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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137765	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137766	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118758	ENR	Michelle Obrien	1981-04-16	UHC-08211-87	9475015603	5183 Cedar Ln, Seattle, WA, 98189	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140182	ENR	Martha A Kelley	1972-05-09	UHC-81504-26	4415726451	2131 Palm Dr, Minneapolis, MN, 55442	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112585	ENR	Roy Crawford	1991-07-27	UHC-84794-41	3048425311	6673 Oak St, Seattle, WA, 98175	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121594	ENR	Ronald M Day	1999-11-18	UHC-48673-84	2819495875	3077 Sage Ct, San Antonio, TX, 78276	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115060	ENR	Ashley Wood	1983-06-10	UHC-93437-42	8926553261	1215 Cedar Ln, Tempe, AZ, 85276	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138631	ENR	Julia A Payne	1950-07-19	UHC-99601-39	3398610516	2773 Elm St, Jacksonville, FL, 32282	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106920	ENR	Martha Harvey	1986-09-25	UHC-63866-80	5843573713	7139 Market St, Nashville, TN, 37202	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141957	ENR	Jessica S Lwis	1998-02-03	UHC-39423-43	4773849790	2448 Main St, Tempe, AZ, 85226	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134834	ENR	Russell Jenkins	1965-02-11	UHC-31854-52	3144286876	7939 Park Pl, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139322	ENR	Brandon V Smith	1954-09-13	UHC-16733-19	6118762320	8647 Park Pl, Glendale, AZ, 85350	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109934	ENR	Isabella A Mitchell	1982-12-01	UHC-75813-49	9508337065	1147 Canyon Rd, Chandler, AZ, 85200	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123011	ENR	Tyler D Henry	1986-08-10	UHC-53217-87	3593718694	3742 Palm Dr, Nashville, TN, 37277	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101007	ENR	Julie Q Larson	1947-06-08	UHC-11789-96	7974833187	8499 Meadow Ln, Columbus, OH, 43219	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124791	ENR	Katherine S Chapman	1943-08-10	UHC-91355-21	8488191160	220 Highland Ave, Houston, TX, 77082	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112971	ENR	Wei T Santos	1970-12-21	UHC-15934-83	3998667045	4097 Grand Ave, Denver, CO, 80242	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116575	ENR	Anna S Morrson	1956-11-22	UHC-62678-61	5489139559	7151 Baseline Rd, Miami, FL, 33142	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109668	ENR	Katherine N James	2001-09-14	UHC-01774-66	4465816841	6636 Highland Ave, Miami, FL, 33180	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122087	ENR	Kevin A Marshall	1962-04-05	UHC-42645-56	8177369229	6674 Sage Ct, Tampa, FL, 33694	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111866	ENR	Bobby J Gray	1998-12-27	UHC-31950-26	5917836723	5084 Market St, Tampa, FL, 33607	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122280	ENR	Angela Delgado	2002-05-22	UHC-99986-31	6558024973	9739 Sunset Blvd, Tampa, FL, 33609	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-100101	ENR	Aaron Webb	2008-10-07	UHC-75621-63	4588466333	6397 Grand Ave, Tempe, AZ, 85260	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-121402	ENR	Andrea Collins	1995-03-03	UHC-48003-04	—	4578 Market St, Sacramento, CA, 95812	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-121913	ENR	Ryan C Medina	2006-12-18	UHC-46291-28	3814604733	3418 Hillcrest Rd, Mesa, AZ, 85261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104099	ENR	Rachel D Ortega	2002-11-23	—	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125969	ENR	Helen Snyder	1977-02-01	UHC-56443-63	6339724359	2599 Willow Ct, Atlanta, GA, 30371	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-128737	ENR	Wei P Feilds	1959-12-24	UHC-62961-20	2186784775	5344 Church St, Los Angeles, CA, 90051	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123814	ENR	Jason Bryant	1955-12-01	UHC-97836-97	5953897036	4131 Market St, Chandler, AZ, 85216	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140449	ENR	Jason N Mejia	1973-01-28	UHC-68953-11	4812960187	4774 River Rd, Dallas, TX, 75261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113167	ENR	Lawrence Howard	1945-12-13	UHC-07588-78	8189305682	9438 Valley View Dr, Los Angeles, CA, 90077	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105527	ENR	Ronad White	1971-04-08	UHC-20485-15	2248548765	626 Apache Blvd, Seattle, WA, 98149	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131671	ENR	Lucia L Baker	2008-04-25	UHC-00790-82	9116163899	6471 Cedar Ln, Dallas, TX, 75216	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-109978	ENR	Tyler E Gilbert	1963-04-17	UHC-87670-08	2036459684	3495 Mesa Dr, Houston, TX, 77061	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140796	ENR	Kathleen T Jacobs	1948-11-11	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115155	ENR	Michelle Hudon	1939-08-23	UHC-39161-56	—	3593 Main St, Los Angeles, CA, 90017	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130319	ENR	Brandon B Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100764	ENR	Arjun Hughes	1995-09-25	UHC-32299-75	8642258861	9134 Canyon Rd, Nashville, TN, 37280	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113203	ENR	Lisa Henderson	1978-05-12	UHC-46971-43	7547944763	3644 Spring St, Glendale, AZ, 85300	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141443	ENR	Margaret Y Alvarado	1977-02-02	UHC-49401-16	6243906462	9473 Mesa Dr, Austin, TX, 78760	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121290	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	—	8266 Central Ave, Gilbert, AZ	0.72	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+4 more
ENR-112360	ENR	Mason L Garcia	1938-08-04	UHC-80156-07	8958080038	7806 Spring St, Austin, TX, 78702	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111887	ENR	Brittany Z Wheeler	1971-09-05	UHC-55556-45	9617043830	1233 Forest Ave, Miami, FL, 33162	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133911	ENR	Nathen P Turner	1976-03-05	UHC-07631-83	9384694864	8594 Palm Dr, Mesa, AZ, 85285	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107718	ENR	Janice Fuller	1942-02-27	UHC-89259-59	3673125628	4572 Desert Sky Blvd, Miami, FL, 33141	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106096	ENR	Larry Q Barnes	1983-06-16	UHC-44053-64	—	2439 Oak St, Gilbert, AZ, 85247	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114255	ENR	Donald O McDonald	1996-06-01	UHC-30439-22	4975156559	9776 Market St, Austin, TX, 78784	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100111	ENR	Emily S Gordon	2004-03-28	UHC-99106-12	5999504945	7869 Church St, Columbus, OH, 43229	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138263	ENR	Aisha I Powell	1963-07-22	UHC-80579-39	—	7207 Palm Dr, Sacramento, CA, 95899	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more

8,934 rows, page 80 of 179Previous Next