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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113177	ENR	Patrick E Peters	1944-02-03	UHC-27180-63	—	3967 Willow Ct, Glendale, AZ, 85346	0.82	City re-cased Gender normalised Placeholder values cleared
ENR-102000	ENR	Robert G Peters	1954-03-06	UHC-86241-89	8625450027	6003 Mesa Dr, Mesa, AZ, 85233	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-105154	ENR	Amanda O Hanson	1940-10-01	UHC-41746-09	3558353874	4271 Park Pl, Denver, CO, 80288	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-123546	ENR	Hayes M Valentina	1952-04-28	UHC-86120-56	2417407827	6380 Washington St, Scottsdale, AZ, 85229	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-102549	ENR	Hiroshi T Fernandez	1973-01-13	UHC-59776-49	7935261911	3023 Church St, Tampa, FL, 33630	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-130814	ENR	Jason H Flores	1986-04-25	UHC-47912-69	7102945551	2046 Oak St, Atlanta, GA, 30364	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-127164	ENR	Michael C Pierce	1992-03-04	UHC-60874-56	3454479000	1979 Sage Ct, Atlanta, GA, 30339	0.82	Name re-cased Phone reformatted Gender normalised
ENR-107358	ENR	Heather Q Lynch	1984-10-23	UHC-94721-73	7465886054	8760 Church St, Fresno, CA, 93719	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-102436	ENR	Gabriel Hansno	1981-07-24	UHC-35795-37	8286453056	6139 Highland Ave, Fresno, CA, 93780	0.82	Name re-cased Phone reformatted Gender normalised
ENR-104809	ENR	Blily Weber	1989-01-02	UHC-14482-44	—	3418 Indian School Rd, Los Angeles, CA, 90086	0.82	State code upper-cased Gender normalised Placeholder values cleared
ENR-126838	ENR	Aisha B Cooper	1962-03-06	UHC-51109-49	8257143272	7175 Broadway, Denver, CO, 80200	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-107921	ENR	Noah K White	1983-01-12	UHC-04187-48	2415693238	9266 Lincoln Way, Sacramento, CA, 95853	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-101487	ENR	Santiago Anderson	1990-09-27	UHC-31051-13	3016255019	21 Main St, Glendale, AZ, 85366	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-132700	ENR	Jerry Alvarez	1978-10-20	UHC-83756-69	8107741062	3754 Lake View Rd, Nashville, TN, 37278	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-111050	ENR	Ralph Z Graham	1981-01-27	UHC-10242-73	4014409012	3792 Palm Dr, San Diego, CA, 92127	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-121612	ENR	Virginia Morgan	1998-09-03	UHC-03695-08	—	337 Elm St, Mesa, AZ, 85252	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-134855	ENR	Isabella Lopez	1942-02-10	UHC-11066-76	6059015188	2688 Maple Ave, Nashville, TN, 37280	0.82	Name re-cased Date of birth reformatted Gender normalised
ENR-133477	ENR	Shirley Price	1995-09-17	UHC-74361-22	5115853654	1106 Park Pl, Gilbert, AZ, 85257	0.82	Name re-cased Phone reformatted Gender normalised
ENR-122670	ENR	William I Stewart	1961-07-10	UHC-93919-22	6522388424	8811 Sage Ct, Scottsdale, AZ, 85247	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-114147	ENR	Omar Morris	1973-10-01	UHC-03983-33	—	4409 Hillcrest Rd, Fresno, CA, 93766	0.82	Email lower-cased Gender normalised Whitespace trimmed
ENR-117504	ENR	Evelyn Moore	1940-10-11	UHC-51694-74	—	7696 Apache Blvd, Eden Prairie, MN, 55341	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-108712	ENR	William Vasquez	1939-01-24	UHC-36379-12	4555269205	3942 Union St, Minneapolis, MN, 55411	0.82	Name re-cased Phone reformatted Gender normalised
ENR-119498	ENR	George D Tucker	1949-08-13	UHC-94578-66	—	6816 Highland Ave, Houston, TX, 77090	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-112957	ENR	Brittany Richardson	1997-10-05	UHC-79106-17	5088088204	7009 Bayshore Dr, Minneapolis, MN, 55482	0.82	Name re-cased Date of birth reformatted Gender normalised
