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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136744	ENR	Karen Fowler	1978-08-06	UHC-87943-29	6973129340	2630 Sunset Blvd, Tucson, AZ, 85737	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118239	ENR	Brandon Williamson	1961-01-22	UHC-79871-06	4669765753	5175 Ocean Ave, Mesa, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108392	ENR	Judith H Collins	1940-07-01	UHC-17083-49	—	3939 Oak St, Scottsdale, AZ, 85221	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138742	ENR	Frances N Bryant	1943-02-02	UHC-29333-35	8047377186	1254 Jefferson Ave, Tampa, FL, 33688	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102012	ENR	Bradley Silva	1939-08-03	UHC-51034-94	5203755068	8829 Park Pl, Glendale, AZ, 85364	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123371	ENR	Kyle N Little	1981-04-02	UHC-41641-85	7353297918	8371 Central Ave, Austin, TX, 78739	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112678	ENR	Virginia T Rice	1942-12-26	UHC-60262-09	—	6678 Lincoln Way, Fresno, CA, 93726	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102057	ENR	Hannah Coleman	1957-12-14	UHC-98061-34	8817346540	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108621	ENR	Lawrence C McCoy	1942-02-13	UHC-01591-86	—	5429 Highland Ave, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140476	ENR	Kyle Hunt	1959-07-03	UHC-14233-10	2033574048	9635 Highland Ave, Denver, CO, 80254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131110	ENR	Grace Fox	1954-12-21	UHC-47709-74	2858574540	6789 River Rd, Mesa, AZ, 85287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109268	ENR	Jeffrey I Carlson	1998-07-25	UHC-51188-70	2238278583	2190 Highland Ave # 487, Phoenix, AZ, 85027	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-133695	ENR	George P Walker	1972-09-24	UHC-24290-02	5023135191	6940 Valley View Dr, Scottsdale, AZ, 85207	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137689	ENR	Adam Z Mitchell	1955-06-06	UHC-63450-13	7086979525	5036 Mesa Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113005	ENR	Catherine Harper	2000-10-15	UHC-66620-68	7772128887	5487 Ridge Rd, Charlotte, NC, 28223	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119571	ENR	Ryan M Daniels	1949-03-16	UHC-67026-83	—	2759 Bayshore Dr, Glendale, AZ, 85331	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109098	ENR	Jaen P Hudson	1964-09-02	UHC-23947-41	7814822206	2624 Elm St, Eden Prairie, MN, 55365	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123187	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138517	ENR	Jeremy W Dunn	1988-07-21	UHC-55421-50	—	8291 Maple Ave, Houston, TX, 77080	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112716	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-112717	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-125978	ENR	Wei Lane	1971-10-04	UHC-10402-83	6975135995	5595 Park Pl, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123571	ENR	Linda E Mendoza	1981-03-17	UHC-12524-97	3116346585	9193 Desert Sky Blvd, San Diego, CA, 92119	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136131	ENR	Beverly O Gonzalez	1944-06-04	UHC-21342-60	9484537851	8147 Jefferson Ave, Plano, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116376	ENR	Batty U Nichols	1980-09-27	UHC-26744-31	3877169503	6507 Oak St, Jacksonville, FL, 32265	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106568	ENR	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123436	ENR	Sandra A Fields	1971-01-01	UHC-89039-66	9254557532	7649 Valley View Dr, Jacksonville, FL, 32256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142215	ENR	Terry Mendez	1991-02-24	UHC-96145-71	3077499141	3968 Grand Ave, Plano, TX, 75009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110743	ENR	Abigail Reynolds	1941-11-02	UHC-28564-21	8623053364	7088 Desert Sky Blvd, Orlando, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-100319	ENR	Jose Soto	1957-12-27	UHC-35742-05	7322690278	3434 Main St, Columbus, OH, 43290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114428	ENR	Marcus C Reed	1954-10-05	UHC-81582-37	6823639021	9817 Oak St Apt 6, Chandler, AZ, 85297	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118652	ENR	Helen Griffin	1980-06-25	UHC-02984-29	4259373808	543 Mesa Dr, Houston, TX, 77091	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-126192	ENR	Robert O Wagner	1967-04-16	UHC-49380-81	3932611074	494 Market St, Mesa, AZ, 85287	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125122	ENR	Jesse K Wood	1995-03-01	UHC-53279-40	2524971008	6327 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100206	ENR	Cheryl J Miller	1961-12-23	UHC-60441-39	7742229884	4059 Harbor Blvd, Denver, CO, 80273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106916	ENR	Kate Daniels	1993-12-04	UHC-46531-41	7475710519	4170 Market St, Glendale, AZ, 85319	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108191	ENR	Henry M Snyder	1946-09-18	UHC-07445-14	—	4659 Church St, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130579	ENR	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132790	ENR	Steven Jensen	1982-07-10	UHC-94738-62	3469653664	3986 Desert Sky Blvd, Dallas, TX, 75282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128385	ENR	Gabriel L Vasquez	1948-02-04	UHC-66335-80	9487201788	6909 Apache Blvd, Minneapolis, MN, 55417	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117732	ENR	Jesse Green	1970-07-16	UHC-20267-72	3424497807	1123 Main St, Denver, CO, 80290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109771	ENR	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120709	ENR	Randy Marshall	2007-12-17	UHC-21917-14	5213290907	1355 Harbor Blvd, Los Angeles, CA, 90048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111826	ENR	Larry J Fernandez	1972-09-02	UHC-38692-68	8608560597	8745 Pine Dr, Minneapolis, MN, 55452	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134031	ENR	Amber P Larson	1957-11-21	UHC-32544-37	—	8175 Jefferson Ave, Tempe, AZ, 85258	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131554	ENR	Kayla Harper	1988-04-19	UHC-73768-30	4572323780	6492 Desert Sky Blvd, Denver, CO, 80282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136479	ENR	Sean Kelly	2003-08-08	UHC-24159-74	2784826768	4766 Grand Ave, Eden Prairie, MN, 55307	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-137019	ENR	Kally Jensen	1954-03-12	UHC-89135-52	8447793181	3420 Baseline Rd, Nashville, TN, 37213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107844	ENR	Albert Maaldonado	1950-08-11	UHC-67117-85	2213895260	3570 Main St, Scottsdale, AZ, 85290	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142568	ENR	Barbara Nichols	1953-03-05	UHC-25443-03	9077300078	8658 Mountain View Dr, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

26,564 rows, page 206 of 532Previous Next