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-137069	ENR	Johnny Hernandez	1992-02-23	UHC-72048-32	8115215208	3109 Sage Ct, Jacksonville, FL, 32282	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134169	ENR	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	7817 Willow Ct Apt 28, Seattle, WA, 98192	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-126374	ENR	Angela Lopez	1994-07-26	UHC-47375-08	6945441272	7803 Canyon Rd Apt 39, Houston, TX, 77040	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-137419	ENR	Gabriel L Snyder	2001-01-16	UHC-62600-65	4575813162	8354 River Rd, Scottsdale, AZ, 85238	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-113685	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd Apt 10, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-131090	ENR	Fatima D Walker	1977-09-21	UHC-22421-47	6453605167	1113 Mesa Dr Apt 23, Mesa, AZ, 85266	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-101305	ENR	Teresa Carr	1996-07-04	UHC-74109-33	7252133613	1962 Palm Dr, Dallas, TX, 75236	0.36	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-116859	ENR	Michelle Harvey	—	UHC-86276-83	9008704949	6552 Valley View Dr, Orlando, FL, 32845	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-117393	ENR	Adam E Guzman	1971-10-10	UHC-80900-49	4283226244	2639 Elm St Apt 39, Plano, TX, 75048	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-127545	ENR	William Freeman	1954-03-22	UHC-52307-49	8858555367	765 Highland Ave Apt 26, Plano, TX, 75071	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-123714	ENR	Kyle F Hill	2005-12-22	UHC-70211-77	4137661012	4264 Market St, Charlotte, NC	0.38	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-140734	ENR	Joshua X Diaz	1953-03-05	UHC-25720-29	—	1005 Market St, Columbus, OH, 43276	0.38	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-112829	ENR	Frank K Gonzales	1986-03-06	UHC-69591-78	6992414309	3263 Ridge Rd # 123, Las Vegas, NV, 89163	0.38	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+3 more
ENR-123891	ENR	Julia S Tran	1973-07-16	UHC-57015-51	9165387193	7521 Meadow Ln Apt 5, Sacramento, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112200	ENR	Nicole O Graham	1942-05-22	UHC-66344-34	9459917254	876 Pine Dr # 102, Charlotte, NC, 28240	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-125146	ENR	Gary E Ortiz	2006-09-25	UHC-32126-66	3104012418	9373 Pine Dr, Sacramento, CA, 95801	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107206	ENR	Amber Z Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St Apt 7, Jacksonville, FL, 32208	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-109193	ENR	Sims Joseph	2001-03-26	UHC-26661-07	5009738066	8402 Baseline Rd, Sacramento, CA, 95827	0.38	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-123428	ENR	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd # 791, Miami, FL, 33143	0.38	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-119036	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	—	8135 Jefferson Ave, Fresno, CA, 93767	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-114005	ENR	Amanda B Hunt	1946-08-22	UHC-44646-26	—	88 Broadway, Jacksonville, FL, 32228	0.38	Name re-cased Two-digit birth year Phone missing area code Address re-cased+3 more
ENR-101803	ENR	Wei Davis	1986-01-07	UHC-37408-64	—	5765 Grand Ave, Los Angeles, CA, 90006	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-129730	ENR	Janet Delgado	1962-11-11	UHC-86657-86	—	886 River Rd, Denver, CO, 80206	0.38	Name re-cased Two-digit birth year Phone missing area code SSN last four extracted+3 more
ENR-122031	ENR	Cheryl Butler	—	UHC-37634-84	—	5797 Cedar Ln, Orlando, FL, 32848	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-122851	ENR	Austin C Richards	—	UHC-80985-56	7923532976	9292 Forest Ave, Seattle, WA, 98168	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127677	ENR	Robert Guerrero	1949-03-04	UHC-68316-58	3594343389	1020 Washington St, Orlando, FL	0.38	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-108540	ENR	Jordan V Garcia	1983-04-26	UHC-92335-51	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138365	ENR	George Q Howell	1984-03-09	UHC-38278-48	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126730	ENR	Isabella Garza	1975-04-25	UHC-80809-16	—	1755 Mesa Dr, San Antonio, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105123	ENR	Sofia H Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln Apt 23, Las Vegas, NV, 89149	0.38	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-134469	ENR	Isabella P Le	1964-04-04	UHC-19469-80	—	670 Mountain View Dr, Tampa, FL, 33606	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128356	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-128355	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-116934	ENR	Joyce Martin	1989-03-11	UHC-35985-56	—	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102466	ENR	Doris Crawford	1999-04-22	UHC-42956-41	2992428088	7748 Union St, Las Vegas, NV, 89156	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-102033	ENR	Priya Kelly	1959-05-22	UHC-02663-92	3886271158	6859 Grand Ave # 370, Tucson, AZ	0.38	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134672	ENR	Raymond Richarsd	1989-11-09	UHC-49021-65	—	4499 Hillcrest Rd, Columbus, OH	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-105580	ENR	Joan Robertson	—	UHC-80182-89	—	8274 Jefferson Ave, Los Angeles, CA, 90023	0.38	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+3 more
ENR-102171	ENR	Martha Harrison	1980-03-26	UHC-15211-78	—	7138 Lincoln Way, Denver, CO, 80288	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-137352	ENR	Martha T Black	1979-07-25	UHC-60855-59	7275741569	4783 River Rd, Minneapolis, MN, 55407	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113994	ENR	Lisa Singh	1947-03-16	UHC-06275-32	2475589397	8393 Cedar Ln Apt 32, Glendale, AZ, 85360	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141664	ENR	Dylan HJunk	2003-08-15	—	5559234313	4658 Valley View Dr, Los Angeles, CA, 90028	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-138468	ENR	Carl C Milller	—	UHC-42305-55	9457385035	170 Willow Ct, Miami, FL	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-109321	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-109322	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-100627	ENR	Juulia N Obrien	1941-01-03	UHC-51219-30	6657760070	497 Oak St, Gilbert, AZ, 85280	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+3 more
ENR-109454	ENR	Sofiia Robertson	1956-08-16	UHC-53644-18	—	1630 Mesa Dr, Minneapolis, MN, 55468	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103110	ENR	Gary Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr # 842, Chandler, AZ, 85219	0.38	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-105245	ENR	Richard J Thompson	1994-09-10	UHC-33481-11	5334679114	4153 Jefferson Ave, Houston, TX, 77063	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

17,310 rows, page 5 of 347Previous Next