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-117542	ENR	Jrry Sandoval	1996-07-10	UHC-15546-21	6985390081	5046 Maple Ave, Minneapolis, MN, 55429	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-110501	ENR	Natalie Pierce	1939-01-28	UHC-27805-98	4897909735	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-126428	ENR	Shirley Green	1983-09-17	UHC-09476-10	5276078623	9877 Maple Ave, Nashville, TN, 37213	0.80	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised
ENR-133648	ENR	Mei U Pena	1942-04-22	UHC-45080-77	8919462267	2205 Sunset Blvd, Fresno, CA, 93748	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
ENR-113485	ENR	Dorothy Myers	1939-10-14	UHC-27295-92	7315410992	7232 Lincoln Way, Chandler, AZ, 85252	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-102931	ENR	Lauren U Guzman	1969-10-09	UHC-74677-14	8047247512	6579 Bayshore Dr, Dallas, TX, 75281	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-124742	ENR	Kyle D Dominguez	1991-07-17	UHC-67063-37	7159392477	8407 Broadway, San Diego, CA, 92189	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-132052	ENR	Martha Daniels	1943-10-24	UHC-50380-92	9336699964	5264 Union St, Las Vegas, NV, 89121	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
ENR-117522	ENR	Bruce H Murray	1993-10-11	UHC-95825-79	2893072986	2873 Highland Ave, Minneapolis, MN, 55438	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-134512	ENR	Natalie D Le	2004-06-24	UHC-92405-09	5064778317	2037 Willow Ct, Denver, CO, 80254	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-134513	ENR	Natalie D Le	2004-06-24	UHC-92405-09	5064778317	2037 Willow Ct, Denver, CO, 80254	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-120604	ENR	Charles Matthews	1952-05-12	UHC-71368-12	4623118794	8323 Market St, Los Angeles, CA, 90080	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-119207	ENR	Denise Roberts	1972-02-15	UHC-19669-31	8075736788	5846 Indian School Rd, Houston, TX, 77037	0.80	Phone reformatted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-114564	ENR	Sean B Perry	1972-10-05	UHC-95752-06	7489232391	8590 Jefferson Ave, Chandler, AZ, 85206	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-129884	ENR	Benjamin M Murphy	1945-01-27	UHC-18865-86	9616744928	5078 Forest Ave, Orlando, FL, 32832	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-118601	ENR	Randy B Thompson	1990-06-08	UHC-77740-15	5409212139	3423 Maple Ave, San Diego, CA, 92127	0.80	Name re-cased Phone reformatted State code upper-cased Gender normalised
ENR-118458	ENR	James Price	1977-12-26	UHC-96632-86	2988142676	5803 Mountain View Dr, Columbus, OH, 43224	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-132592	ENR	Olivia U Anderrson	1994-04-26	UHC-67941-30	5836068495	4735 Oak St, Columbus, OH, 43267	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-132591	ENR	Olivia U Anderrson	1994-04-26	UHC-67941-30	5836068495	4735 Oak St, Columbus, OH, 43267	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-120013	ENR	Justin V Ramirez	1986-11-23	UHC-79273-51	5684645075	6629 Lincoln Way, Fresno, CA, 93707	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115450	ENR	Virginia E Kelley	1943-09-03	UHC-83659-27	2712190202	830 Baseline Rd, Plano, TX, 75015	0.80	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed
ENR-129165	ENR	Andrew Gerrero	2003-06-07	UHC-33430-25	6443933102	3697 Broadway, Austin, TX, 78711	0.80	Date of birth reformatted Phone reformatted Address re-cased Gender normalised
