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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128611	ENR	Ralph G Pierce	—	UHC-06360-93	2376351761	313 Meadow Ln, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-126594	ENR	Lawrence N Welch	1975-10-15	UHC-78016-26	4765231544	124 Forest Ave, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134245	ENR	Amanda Lawwson	1970-05-26	UHC-41813-77	5695892242	2019 Highland Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127008	ENR	Yuki U Aguilar	1948-08-07	UHC-15243-44	2806802898	1365 Ridge Rd, Los Angeles, CA, 90076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110757	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123364	ENR	Bryan S Simmons	1947-11-10	UHC-87202-79	—	67 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141166	ENR	Jon Holmes	1983-10-10	UHC-68789-09	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-133777	ENR	Walter Guerrero	2001-02-15	UHC-26876-34	—	8015 Apache Blvd, Minneapolis, MN, 55469	0.64	Name re-cased Phone missing area code SSN last four extracted City re-cased+2 more
ENR-135849	ENR	Evelyn Walsh	1945-11-12	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-139295	ENR	Alexis E Duncan	1970-08-21	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119947	ENR	Tricia M Robertson	1997-07-11	UHC-21505-88	5882219616	5703 River Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110217	ENR	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120327	ENR	Shirley Burton	1979-04-27	UHC-79252-08	6028966728	9840 Ocean Ave, San Antonio, TX, 78265	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-105036	ENR	Stephen X Romero	2005-04-12	UHC-91458-30	7232201272	2814 Sage Ct, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117396	ENR	Marilyn C Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-105109	ENR	Martha Jimenez	1966-11-05	UHC-80991-11	8906382844	6213 Oak St, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-116085	ENR	Frannces Y Mendez	1969-07-06	UHC-23857-56	3998187185	1557 Indian School Rd, Phoenix, AZ, 85086	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135090	ENR	Russell X Marshall	1971-08-06	UHC-83173-41	2437149342	962 Spring St # 885, Tempe, AZ, 85278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106765	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct Apt 3, Houston, TX, 77074	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116654	ENR	Billy V Nunez	1974-06-02	UHC-72442-85	3876015975	4507 Mesa Dr, Jacksonville, FL, 32295	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134192	ENR	Beverly P Moraales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142276	ENR	Doris Q Obrien	1973-11-11	UHC-18952-16	7817896098	8287 Grand Ave, Fresno, CA, 93705	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106940	ENR	Michael W Carpenter	1970-03-14	UHC-72769-44	7234587347	5993 Willow Ct, Tucson, AZ, 85755	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115078	ENR	Butler Andrea	1941-12-05	UHC-91603-61	6377994482	6968 Highland Ave, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111137	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave # 496, Fresno, CA, 93782	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-138644	ENR	Anna M Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-108232	ENR	Arjun Sanders	1961-05-25	UHC-60332-28	6138658536	1118 Oak St, Miami, FL, 33190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141563	ENR	Michael A Howard	1947-06-26	UHC-16390-23	7095995372	2431 Park Pl, Las Vegas, NV, 89151	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116471	ENR	Kyle Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141082	ENR	Megan W Carlson	1987-09-17	UHC-52900-15	8049442516	6904 Elm St, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109015	ENR	Grrace T Vargas	—	UHC-40656-31	5905289339	955 Ocean Ave, Minneapolis, MN, 55475	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-137221	ENR	Timothy J Guzman	1956-04-14	UHC-86387-31	9216548684	1038 Mesa Dr, Seattle, WA, 98168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141772	ENR	Victoria J Yang	1943-09-22	UHC-95449-76	7229297430	2579 Hillcrest Rd, Tampa, FL, 33650	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-115669	ENR	Jonathan Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd # 949, Las Vegas, NV, 89149	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107563	ENR	Kathleen Taylor	2004-01-06	UHC-38509-24	—	7201 Union St, Gilbert, AZ, 85273	0.64	Name re-cased Two-digit birth year City re-cased ZIP+4 trimmed+2 more
ENR-134098	ENR	Sarah E Carlson	1943-02-20	UHC-61080-99	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126125	ENR	Luis H Holmes	1967-11-14	UHC-39290-46	4997427844	6193 Mesa Dr, Dallas, TX, 75238	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120561	ENR	Yuki K Duncan	1957-09-19	UHC-13281-99	5322988794	5754 Apache Blvd # 538, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137427	ENR	Joshua Morris	1997-07-01	UHC-52115-69	—	5767 Sunset Blvd, Houston, TX, 77050	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142964	ENR	Wagner X Jacob	1987-08-08	UHC-37199-53	3434966818	3449 Grand Ave, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100423	ENR	Brian Guerrero	1957-04-21	UHC-34537-90	—	8900 Sunset Blvd, Los Angeles, CA, 90067	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131654	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-134260	ENR	Brandon Georeg	1968-10-07	UHC-49996-19	3902697404	6886 Ocean Ave, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100951	ENR	Brian Mitchell	1995-06-11	UHC-36383-41	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103174	ENR	Lawrence Hansen	1979-06-08	UHC-24096-20	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131103	ENR	Joe Snyder	1994-11-27	UHC-75238-83	6253145044	2758 Broadway, Orlando, FL, 32880	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-119685	ENR	Jeffrey A Lopez	1956-04-07	UHC-38292-42	3879602356	2377 Central Ave, Miami, FL, 33181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119239	ENR	Lus Jenkins	1958-10-19	UHC-57726-75	—	7476 Ridge Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105473	ENR	Carol Perry	1987-06-27	UHC-00745-17	6725718460	2551 Washington St, Plano, TX, 75043	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

17,310 rows, page 89 of 347Previous Next