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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117098	ENR	Lawrence King	1953-12-26	UHC-52261-36	2084035748	569 Ridge Rd, Dallas, TX, 75296	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
ENR-124902	ENR	Kathleen C Salazar	1961-02-05	UHC-01997-43	4529954335	9016 Ocean Ave, Fresno, CA, 93733	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
ENR-105465	ENR	Kimberly J Richards	1996-01-17	UHC-41656-78	—	9111 Market St, Charlotte, NC, 28245	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-142763	ENR	Julie D Meedina	2004-05-05	UHC-60078-04	5222929624	7323 Apache Blvd, Austin, TX, 78743	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
ENR-124875	ENR	Kevin Wheeler	1946-04-21	UHC-17930-18	8429192611	6231 Broadway, Plano, TX, 75022	0.92	Address re-cased State code upper-cased Email lower-cased Placeholder values cleared
ENR-114930	ENR	Valentina Young	1949-12-11	UHC-34397-05	4905894663	3093 Hillcrest Rd, Tucson, AZ, 85746	0.92	Phone reformatted Member ID reformatted State code upper-cased Email lower-cased
ENR-138582	ENR	Lynch Alice	1989-07-03	UHC-35217-75	8942512439	6986 Baseline Rd, Mesa, AZ, 85276	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
ENR-103776	ENR	Dylan Ferguson	1993-06-26	UHC-34747-74	4665153799	9126 Maple Ave, Tempe, AZ, 85200	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-121575	ENR	Dennis C Romero	1952-02-04	UHC-59613-78	6066461898	6960 Indian School Rd, Gilbert, AZ, 85222	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-105918	ENR	Lorri G Fulleer	1975-05-05	UHC-05352-75	9618627114	1295 Mesa Dr, Tempe, AZ, 85266	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-137134	ENR	Jerry Perkins	1989-01-07	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
ENR-118505	ENR	Chris Garza	1981-10-08	UHC-88047-35	—	9802 Maple Ave, Columbus, OH, 43244	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-126445	ENR	Jason A Powell	1964-02-12	UHC-18174-80	4646937878	5736 Meadow Ln, Miami, FL, 33152	0.92	Name re-cased Member ID reformatted State code upper-cased Placeholder values cleared
ENR-104561	ENR	Tyler W Jackson	1948-07-16	UHC-45708-12	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.92	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed
ENR-137619	ENR	Russell Bell	1974-03-15	UHC-78466-19	—	2678 Broadway, Sacramento, CA, 95886	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140353	ENR	Mateo W Mejia	1973-07-18	UHC-54113-80	9359640967	6275 Mesa Dr, Nashville, TN, 37283	0.92	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased
ENR-100836	ENR	Harold E Martin	1989-10-04	UHC-22020-09	8902671945	1613 Highland Ave, Seattle, WA, 98125	0.92	Phone reformatted Member ID reformatted State code upper-cased Email lower-cased
ENR-106049	ENR	Donna Austin	1974-05-22	UHC-31337-79	2432841228	6301 Valley View Dr, Tucson, AZ, 85798	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
ENR-114941	ENR	Rebecca J Armstrong	1938-03-22	UHC-19886-09	3043019958	5018 River Rd, Jacksonville, FL, 32262	0.92	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased
ENR-106816	ENR	Joey Kennedy	1956-12-21	UHC-38071-28	3822690087	2817 Harbor Blvd, Tucson, AZ, 85763	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-109877	ENR	Kimberly C Wilson	1957-03-21	UHC-04566-83	4046710109	9786 Ocean Ave, Mesa, AZ, 85257	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-113209	ENR	Jose G Hawkins	1949-01-28	UHC-88472-34	—	9436 Mountain View Dr, Las Vegas, NV, 89170	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-139468	ENR	Dennis Mason	1966-10-24	UHC-72602-16	4672757285	3294 Lincoln Way, Orlando, FL, 32868	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
ENR-119611	ENR	Omar J Obrien	1961-08-10	UHC-65948-49	4699475047	8082 Highland Ave, Tucson, AZ, 85760	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-139196	ENR	Catherine Larson	1971-12-20	UHC-21179-85	6422852095	2721 Sunset Blvd, San Diego, CA, 92109	0.92	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed
