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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122725	ENR	Andrea T Lopez	1943-10-06	UHC-05099-19	—	688 Valley View Dr, Miami, FL, 33199	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-101267	ENR	Barbara G Fernandez	1968-01-04	UHC-76507-85	8202102452	8766 Oak St, Chandler, AZ	0.62	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+3 more
ENR-140399	ENR	Sean M Nguyen	1944-06-06	UHC-15110-48	7158688812	6330 Oak St, Dallas, TX, 75262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141426	ENR	Emma G Richardson	1980-10-14	UHC-65412-76	7188204004	877 Central Ave Apt 13, Phoenix, AZ, 85058	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130508	ENR	Wei Z Cruz	1987-08-12	UHC-90987-72	9696461837	677 Willow Ct, Scottsdale, AZ, 85282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115541	ENR	Roger T Castillo	1982-10-01	UHC-76530-02	4923914992	9224 River Rd, Seattle, WA, 98170	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133406	ENR	Sentiago D Thompson	1944-03-06	UHC-36654-74	4194192567	6836 Canyon Rd, Plano, TX, 75060	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130770	ENR	Amber Maldonado	—	UHC-88498-87	4688044047	4316 River Rd, Tampa, FL, 33697	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138059	ENR	Aaron D Howell	1979-08-15	UHC-17844-07	—	347 Hillcrest Rd, Tampa, FL, 33611	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-125266	ENR	Sofia B Weber	1987-11-14	UHC-90595-76	7655354496	9275 Union St, Sacramento, CA, 95899	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134427	ENR	Judith D Valdez	1996-03-09	UHC-53800-49	3836159533	6196 Baseline Rd Apt 16, San Diego, CA, 92157	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115198	ENR	Gabriel Nguyen	1949-04-25	—	4199368046	5009 Jefferson Ave, Chandler, AZ, 85212	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112642	ENR	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116114	ENR	Jean X Nichols	1970-06-08	UHC-07740-54	—	6773 Harbor Blvd, Austin, TX, 78789	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-136761	ENR	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103449	ENR	Rebecca Mitchell	1963-07-21	UHC-29645-45	3844352951	6206 Bayshore Dr, Houston, TX, 77099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-130769	ENR	Martha Q Brown	1990-10-09	UHC-75930-16	—	6434 Oak St, Las Vegas, NV, 89131	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132921	ENR	Kathleen Santiago	1974-09-25	UHC-39717-03	6546989131	1897 Valley View Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130887	ENR	Gerald K Perkins	1983-10-22	UHC-47298-31	3396247346	9658 Maple Ave, Glendale, AZ, 85394	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-131949	ENR	Kenneth Walsh	1951-03-19	UHC-35989-04	—	4265 Pine Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-135297	ENR	Edward Wallace	2004-07-12	UHC-87408-77	2644867966	9502 Valley View Dr # 183, San Diego, CA, 92102	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-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-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-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-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-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-131951	ENR	Kenneth Daniels	—	UHC-47030-79	3872567309	3524 Central Ave, Orlando, FL, 32837	0.62	Name re-cased Date of birth missing Member ID reformatted Gender normalised+3 more
ENR-143054	ENR	Dorothy M Murray	1977-09-16	UHC-85837-03	3042893314	3760 Union St, Miami, FL, 33195	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-112991	ENR	Logan I Morris	1962-10-12	UHC-14413-18	—	1436 Spring St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-141541	ENR	Sofia H Scott	1969-07-19	UHC-21371-17	4706346089	6149 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-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

16,916 rows, page 75 of 339Previous Next