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

Enrollment, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120376	ENR	Natalie V Wilson	2007-08-19	UHC-23648-90	—	3918 Broadway, Tempe, AZ	0.80	Address re-cased City re-cased ZIP missing Email lower-cased
ENR-139401	ENR	Marcus D Carroll	1960-07-21	UHC-11251-99	2376528404	3801 Mesa Dr, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-128296	ENR	Arthur M Meyre	1992-04-20	UHC-52180-35	7442339526	8834 Jefferson Ave, Gilbert, AZ	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-129284	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-112382	ENR	Harold Daniels	2007-11-13	UHC-82658-55	5383983418	3445 Canyon Rd, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-120949	ENR	Charles J Ray	1951-09-17	UHC-94243-94	3932657271	8897 Ridge Rd, Nashville, TN	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-136677	ENR	Ruth Jones	1983-03-16	UHC-19292-41	4379921122	5065 Sage Ct, Fresno, CA	0.80	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing
ENR-129974	ENR	Alexis W Parker	1988-11-26	UHC-53530-87	4048602689	2479 Harbor Blvd, Austin, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Email lower-cased
ENR-118423	ENR	Arjun Hudson	1938-06-17	UHC-28802-41	3532757110	9487 Lake View Rd, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed
ENR-113084	ENR	Roy Peterson	1968-01-12	UHC-00753-71	8686622624	6642 Broadway, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-117326	ENR	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-115368	ENR	Jack Fox	1992-12-01	UHC-34779-09	9334182491	8226 Camelback Rd, Columbus, OH	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-104994	ENR	Elijah Clark	1940-07-02	UHC-78663-31	9029400104	40 Oak St, Orlando, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-131661	ENR	Roy Campbell	1965-02-19	UHC-44341-02	—	4888 Union St, Phoenix, AZ	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-110915	ENR	Denise C Sinngh	1941-07-20	UHC-41176-41	—	3502 Park Pl, Jacksonville, FL	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-127447	ENR	Isabella Q Perkins	1973-04-10	UHC-70483-93	8794934207	3173 Valley View Dr, Jacksonville, FL	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
ENR-102840	ENR	Kevin Garcia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-134907	ENR	Billy Vargas	1979-06-16	UHC-78702-65	8096138191	1933 Maple Ave, Tempe, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-134906	ENR	Billy Vargas	1979-06-16	UHC-78702-65	8096138191	1933 Maple Ave, Tempe, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-121018	ENR	Mei O Gutierrez	1938-05-20	UHC-84866-69	5312188266	1135 Pine Dr, Jacksonville, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-106728	ENR	Carol W Fishar	1991-11-18	UHC-37873-37	8314067611	5545 Park Pl, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137930	ENR	Russell M Evans	1983-11-13	UHC-22065-13	8488345530	9073 Park Pl, Seattle, WA	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-127274	ENR	Sue Q Vaqzuez	2005-09-06	UHC-65517-83	7918100949	4082 Camelback Rd, Minneapolis, MN	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-135580	ENR	Steven N Welch	2002-11-08	—	8193149122	4193 Market St, Los Angeles, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-117603	ENR	Tyler X Dominguez	1982-11-27	UHC-61632-38	9122885514	7545 Canyon Rd, Nashville, TN	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-112741	ENR	William Q Robertson	2001-07-05	UHC-09716-52	2898298506	4166 Pine Dr, Gilbert, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-130854	ENR	Peter Y Hernandez	1986-02-20	UHC-11079-43	8894600573	7574 Baseline Rd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-125583	ENR	Peter Fields	1951-08-26	UHC-22629-71	3975399393	3175 Jefferson Ave, Eden Prairie, MN	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-114166	ENR	Lucia F Edwards	1970-06-17	UHC-42348-35	4374751530	6382 Jefferson Ave, Dallas, TX	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-124978	ENR	Robert Hamilton	1945-06-04	UHC-63183-12	6295378477	4834 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-126975	ENR	Sophia Le	2000-04-12	UHC-07226-46	7436655837	3641 Forest Ave, Dallas, TX	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP missing
ENR-118483	ENR	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St, Phoenix, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100954	ENR	Larry Contreras	1982-04-15	UHC-12711-13	5988309403	5780 Lincoln Way, Tempe, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-126081	ENR	Fatima W Reed	1985-08-22	UHC-50785-10	4962488328	7651 Sage Ct, Minneapolis, MN	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-106620	ENR	Christine X Kelly	1951-10-08	UHC-16902-14	4626658256	1310 Main St, Atlanta, GA	0.80	Name re-cased State code upper-cased ZIP missing Whitespace trimmed
ENR-120414	ENR	Angela Ward	2002-06-15	UHC-52024-35	5657977987	4207 Palm Dr, San Antonio, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-138476	ENR	Janet B Myers	1976-03-26	UHC-34234-73	3436329039	1433 Jefferson Ave, Jacksonville, FL	0.80	Name re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-104976	ENR	Susan B Kim	1987-02-04	UHC-90882-73	9385723040	9058 Camelback Rd, Minneapolis, MN	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-122533	ENR	Jennifer Jimenez	1953-04-09	UHC-61935-26	6434196820	2631 Desert Sky Blvd, Phoenix, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-130307	ENR	Santiago O Foster	1987-03-15	UHC-08857-93	7864705098	6861 Ridge Rd, Eden Prairie, MN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-128357	ENR	Kathleen Lynch	1979-09-21	UHC-39030-53	2289098244	7652 Sage Ct, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-109744	ENR	Keith Vazquze	1987-09-11	UHC-87562-79	6329315897	764 Camelback Rd, Charlotte, NC	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-131738	ENR	Katherine J Cox	2008-07-13	UHC-99478-30	4399238866	1424 Market St, Minneapolis, MN	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-103255	ENR	Alexis Duncan	1974-05-28	UHC-03463-23	8952710364	2572 Union St, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-100993	ENR	Carolyn D Anderson	1946-03-07	UHC-16813-73	5865068640	2764 Market St, Plano, TX	0.80	Name re-cased City re-cased State code upper-cased ZIP missing
ENR-128409	ENR	Luis Q Dominguez	1998-11-25	UHC-35367-03	9026851946	5547 Baseline Rd, Plano, TX	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
ENR-111411	ENR	Ana Ray	2008-03-10	UHC-26901-32	7314391317	467 Harbor Blvd, Atlanta, GA	0.80	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed
ENR-135935	ENR	Scott Z Mitchell	1975-02-20	UHC-11269-08	7735492511	9701 Main St, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-126887	ENR	Maria R Marshall	1961-02-19	UHC-73511-04	2403423474	5013 Forest Ave, Las Vegas, NV	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-118698	ENR	Gabriel B Roberts	1981-03-20	UHC-70715-12	8414750467	5611 Maple Ave, Nashville, TN	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed

3,340 rows, page 61 of 67Previous Next