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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122714	ENR	Lori Mills	1997-04-24	UHC-32856-97	2023761406	4405 Ridge Rd, Mesa, AZ, 85220	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-104196	ENR	Linda C Spencer	1967-09-16	UHC-34343-57	3328480395	6260 Ridge Rd, Tucson, AZ, 85787	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110679	ENR	Harold Hunt	1943-12-24	UHC-87704-14	8373328788	6737 Lincoln Way, Austin, TX, 78743	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-106894	ENR	Patrick D Powell	1984-10-19	UHC-16140-76	9874941141	8558 Ocean Ave, Fresno, CA, 93777	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-141644	ENR	Charles Ford	2000-01-27	UHC-61827-20	—	8250 River Rd, Jacksonville, FL, 32274	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-114913	ENR	Fatima Robertson	1960-07-14	UHC-50293-54	—	2081 Ridge Rd, Houston, TX, 77023	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-134182	ENR	Ralph Powell	1938-04-07	UHC-62283-22	4998154034	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109000	ENR	Marcus U Lee	1973-01-19	UHC-68026-96	—	8291 River Rd, Glendale, AZ, 85341	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
ENR-132021	ENR	Judith Daniels	1991-09-06	UHC-07841-73	6354178899	7465 Camelback Rd, Nashville, TN, 37250	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-136016	ENR	Shirley D Lopez	1944-02-01	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.80	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised
ENR-111735	ENR	Jennifer R Woods	2003-06-20	UHC-51311-85	3423864708	711 Indian School Rd, Columbus, OH, 43236	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-133611	ENR	Mei Maldonado	1945-11-02	UHC-86595-66	6324522021	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-125511	ENR	Sam Burns	1993-07-27	UHC-61304-66	4936707621	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141293	ENR	Nicole Y Riec	1998-06-05	UHC-50385-77	9634760847	735 Mesa Dr, Denver, CO, 80260	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-129448	ENR	Stvee O Tran	1996-01-12	UHC-69565-81	3633447175	7193 Ridge Rd, Las Vegas, NV, 89142	0.80	City re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-133638	ENR	Kathryn A Jordan	1963-06-15	UHC-11277-48	8313452280	6630 Desert Sky Blvd, Columbus, OH, 43237	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-104862	ENR	Douglas Ward	1997-11-26	UHC-33773-76	3842902241	2637 Indian School Rd, Houston, TX, 77074	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-132156	ENR	Jose F Ford	1992-03-16	UHC-20986-90	8933759581	7707 Bayshore Dr, Fresno, CA, 93798	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-142468	ENR	Frances Mason	1978-05-08	UHC-26895-73	2804838551	6031 Mountain View Dr, Gilbert, AZ, 85262	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132627	ENR	Katherine Burton	1994-10-03	UHC-29026-89	9137386762	8319 Oak St, San Antonio, TX, 78222	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-102326	ENR	Elijah Ross	1971-11-17	UHC-43383-31	—	6360 Mesa Dr, Tampa, FL, 33632	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-108195	ENR	Isabella G Howard	1999-03-14	UHC-57509-85	—	8125 Mesa Dr, Eden Prairie, MN, 55326	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
ENR-103233	ENR	Mary Shaw	1961-12-27	UHC-19721-07	5165950021	958 Palm Dr, Denver, CO, 80290	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-129062	ENR	Sandra Q Robertson	1970-03-20	UHC-96193-90	4235522352	8779 Baseline Rd, Mesa, AZ, 85275	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-116626	ENR	Justin D Rodriguez	1981-01-25	UHC-14976-96	—	5750 Desert Sky Blvd, Dallas, TX, 75286	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109951	ENR	Albert Murray	1998-02-28	UHC-91617-74	7974089215	2822 Meadow Ln, Minneapolis, MN, 55429	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-116916	ENR	Tyler B Hwell	1956-05-11	UHC-09705-52	4087776211	8509 Broadway, Tucson, AZ, 85756	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-117191	ENR	Joe Rojas	1948-12-20	UHC-74508-69	—	8160 Spring St, Eden Prairie, MN, 55362	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
ENR-117079	ENR	Juna Guerrero	1963-05-04	UHC-70320-01	9588018924	7648 Broadway, Atlanta, GA, 30300	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-118036	ENR	Christina Vasquez	1948-02-21	UHC-08040-09	6019103402	3803 Apache Blvd, Atlanta, GA, 30381	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-112577	ENR	Austin P Moore	2001-02-07	UHC-97161-95	7156037257	829 Meadow Ln, Plano, TX, 75005	0.80	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed
ENR-140430	ENR	Priya Garrett	1980-10-02	UHC-98075-44	6407158951	7608 Bayshore Dr, Nashville, TN, 37292	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-102304	ENR	Patrick R Espinoza	1996-01-18	UHC-97471-75	2278139119	8273 Elm St, Eden Prairie, MN, 55398	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
ENR-110556	ENR	Dck P Lucas	1948-12-14	UHC-88157-76	4215750951	2532 Oak St, Sacramento, CA, 95889	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-125599	ENR	Kevin S Welch	1994-10-21	UHC-44699-23	3685504185	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115126	ENR	Josha Rmos	1952-07-04	UHC-74813-94	3656675262	1749 Broadway, Minneapolis, MN, 55489	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-142839	ENR	Tyler Yang	1969-10-20	UHC-30040-50	6322917300	6181 Broadway, Seattle, WA, 98182	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-116162	ENR	Samuel Hoffman	1965-08-02	UHC-84443-89	—	4480 Sunset Blvd, San Antonio, TX, 78279	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-128261	ENR	Bobbby S Castro	1943-06-02	UHC-60624-22	3069114821	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110545	ENR	Camila W Sims	1950-08-25	UHC-37140-99	4819660351	6419 Cedar Ln, Denver, CO, 80222	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-118068	ENR	Madison Jenkins	1983-01-05	UHC-28890-43	4434743157	1615 Church St, San Diego, CA, 92128	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-123223	ENR	Keith Bell	1989-12-22	UHC-33386-33	—	9563 Willow Ct, Tempe, AZ, 85268	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142792	ENR	Ethan K Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-115495	ENR	Seaan Y Price	1983-08-27	UHC-80429-86	6913146948	8150 Harbor Blvd, Glendale, AZ, 85370	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-136965	ENR	Jonathan Miller	1970-07-22	UHC-50968-87	2299677128	8009 Main St, Orlando, FL, 32883	0.80	Name re-cased Phone reformatted Email lower-cased Gender normalised
ENR-115260	ENR	Doris McCoy	1984-08-26	UHC-58446-73	6644760105	7393 River Rd, Gilbert, AZ, 85242	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-131836	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	7742830427	8031 Broadway, Nashville, TN, 37235	0.80	Phone reformatted Address re-cased Gender normalised Whitespace trimmed
ENR-106611	ENR	Brcue Y Fuller	1988-04-26	UHC-98369-58	—	—	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123575	ENR	Judith H West	1965-07-26	UHC-78083-57	—	9842 Broadway, Gilbert, AZ, 85238	0.80	Name re-cased Address re-cased Gender normalised Placeholder values cleared
ENR-119395	ENR	Dennis I Ruiz	1997-01-21	UHC-60808-71	2649534678	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared

7,326 rows, page 134 of 147Previous Next