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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121738	ENR	Martha Hawkins	2004-12-04	UHC-77244-10	6187532603	3240 Baseline Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100669	ENR	Walter Gardner	1945-06-21	UHC-00490-44	4698868025	6747 Spring St # 677, Dallas, TX, 75270	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-117701	ENR	Ryan Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd # 991, Orlando, FL, 32877	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-126074	ENR	Emma Dean	1989-04-24	UHC-09283-43	9285827900	1260 Ocean Ave, Orlando, FL, 32827	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-125741	ENR	Joshua Salazar	1997-05-24	UHC-80367-13	2683699941	8806 Central Ave, Houston, TX, 77087	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125187	ENR	Zachary E Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136056	ENR	Beverly G Santos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119124	ENR	Michael K Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-139189	ENR	Sandra S Rios	2006-03-11	UHC-43703-75	7086074594	8800 Pine Dr Apt 32, Sacramento, CA, 95874	0.62	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-123889	ENR	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125562	ENR	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-101678	ENR	Vincet Sanders	1986-02-25	UHC-33261-46	5529819291	811 Cedar Ln, Chandler, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119408	ENR	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102823	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd Apt 18, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+3 more
ENR-140329	ENR	Natalie Mendez	2004-09-09	UHC-08282-03	7342635192	2534 Mesa Dr, Eden Prairie, MN, 55326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104346	ENR	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113798	ENR	Mariana Porter	1999-10-22	UHC-32514-31	2315598610	8211 Grand Ave, Chandler, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104501	ENR	Michelle H Bell	1944-10-13	UHC-80322-26	8428471736	2012 Valley View Dr, Tampa, FL, 33625	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115760	ENR	Nicole I Vasquez	1951-02-03	UHC-78209-60	7984068344	1687 Mesa Dr, Scottsdale, AZ, 85258	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142989	ENR	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-100552	ENR	Helen S Ross	1947-12-15	UHC-24200-16	7619693583	6394 Park Pl, Sacramento, CA, 95878	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142619	ENR	Beverly Young	2007-12-12	UHC-77513-85	2066316696	7270 Union St, Glendale, AZ, 85335	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118816	ENR	Wayne Kelly	1948-08-22	UHC-47805-90	2108474255	3317 Main St, Glendale, AZ, 85355	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111604	ENR	Anna O Bell	1938-04-12	UHC-14422-58	9192137331	957 Baseline Rd, Dallas, TX, 75259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101727	ENR	Vincent O Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100650	ENR	Rachel Stevens	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-133568	ENR	Kyle Hill	1959-01-21	UHC-55502-40	9154286656	927 Desert Sky Blvd, Austin, TX, 78708	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-100723	ENR	Arjun Ellis	1992-08-11	UHC-70282-36	2225866144	4288 Main St, Denver, CO, 80201	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134613	ENR	Kennedy E Rachel	1975-07-09	UHC-76272-44	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129496	ENR	Joey Y Hamilotn	1978-12-24	—	4727693584	6887 Hillcrest Rd, Plano, TX, 75052	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135799	ENR	Samantha Harrison	1998-10-12	—	4908403443	8319 Central Ave, Fresno, CA, 93789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101981	ENR	Christine Snyder	1989-08-27	UHC-44691-78	5494319437	4544 Park Pl, Minneapolis, MN, 55485	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103270	ENR	Sara Riley	1968-11-24	UHC-61498-82	5604707904	2720 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112138	ENR	Evelyn L Kelley	1980-04-19	UHC-08989-78	7848977909	7191 Park Pl # 830, Nashville, TN, 37217	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113955	ENR	Bnejamin G Tran	1956-10-03	UHC-71519-79	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112532	ENR	Harold Burns	1998-04-20	UHC-89167-11	8775993044	6484 Central Ave, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130836	ENR	Arjun S Harris	1944-08-24	UHC-48317-60	4666667035	6324 Lake View Rd # 971, Gilbert, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-108094	ENR	Noah T Bryant	1967-08-07	UHC-17519-92	3669318406	5278 Mountain View Dr Apt 18, Columbus, OH, 43256	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109306	ENR	Charles V Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-122818	ENR	Andrew C Johnson	1988-02-15	UHC-19448-12	3665129442	845 Pine Dr, Plano, TX, 75013	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140167	ENR	Jackie Carr	1995-07-08	UHC-08909-54	6994778213	7361 Baseline Rd, Phoenix, AZ, 85053	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109226	ENR	Benjamin Yang	1939-10-25	UHC-59355-41	8908982585	855 Church St, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122308	ENR	Walter C Robinson	—	—	9549888327	9442 Jefferson Ave, Tampa, FL, 33652	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130069	ENR	Wright V Kathleen	2005-08-02	UHC-77297-29	6606187441	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114715	ENR	Brian Reynolds	1959-05-10	UHC-65257-02	3275346123	3126 Grand Ave, Miami, FL, 33132	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128895	ENR	Cook Judith	1998-11-25	UHC-69843-96	3862873035	6012 Park Pl, Jacksonville, FL, 32259	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135372	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135371	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118919	ENR	Ashley Rios	1975-01-01	UHC-74612-63	3532447064	4034 Ridge Rd, San Diego, CA, 92144	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126169	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 122 of 564Previous Next