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-127829	ENR	Steven R Pirce	1939-01-16	UHC-78273-41	8064048558	2043 Grand Ave, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130415	ENR	Stephen Gonzales	1985-05-06	UHC-33555-92	8149983344	789 Highland Ave Apt 30, Tucson, AZ, 85780	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-112363	ENR	Susan Greene	1948-04-19	UHC-60400-11	4782221577	3327 Cedar Ln, Dallas, TX, 75260	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104323	ENR	Sean Fowler	1974-02-26	UHC-27565-34	4547691828	706 Lincoln Way, Eden Prairie, MN, 55353	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111376	ENR	Helen Padilla	—	UHC-77953-98	4198398627	5997 Bayshore Dr, Tempe, AZ, 85285	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103866	ENR	Rebecca Fuller	1984-01-12	UHC-74098-79	9694639040	6752 Ocean Ave, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141373	ENR	Jason W Wallace	1960-05-14	UHC-80148-10	9882292150	3701 Meadow Ln, Denver, CO, 80257	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-121755	ENR	Billy Price	1955-12-11	UHC-38863-65	—	8964 Willow Ct, Denver, CO, 80285	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124292	ENR	Lawrence C Morris	1965-03-05	UHC-61001-47	9522146972	6621 Central Ave, Jacksonville, FL, 32258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-112342	ENR	Catherine Watson	1938-07-22	UHC-12791-78	3375563347	9743 Ridge Rd, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130368	ENR	Jerry Hoffman	1942-07-21	UHC-04371-18	2123726520	9164 Market St, Mesa, AZ, 85254	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104472	ENR	Roy Miller	2005-01-17	UHC-04040-73	6678807547	7067 Church St # 207, Sacramento, CA, 95841	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140259	ENR	Denise F Grey	1990-02-27	UHC-81576-78	9807223001	5378 Union St, Plano, TX, 75049	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-101210	ENR	Andrew Morgan	1987-12-08	UHC-78457-24	—	9598 Mesa Dr, Fresno, CA, 93762	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131175	ENR	Justin Ryan	1974-11-04	UHC-83356-98	2153826228	1898 Camelback Rd, Plano, TX, 75018	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137728	ENR	Mason U Flores	1946-01-06	UHC-05511-99	8052063667	4535 Willow Ct Apt 3, Austin, TX, 78736	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103258	ENR	Lucia Hansen	1985-01-22	UHC-40817-20	—	671 Maple Ave, Mesa, AZ, 85293	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112236	ENR	Jason Wang	1957-03-23	UHC-51944-16	6425930067	8795 Oak St, Tempe, AZ, 85219	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-128023	ENR	Diae G Nguyen	1961-03-10	UHC-60404-50	7093352459	3744 Ocean Ave, Orlando, FL, 32813	0.66	SSN last four extracted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108976	ENR	Zachary C Wallace	1994-02-09	UHC-31902-21	—	—	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
ENR-100028	ENR	Timothy Lane	1980-03-16	UHC-70224-52	3955053334	2915 Mountain View Dr, Miami, FL, 33157	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138096	ENR	Thomas Cruz	1998-03-20	UHC-85435-68	—	5054 Main St, Phoenix, AZ, 85085	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-102633	ENR	Kayla Cook	1984-01-02	UHC-36140-39	5009624523	6035 Washington St, Dallas, TX, 75288	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124362	ENR	Kimberly A Morrison	1943-11-19	UHC-34877-54	4459186280	7194 Lincoln Way, Plano, TX, 75086	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-101179	ENR	Bobby Garcia	1998-10-04	UHC-95570-13	6794391851	3506 Sunset Blvd, San Diego, CA, 92167	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139935	ENR	Valentina T Guerrero	1977-09-18	UHC-71193-02	5686668856	7765 Grand Ave # 115, Columbus, OH, 43232	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130338	ENR	Jennnifer M Long	1946-10-01	UHC-02743-88	5423726895	8751 Harbor Blvd, Minneapolis, MN, 55415	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-118092	ENR	Austin Nelson	1974-06-14	UHC-77457-34	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126204	ENR	Brittany Ramirez	2004-01-11	UHC-59030-32	4775698125	1639 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-124074	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd # 294, Sacramento, CA, 95824	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127708	ENR	Jose Ward	1985-06-19	UHC-63890-50	—	3385 Lake View Rd, San Diego, CA, 92109	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115203	ENR	Mark Lewis	1981-01-23	UHC-01108-32	9193665246	8029 Harbor Blvd, Orlando, FL, 32812	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-131955	ENR	Angela F Wells	1985-07-25	UHC-29972-07	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135585	ENR	Brandon Shaw	2007-05-20	UHC-41262-36	—	9042 Desert Sky Blvd, Charlotte, NC, 28263	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131786	ENR	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	397 Camelback Rd, Columbus, OH	0.66	Middle initial moved out of first name Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-124482	ENR	Andrew Adams	—	UHC-92432-52	2154986250	5914 Forest Ave, Miami, FL, 33146	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-110975	ENR	Klly V Alvarado	1957-08-04	UHC-89744-35	—	431 Lake View Rd, San Diego, CA, 92144	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-134532	ENR	Austin Wheeler	1970-11-16	UHC-20229-85	8053035525	2847 Main St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-133072	ENR	Mei Evans	1992-07-25	UHC-90914-81	2094818421	7885 Canyon Rd, Dallas, TX, 75202	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137862	ENR	Austin J Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129526	ENR	Steven C Watkins	1956-06-02	UHC-18796-43	5079940693	5142 Broadway, Mesa, AZ, 85224	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-104818	ENR	Karen C Sanders	1938-12-05	UHC-22618-73	5833940764	2097 Union St, Chandler, AZ, 85273	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101095	ENR	Stephen Morales	1961-03-24	UHC-68494-83	9183796476	5118 Grand Ave, Los Angeles, CA, 90075	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119331	ENR	Gerald D Chavez	1987-08-13	UHC-20714-01	3102757144	6837 Palm Dr, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113698	ENR	Sara Campbell	1942-12-26	UHC-92906-33	—	5159 Desert Sky Blvd Apt 24, Gilbert, AZ, 85261	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118711	ENR	Bradley Gomez	1940-12-06	UHC-66765-56	5428858025	7947 Lincoln Way, Fresno, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-109818	ENR	Mateo Henry	1970-07-04	—	4738412596	4985 Washington St, Denver, CO, 80256	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128359	ENR	Pmaela I Rios	1982-09-04	UHC-19553-68	9218350485	1762 Pine Dr Apt 17, Eden Prairie, MN, 55306	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116985	ENR	Justin M Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129693	ENR	Patty Rmirez	1952-06-20	—	—	6656 Mesa Dr, Las Vegas, NV, 89142	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more

16,916 rows, page 116 of 339Previous Next