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

All sources, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117007	ENR	Cheryl Brown	1940-07-08	UHC-94107-41	—	5763 Washington St, Gilbert, AZ, 85220	0.76	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
ENR-101516	ENR	Emma Vasquez	1986-08-05	UHC-95934-32	9193075499	1098 Market St, Dallas, TX, 75249	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-131835	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	7742830427	8031 Broadway, Nashville, TN, 37235	0.76	Name re-cased Phone reformatted SSN last four extracted Address re-cased+2 more
TPA-63660	TPA	Benjamin Williams	1947-06-24	—	2653956142	6053 Broadway, Tucson, AZ, 85739	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-429918	CLM	Ana Y McCuy	1965-09-24	—	8345774490	2208 Highland Ave, San Diego, CA, 92192	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-127386	ENR	Debra Alexander	1976-05-03	UHC-27555-57	7688351161	4973 Palm Dr, Chandler, AZ, 85262	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-423242	CLM	Nicole Mitchell	1993-06-03	UHC-23875-61	4124848918	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-430072	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-114523	ENR	Sandra Morgan	1939-05-20	UHC-28897-69	5673191559	1706 Palm Dr, Denver, CO, 80287	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-131283	ENR	Katherine Hernandez	1955-09-27	UHC-08215-63	—	7590 Meadow Ln, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
ENR-107345	ENR	Alice T Walker	1947-06-05	UHC-55066-76	—	3598 Willow Ct, Minneapolis, MN, 55437	0.76	Name re-cased Member ID reformatted SSN last four extracted Plan code upper-cased+2 more
CLM-428283	CLM	Arjun Flores	1999-02-16	UHC-44900-25	—	8217 Union St, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+2 more
ENR-137463	ENR	Frances Lee	1957-05-01	UHC-90770-55	4627978086	2460 Jefferson Ave, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-137462	ENR	Frances Lee	1957-05-01	UHC-90770-55	4627978086	2460 Jefferson Ave, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-100096	ENR	Billy Morris	1963-11-12	UHC-30168-61	9266940502	256 Sage Ct, Mesa, AZ, 85226	0.76	Phone reformatted SSN last four extracted City re-cased Email lower-cased+2 more
PRV-28302	PRV	Jerry Perkins	1988-01-07	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-140490	ENR	Joshua Li	1966-04-12	UHC-66537-62	6817238264	3527 Lincoln Way, San Diego, CA, 92194	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-109443	ENR	Lauren Howard	2002-10-01	UHC-36100-80	9186796560	5084 River Rd, Gilbert, AZ, 85251	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-104950	ENR	Gerald F Miller	1983-04-03	UHC-84890-95	8506331760	3450 Maple Ave, Denver, CO, 80218	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-117303	ENR	Nathan Fernandez	1993-03-22	UHC-35679-26	5919923960	5278 River Rd, Jacksonville, FL, 32247	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-134808	ENR	Adam Singh	1948-02-03	UHC-56507-16	6747573941	1814 Broadway, Tucson, AZ, 85761	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-133843	ENR	John E Dean	1983-06-25	UHC-03494-74	9136273669	2971 Broadway, Fresno, CA, 93700	0.76	Date of birth reformatted Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-133842	ENR	John E Dean	1983-06-25	UHC-03494-74	9136273669	2971 Broadway, Fresno, CA, 93700	0.76	Date of birth reformatted Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-121079	ENR	Alexander Daniels	2003-02-09	UHC-29855-22	4884137338	—	0.76	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-420831	CLM	Sean Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN, 55483	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-109255	ENR	Alexandr Allen	1948-08-01	UHC-46570-79	3939957465	6664 Forest Ave, Dallas, TX, 75221	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-421894	CLM	Ethan L Jackson	1954-04-10	—	—	801 Main St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-136727	ENR	Lucia Jimenez	1940-01-02	UHC-40065-64	—	3658 Desert Sky Blvd, Austin, TX, 78730	0.78	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-107450	ENR	Vincent Y Schmidt	2007-12-17	UHC-62293-18	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
PRV-28480	PRV	Danielle Diaaz	1947-03-24	UHC-42957-15	6557210908	2992 Jefferson Ave, Miami, FL, 33121	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-124514	ENR	Jonathan W Burns	1991-10-02	UHC-41188-15	3715383831	9173 Ocean Ave, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
CLM-404877	CLM	Gary P Burton	1988-01-22	UHC-41264-81	3255307505	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-62687	TPA	Gary Perkins	1960-01-03	—	—	207 Lincoln Way, Denver, CO, 80224	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-109773	ENR	Gary Boyd	1971-06-20	UHC-06620-65	8183047588	5162 Jefferson Ave, Miami, FL, 33179	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
CLM-403808	CLM	Vincent Espinoza	1980-01-11	UHC-29654-36	—	3999 Church St, Las Vegas, NV, 89101	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-414409	CLM	Philip Rivera	1993-06-03	UHC-89285-29	7729574457	—	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-134736	ENR	Michael R Chavez	1945-04-06	UHC-69161-78	7498728159	2015 Spring St, Tucson, AZ, 85755	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-139506	ENR	Juan Q Alexander	1989-04-28	UHC-51910-62	8285258649	9353 Main St, Plano, TX, 75061	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-119524	ENR	Elijah Y Ferguson	1965-08-27	UHC-23904-16	8288159443	1718 River Rd, Fresno, CA, 93792	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-115154	ENR	Kevin Warren	1983-09-19	UHC-89468-07	5763571395	7739 Broadway, Gilbert, AZ, 85220	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Address re-cased+1 more
CLM-412636	CLM	Mateo Estrada	1981-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-54284	TPA	Lucia Santos	2005-05-25	—	8768960897	1203 Baseline Rd, Tempe, AZ, 85211	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-137649	ENR	Kathryn Carlson	1939-12-07	UHC-76593-95	5548083216	3619 Highland Ave, Mesa, AZ, 85231	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-26383	PRV	Ahmde Alexander	1989-05-22	—	6583100140	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25623	PRV	Arjun Barnes	2000-11-01	—	2032452113	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-408347	CLM	Brenda Stephens	1963-11-26	—	8336563455	6011 Grand Ave, Orlando, FL, 32849	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
TPA-54130	TPA	Ashley P Scott	1998-04-22	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-116133	ENR	Jordan D Wheeler	1954-09-25	UHC-10993-15	8507786892	9746 Mesa Dr, Mesa, AZ, 85258	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-142332	ENR	Alice O Webb	1970-08-21	UHC-97323-98	5646924706	4530 Washington St, Tucson, AZ, 85707	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-125088	ENR	Christina T Clark	1974-11-10	UHC-10282-83	4883775230	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more

2,817 rows, page 46 of 57Previous Next