ENR-129775	ENR	Raymond Moore	1977-10-27	UHC-82903-49	7853494733	4565 Sunset Blvd, San Diego, CA, 92148	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-105794	ENR	Kim W Young	1999-01-18	UHC-25960-65	5995743081	1631 Main St, Jacksonville, FL, 32286	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-107896	ENR	Joshua B Marshall	1942-02-26	UHC-44961-96	3219382539	8078 Canyon Rd, Mesa, AZ, 85266	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-107897	ENR	Joshua B Marshall	1942-02-26	UHC-44961-96	3219382539	8078 Canyon Rd, Mesa, AZ, 85266	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-131091	ENR	Amy Warren	1940-12-08	UHC-88904-38	7503852602	8408 Palm Dr, Columbus, OH, 43208	0.80	Date of birth reformatted Phone reformatted City re-cased Gender normalised
ENR-104794	ENR	Anna Young	1998-12-02	UHC-60868-33	9774455073	827 Grand Ave, Los Angeles, CA, 90029	0.80	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed
ENR-130866	ENR	Kevin O Singh	1994-08-20	UHC-44191-84	6593986444	8045 Broadway, Mesa, AZ, 85252	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-116735	ENR	Jose P Bryant	1974-02-01	UHC-24385-05	5919765784	7395 Harbor Blvd, San Antonio, TX, 78238	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-120034	ENR	Nathan C Chavez	1972-06-12	UHC-16858-20	7104754242	8472 Lincoln Way, Eden Prairie, MN, 55323	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-124335	ENR	Bobby J Munoz	1963-06-04	UHC-04251-58	7807025495	1341 Palm Dr, Miami, FL, 33196	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-113490	ENR	Dylan Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
ENR-114370	ENR	Robert I Guzman	1939-02-28	UHC-51303-04	4879569196	8278 Union St, Tucson, AZ, 85795	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-105802	ENR	Deniise Bailey	1985-08-04	UHC-03319-04	3547644136	463 Cedar Ln, Tampa, FL, 33636	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132096	ENR	Barbara Bell	1978-10-25	UHC-53380-72	5579080129	9869 Lincoln Way, Miami, FL, 33119	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-117299	ENR	Kayla Bennett	1990-07-24	UHC-75446-90	—	4497 Ridge Rd, Glendale, AZ, 85367	0.80	Name re-cased City re-cased Email lower-cased Gender normalised
ENR-129213	ENR	Jeremy D Richads	1952-10-11	UHC-56171-40	9487849432	2676 Highland Ave, Tempe, AZ, 85293	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124850	ENR	Omar Lee	1956-02-14	UHC-17270-62	2693595840	348 Palm Dr, Jacksonville, FL, 32252	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124849	ENR	Omar Lee	1956-02-14	UHC-17270-62	2693595840	348 Palm Dr, Jacksonville, FL, 32252	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141086	ENR	Bruce Rodriguez	1960-10-12	UHC-81012-41	—	8269 Market St, Mesa, AZ, 85221	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109562	ENR	Zachary Hughes	1988-02-18	UHC-96105-20	9092949321	4613 Canyon Rd, Seattle, WA, 98121	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-125692	ENR	Frances Perkins	1965-11-23	UHC-37725-45	4526742833	7887 Bayshore Dr, Eden Prairie, MN, 55338	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-100393	ENR	Alan Herrera	1946-03-09	UHC-14048-79	2215403363	6548 Sunset Blvd, Columbus, OH, 43272	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-115599	ENR	Madison Ramirez	1941-05-02	UHC-65687-99	8866728022	4561 Mesa Dr, Minneapolis, MN, 55450	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-107025	ENR	Adam Spencer	1959-01-01	UHC-67983-85	2167382345	8509 Mesa Dr, Columbus, OH, 43280	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-129894	ENR	Jerry X Cruz	1948-01-14	UHC-00052-35	7455791191	5501 Meadow Ln, Dallas, TX, 75298	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-133095	ENR	Camila I Mendez	1981-11-09	UHC-74512-40	4239379095	7570 Ocean Ave, Houston, TX, 77056	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-131176	ENR	Megan K Mendoza	1973-10-04	UHC-11350-97	3755144219	1249 Main St, Seattle, WA, 98120	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-100703	ENR	Mariana Martin	1994-04-28	UHC-50516-27	9143067807	6957 Desert Sky Blvd, Phoenix, AZ, 85040	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised

7,326 rows, page 128 of 147Previous Next