ENR-140774	ENR	Sean V Edwards	1986-06-01	UHC-81044-89	—	2719 Broadway, Miami, FL, 33155	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-124402	ENR	Larry Z Bailey	1990-01-17	UHC-44618-91	4795542701	7455 Cedar Ln, Austin, TX, 78788	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-113715	ENR	Brian Z Allen	1978-07-14	UHC-23222-19	8474989557	5898 Washington St, Glendale, AZ, 85348	0.82	Name re-cased Phone reformatted Gender normalised
ENR-131523	ENR	Mark Espinoza	1948-06-23	UHC-64946-78	6428688761	6788 Ocean Ave, Mesa, AZ, 85259	0.82	Name re-cased Phone reformatted Gender normalised
ENR-137731	ENR	Elizabeth Rose	2006-10-22	UHC-27150-81	3863457873	4365 Baseline Rd, San Antonio, TX, 78235	0.82	Phone reformatted City re-cased Gender normalised
ENR-104537	ENR	Melissa V Pakrer	1965-05-11	UHC-94575-53	8563266440	4833 Desert Sky Blvd, Charlotte, NC, 28272	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-140553	ENR	Roger Chhavez	1971-05-02	—	5388543540	6965 Broadway, Miami, FL, 33159	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142304	ENR	Lucia B Bennett	1963-04-13	UHC-72501-91	9665121701	3126 Indian School Rd, Tampa, FL, 33662	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-105183	ENR	Daniel C White	1994-09-26	UHC-97483-98	5892566072	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-124703	ENR	Andrew V Payne	1954-12-26	UHC-47940-21	—	1487 Apache Blvd, Glendale, AZ, 85378	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-138340	ENR	Hiroshi Holms	1973-11-23	UHC-68961-71	2453315281	1266 Lincoln Way, Phoenix, AZ, 85051	0.82	Name re-cased Phone reformatted Gender normalised
ENR-134365	ENR	Betty Carlson	1976-07-15	UHC-37435-02	5863559281	5900 Meadow Ln, Charlotte, NC, 28210	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-114567	ENR	Luis Garcia	1978-11-12	UHC-82957-73	2956216787	—	0.82	Name re-cased Phone reformatted Gender normalised
ENR-103592	ENR	Jennifer Scott	1959-10-05	UHC-50004-65	2347682656	2509 Hillcrest Rd, Miami, FL, 33165	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-119061	ENR	Ryan Q Bennett	1978-08-16	UHC-20002-87	—	9293 Baseline Rd, Seattle, WA, 98195	0.82	City re-cased Gender normalised Placeholder values cleared
ENR-100771	ENR	Jenny N Mitchell	1971-12-03	UHC-08253-31	8836111236	3633 Ridge Rd, Glendale, AZ, 85313	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-136611	ENR	Rebecca N Wheeler	1972-02-16	UHC-31567-60	3902135335	37 Willow Ct, Seattle, WA, 98118	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-103253	ENR	Gerald A Burke	1942-01-26	UHC-39249-45	3806075954	5653 Jefferson Ave, Gilbert, AZ, 85262	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-125247	ENR	Janet Ortega	1966-08-01	UHC-87790-06	7148406661	1143 Park Pl, Plano, TX, 75062	0.82	Name re-cased Phone reformatted Gender normalised
ENR-108579	ENR	Stevens I Katherine	1952-12-20	UHC-93932-26	4288755375	7115 Apache Blvd, Jacksonville, FL, 32255	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-123015	ENR	Dick R Cunningham	2005-08-05	UHC-71598-98	6869866448	7394 Broadway, Nashville, TN, 37211	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-128382	ENR	Abigail D Torres	1988-06-24	UHC-35330-66	7023767456	4342 Washington St, Seattle, WA, 98183	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-136787	ENR	Charles Lynch	1942-12-21	UHC-82241-22	5698153582	9784 Park Pl, Tempe, AZ, 85202	0.82	Name re-cased City re-cased Gender normalised
ENR-140607	ENR	Jose Pena	1972-04-18	UHC-68169-21	3673780961	1513 Indian School Rd, Los Angeles, CA, 90056	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-113293	ENR	Mary N Russell	1942-12-23	UHC-42213-42	3094205832	6848 Jefferson Ave, Las Vegas, NV, 89179	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-123896	ENR	Jessica M Boyd	1977-11-15	UHC-79586-37	5289719406	602 Cedar Ln, Denver, CO, 80297	0.82	Phone reformatted City re-cased Gender normalised

7,326 rows, page 140 of 147Previous Next