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-125904	ENR	Janet X Ford	1962-10-20	UHC-93525-44	4193487514	4746 Spring St Apt 28, Glendale, AZ, 85371	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-123540	ENR	Burns I Alice	—	UHC-66412-77	—	1416 Pine Dr, Scottsdale, AZ, 85252	0.66	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+1 more
ENR-137421	ENR	Scott Chapman	1940-07-09	UHC-40621-41	6008403734	32 Broadway, Fresno, CA, 93782	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-117688	ENR	Mariana K Roberts	1990-11-16	UHC-39339-40	3123284698	1684 Willow Ct Apt 39, Charlotte, NC, 28201	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-104307	ENR	Keith Bennett	—	UHC-15011-66	7778397560	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-134965	ENR	Emily Lawson	2004-08-07	UHC-30773-21	7135083880	9248 Ridge Rd, San Diego, CA, 92141	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113972	ENR	Richard Crawford	1981-01-14	UHC-71282-75	—	8822 Forest Ave, Tampa, FL, 33602	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-134117	ENR	Amanda Little	1989-06-12	UHC-87673-57	6056815541	8345 Lincoln Way, Mesa, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-109280	ENR	Billy Delgado	1988-08-24	UHC-56995-47	4876514980	6024 Harbor Blvd, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124557	ENR	Joyce N Ray	1962-06-27	UHC-13938-24	4978740156	7032 Oak St, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123817	ENR	Donna S Bell	1944-10-23	UHC-52060-01	—	2480 Canyon Rd, Jacksonville, FL, 32238	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-137850	ENR	Kathleen Boyd	1948-11-05	UHC-93061-53	7916350971	253 Oak St, San Diego, CA, 92153	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130213	ENR	Timothy Fields	1970-08-17	UHC-81911-86	4763369254	5534 Sunset Blvd, Houston, TX, 77042	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-112135	ENR	Angela Y Murphy	1949-09-05	UHC-78709-34	9646761889	5389 Harbor Blvd, Glendale, AZ, 85341	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137865	ENR	Aisha W Hudson	1969-07-28	UHC-06355-21	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-120260	ENR	Sara U Welch	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126418	ENR	Judith D Rojas	1992-03-05	UHC-32413-72	6366599017	7964 Market St Apt 25, Tempe, AZ, 85263	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118882	ENR	Mari Wilson	1948-08-13	UHC-98703-14	8273865617	7962 Cedar Ln, Denver, CO, 80222	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140111	ENR	Alexander J Lawrence	1974-03-07	UHC-18319-88	—	4292 Grand Ave, Jacksonville, FL, 32279	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-124009	ENR	Julia Bennett	2001-05-11	UHC-58409-64	2264244663	9853 Union St, Tempe, AZ, 85241	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116952	ENR	Maria K Flores	1956-05-10	UHC-60594-77	3234916534	8247 River Rd, Charlotte, NC, 28285	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-130961	ENR	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
ENR-123501	ENR	Roger Q Moreno	2005-01-25	UHC-14982-28	7199899165	5583 Desert Sky Blvd, Miami, FL, 33163	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134352	ENR	Charlotte Alvarado	1939-07-28	UHC-85155-59	5583365192	6652 Main St, Jacksonville, FL, 32236	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-102751	ENR	Rachel Espinoza	1955-09-10	UHC-13174-25	3506031190	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-141967	ENR	Raymond Marshall	2000-01-09	UHC-03201-32	—	6050 Central Ave, Sacramento, CA, 95876	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-113176	ENR	Brandon G Moralles	—	UHC-73495-98	2366659857	299 Canyon Rd, Seattle, WA, 98184	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-103513	ENR	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123189	ENR	Victoria Tucker	1990-07-28	UHC-76378-52	8773416499	1068 Sage Ct, Tampa, FL	0.66	Name re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-128286	ENR	Zachary Snyder	1960-12-15	UHC-27124-93	4596535306	6294 Ocean Ave, Sacramento, CA, 95875	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135854	ENR	Joan Gray	1973-02-15	UHC-12802-83	9429561437	8322 Ridge Rd, Columbus, OH, 43218	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-137638	ENR	Zachary Young	1960-06-23	UHC-34768-50	3274328626	2670 Apache Blvd, Fresno, CA, 93767	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-143067	ENR	Zachary Obrien	1948-08-01	UHC-85761-47	2074450059	3899 Main St, Seattle, WA, 98129	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135111	ENR	Karn Y Herrera	1997-06-10	UHC-95414-09	2147897640	6511 Church St, Plano, TX, 75009	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-133122	ENR	Wei Little	1996-11-28	UHC-93970-40	9204956254	6286 Willow Ct, Sacramento, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120771	ENR	Andrew Cole	1963-06-14	UHC-24696-29	—	8388 Cedar Ln, Mesa, AZ, 85218	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-125651	ENR	Grace T Ortiz	1993-09-02	UHC-26981-33	—	5723 Union St, Nashville, TN, 37209	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139932	ENR	Carlos Hunter	—	UHC-80261-25	5566620380	1875 Church St, Austin, TX, 78747	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-136738	ENR	Drew James	1938-01-24	UHC-35033-47	7675307555	7426 Forest Ave, Jacksonville, FL, 32221	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111080	ENR	Doris R George	1947-01-18	UHC-99920-17	2524012565	3068 Mountain View Dr, Scottsdale, AZ, 85225	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129302	ENR	Peter O Butler	1939-06-14	UHC-81724-28	—	7119 Canyon Rd, Los Angeles, CA, 90038	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-134296	ENR	Michael Martinez	2001-12-18	UHC-30173-14	9658290268	9858 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102151	ENR	Doris Martin	1979-11-14	UHC-99173-76	5788380145	2759 Ocean Ave, Scottsdale, AZ, 85299	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114737	ENR	Nancy Wheeler	1992-07-20	UHC-66994-16	2838643586	3917 Forest Ave # 365, Miami, FL, 33171	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-129289	ENR	Larry Marshall	1971-07-04	UHC-53367-57	5284209087	1466 Grand Ave, Minneapolis, MN, 55410	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127539	ENR	Brian Harrison	1977-10-22	UHC-08680-52	5958242725	713 Oak St, Chandler, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-119330	ENR	Eugene X Baker	1971-09-16	UHC-10971-56	6924903266	1833 Meadow Ln, Mesa, AZ, 85291	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-126470	ENR	Lauren F Diaz	1956-11-24	UHC-80178-16	4615531722	6254 Bayshore Dr, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134408	ENR	Alexander Fields	1963-11-03	UHC-95629-30	4019110975	3548 Washington St, Los Angeles, CA, 90002	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112051	ENR	Julye K Hamilton	1976-02-10	UHC-15384-45	6145439499	2564 Washington St, Chandler, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

17,310 rows, page 127 of 347Previous Next