ENR-116071	ENR	Frank Fller	1966-08-19	UHC-81474-66	2312416729	1651 Sage Ct, Seattle, WA, 98196	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
ENR-141090	ENR	Sharon O Cole	1947-05-05	UHC-93813-28	4846782190	3691 Mountain View Dr, Scottsdale, AZ, 85223	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
ENR-140935	ENR	Rick V Baker	1983-05-28	UHC-42650-55	9492808661	3006 Broadway, Eden Prairie, MN, 55335	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140934	ENR	Rick V Baker	1983-05-28	UHC-42650-55	9492808661	3006 Broadway, Eden Prairie, MN, 55335	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-142699	ENR	Ana K Murphy	1949-09-21	UHC-16418-56	6958175225	2678 Bayshore Dr, Tempe, AZ, 85265	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
ENR-102061	ENR	David Graham	2003-09-12	UHC-28829-66	9077284379	2470 Lincoln Way, Plano, TX, 75031	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-118300	ENR	Martha X Maldonado	1965-02-23	UHC-91916-41	4185551371	4490 Market St, Nashville, TN, 37266	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-104899	ENR	Sarah Snyder	1944-01-02	UHC-83755-53	2938583248	8118 Canyon Rd, San Diego, CA, 92188	0.92	Member ID reformatted State code upper-cased Email lower-cased Placeholder values cleared
ENR-130811	ENR	Doris H Castillo	1982-09-17	UHC-97296-45	9102745382	9025 Highland Ave, Columbus, OH, 43264	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
ENR-116524	ENR	Emily Elliott	1961-09-18	UHC-77462-24	8569701423	8875 Lake View Rd, Nashville, TN, 37214	0.92	Name re-cased City re-cased State code upper-cased Email lower-cased
ENR-131102	ENR	Brandon Andrews	1983-12-24	UHC-27555-41	5424054905	7064 Broadway, Tempe, AZ, 85266	0.92	Date of birth reformatted State code upper-cased Email lower-cased Placeholder values cleared
ENR-126105	ENR	Roger F Thompson	1964-08-07	UHC-79772-96	5052794261	7175 Pine Dr, Tempe, AZ, 85298	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-129419	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.92	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased
ENR-129256	ENR	Brian Hunter	1942-01-08	UHC-77779-46	2762759218	9395 Ridge Rd, Jacksonville, FL, 32211	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-134129	ENR	Sean Richardson	1969-11-15	UHC-04270-54	2928917163	585 Broadway, Sacramento, CA, 95851	0.92	Name re-cased Phone reformatted City re-cased State code upper-cased
ENR-138837	ENR	Anthony H Cunningham	1940-06-28	UHC-97802-70	3313958903	2537 Cedar Ln, Scottsdale, AZ, 85244	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-115759	ENR	Maria A Woods	1969-06-16	UHC-43006-38	—	1048 Forest Ave, Denver, CO, 80204	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-120607	ENR	Deborah Hamilton	1963-03-05	UHC-46390-26	8349894965	4385 Highland Ave, Austin, TX, 78721	0.92	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased
ENR-113135	ENR	Philip Montgomery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX, 78211	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-125656	ENR	Albert U Park	2006-06-08	UHC-40288-97	—	7915 Sunset Blvd, Seattle, WA, 98128	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-126699	ENR	Tyler Mendez	1984-07-19	UHC-76563-32	3425592286	8168 Church St, Tampa, FL, 33604	0.92	Name re-cased Phone reformatted Member ID reformatted State code upper-cased
ENR-115889	ENR	Bradley I Armstrong	1938-10-22	UHC-76772-44	8344469237	9526 Park Pl, Minneapolis, MN, 55429	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-137771	ENR	Betty T Bradley	1969-08-20	UHC-60903-87	8606396274	8814 Broadway, Orlando, FL, 32856	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-127494	ENR	Megan Young	1948-12-18	UHC-21896-85	7185716491	2273 Park Pl, Glendale, AZ, 85302	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
ENR-114453	ENR	Keith Palmer	1984-02-21	UHC-38493-61	6806927523	7266 Meadow Ln, Columbus, OH, 43211	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared

1,918 rows, page 35 of 39Previous Next