678	—	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-421927	CLM	—Junk	1980-01-13	UHC-14586-30	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-405271	CLM	SantiagoJunk	1962-03-21	UHC-47513-59	—	59 Washington St, Tempe, AZ, 85217	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-415088	CLM	—Junk	1958-01-03	UHC-25527-15	7282108827	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-108660	ENR	EJunk	1982-03-14	UHC-83692-92	7723040856	3165 Central Ave, Gilbert, AZ, 85245	0.80	Phone reformatted Plan code upper-cased Whitespace trimmed No usable name (quarantined)
ENR-128038	ENR	—Junk	1993-11-21	UHC-84997-92	2684374623	5506 Broadway, Las Vegas, NV, 89166	0.80	Date of birth reformatted Phone reformatted Whitespace trimmed No usable name (quarantined)
ENR-135476	ENR	ChristinaJunk	1942-03-08	UHC-75863-44	5424481134	8964 Maple Ave, Charlotte, NC, 28230	0.80	Phone reformatted City re-cased Whitespace trimmed No usable name (quarantined)
CLM-421339	CLM	—Junk	1982-02-05	—	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-105769	ENR	RaymondJunk	1952-03-09	UHC-79674-32	—	6547 Sunset Blvd, Columbus, OH, 43276	0.80	State code upper-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-427167	CLM	JohnJunk	1969-04-10	UHC-98605-67	—	—	0.80	Name re-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
PRV-23413	PRV	DorothyJunk	1945-01-19	UHC-03800-59	5283984440	—	0.80	Member ID reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-107463	ENR	JeanJunk	1956-01-22	UHC-32569-14	8729368152	—	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-125406	ENR	AJunk	2005-07-19	UHC-11787-31	5485489458	872 Willow Ct, Las Vegas, NV, 89105	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-118141	ENR	—Junk	1975-03-14	UHC-69692-68	8089092634	3989 Canyon Rd, Atlanta, GA, 30345	0.80	Phone reformatted City re-cased Whitespace trimmed No usable name (quarantined)
ENR-104026	ENR	George VJunk	1970-12-10	UHC-58119-10	5762692209	—	0.80	Phone reformatted Email lower-cased Whitespace trimmed No usable name (quarantined)
ENR-109013	ENR	—Junk	1998-04-14	UHC-77618-30	7448732430	1820 Market St, Mesa, AZ, 85244	0.80	City re-cased Email lower-cased Whitespace trimmed No usable name (quarantined)
ENR-141131	ENR	Valentina ZJunk	1963-07-07	UHC-41018-29	7808141056	9825 Park Pl, Miami, FL, 33109	0.80	Phone reformatted State code upper-cased Whitespace trimmed No usable name (quarantined)
ENR-138356	ENR	Grace YJunk	1939-10-05	UHC-88944-20	4417174547	1816 Meadow Ln, Chandler, AZ, 85261	0.82	Phone reformatted Whitespace trimmed No usable name (quarantined)

268 rows, page 5 of 6Previous Next