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 “Phone reformatted”, junk only, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408818	CLM	—Junk	1967-12-27	—	7705529903	4392 Elm St, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402072	CLM	—Junk	2002-08-25	—	6695645536	—	0.64	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+2 more
ENR-117601	ENR	—Junk	1955-09-11	UHC-31677-40	5614516157	1438 Spring St, Houston, TX, 77023	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115022	ENR	Virrginia TJunk	1950-01-25	UHC-50653-70	7482726254	4695 Market St, Los Angeles, CA, 90035	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134246	ENR	PJunk	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-115995	ENR	BJunk	1938-01-16	UHC-99688-07	4662553930	1739 Cedar Ln, Tampa, FL, 33669	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411891	CLM	RyanJunk	1965-12-23	UHC-60653-85	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117460	ENR	—Junk	1950-04-26	UHC-72427-35	4664492461	6655 Elm St, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-122390	ENR	JudyJunk	2005-11-10	UHC-30219-86	8574103686	3662 Maple Ave, Fresno, CA, 93797	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124889	ENR	Hether XJunk	1986-11-05	UHC-80866-77	8963722273	3112 Grand Ave, Orlando, FL, 32823	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141209	ENR	Bradley HJunk	1967-06-08	UHC-08456-54	2419496475	553 Highland Ave, San Diego, CA, 92129	0.66	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-137001	ENR	—Junk	1972-02-02	UHC-11771-53	5497566064	3973 Union St, Jacksonville, FL, 32200	0.66	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138498	ENR	OJunk	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared+1 more
TPA-53388	TPA	Alice EJunk	1950-07-12	—	8735422059	6473 Central Ave, Los Angeles, CA, 90044	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
CLM-404435	CLM	CharlotteJunk	1981-10-02	UHC-46549-70	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-413691	CLM	DianeJunk	1996-07-02	UHC-87387-07	6124357656	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22387	PRV	KimberlyJunk	1993-05-03	UHC-01765-28	7988648692	4122 Market St, Dallas, TX, 75257	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
TPA-60877	TPA	VincentJunk	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-131924	ENR	—Junk	1969-04-08	UHC-67629-21	2869082940	95 Maple Ave, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-115916	ENR	—Junk	1972-02-26	UHC-22368-01	6067060238	3469 Park Pl, Tampa, FL, 33622	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115832	ENR	JerryJunk	1993-04-23	UHC-13518-62	6648045127	3258 Baseline Rd, Charlotte, NC, 28259	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20439	PRV	Benjamin BJunk	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-125532	ENR	—Junk	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr, Tempe, AZ, 85259	0.66	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53505	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-53504	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
ENR-112095	ENR	MJunk	1973-10-03	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116931	ENR	—Junk	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave # 803, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared+1 more
CLM-401579	CLM	LisaJunk	1947-01-24	—	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-412818	CLM	LisaJunk	1985-07-09	UHC-46841-84	4594449792	33 Grand Ave, Gilbert, AZ, 85256	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-107681	ENR	FJunk	1992-05-19	UHC-36150-61	4604583191	3691 Lincoln Way, Minneapolis, MN, 55469	0.66	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
ENR-104430	ENR	Elijah YJunk	1998-08-01	UHC-03448-16	2913653384	5442 Desert Sky Blvd, Denver, CO, 80244	0.66	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410903	CLM	RaymondJunk	1998-12-22	—	2735417288	5942 Church St, Las Vegas, NV	0.68	Phone reformatted ZIP missing Placeholder values cleared No usable name (quarantined)
ENR-126042	ENR	—Junk	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr, Minneapolis, MN, 55427	0.68	Phone reformatted Street suffix standardised Address re-cased No usable name (quarantined)
PRV-25555	PRV	KJunk	2001-03-24	UHC-80415-30	5789416159	—	0.68	Two-digit birth year Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-26388	PRV	SantiagoJunk	1972-01-21	—	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.68	Phone reformatted State name converted to code Placeholder values cleared No usable name (quarantined)
ENR-106700	ENR	RJunk	2007-10-14	UHC-62604-42	7694062116	4464 Ridge Rd, Seattle, WA, 98162	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased No usable name (quarantined)
CLM-426721	CLM	GeorgeJunk	—	—	7047922841	—	0.68	Date of birth missing Phone reformatted Placeholder values cleared No usable name (quarantined)
TPA-53622	TPA	—Junk	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.68	Phone reformatted City re-cased ZIP+4 trimmed No usable name (quarantined)
TPA-61999	TPA	—Junk	1960-03-21	—	9596542063	—	0.68	Date of birth reformatted Phone reformatted Gender normalised No usable name (quarantined)
ENR-128583	ENR	—Junk	1948-02-14	UHC-66835-69	8017159319	4017 Palm Dr, Orlando, FL, 32896	0.68	Phone reformatted Street suffix standardised Address re-cased 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-109644	ENR	VJunk	1983-02-19	UHC-44572-22	4457481021	296 Washington St, Jacksonville, FL, 32228	0.68	Phone reformatted SSN last four extracted Placeholder values cleared No usable name (quarantined)
ENR-130786	ENR	BJunk	1951-04-18	UHC-30141-52	9079492053	1592 Camelback Rd, Sacramento, CA, 95827	0.68	Phone reformatted Gender normalised Plan code upper-cased No usable name (quarantined)
ENR-124350	ENR	—Junk	1941-04-09	UHC-96615-50	7256009301	7589 Mountain View Dr, Charlotte, NC, 28247	0.70	Phone reformatted State name converted to code 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
PRV-21016	PRV	CarlosJunk	1951-12-17	UHC-94148-09	3845930105	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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
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

254 rows, page 4 of 6Previous Next