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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109117	ENR	Matthew T Boyd	1958-07-07	UHC-83312-34	4097702834	3756 Oak St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131302	ENR	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121389	ENR	Bradley Z Alexander	1970-09-20	—	6859918010	8192 Highland Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104341	ENR	Rachel Gonzalez	1973-10-17	UHC-89828-42	3444094592	2830 Valley View Dr, Orlando, FL, 32893	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121543	ENR	Eric Schmidt	1945-11-23	UHC-94650-89	7504715846	3720 Pine Dr, Miami, FL, 33118	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133112	ENR	Jon Vargas	1938-12-09	UHC-70773-53	9807362296	6222 Meadow Ln, Mesa, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137636	ENR	Emma X Wang	1967-05-28	UHC-33419-22	4106228015	5672 Sunset Blvd, Miami, FL, 33165	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-100388	ENR	Jeremy I Harrison	1957-08-11	UHC-54876-15	5879606942	6148 Church St, Nashville, TN, 37262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103720	ENR	Ana Y Richards	1963-12-12	UHC-66328-47	4843864788	7057 Meadow Ln, Minneapolis, MN, 55425	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124042	ENR	Waayne Phillips	1985-01-07	UHC-08722-05	6203962170	8846 Canyon Rd, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124459	ENR	Doris G Hernandez	1957-01-06	UHC-83598-54	2619738857	677 Willow Ct, Tempe, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-133332	ENR	Ed Z Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St, San Antonio, TX, 78287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126503	ENR	Adam O Peterson	1997-05-01	UHC-80659-23	4463593442	782 Palm Dr, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111955	ENR	Robert T Yang	1997-08-15	UHC-85622-65	5959409130	1172 Oak St, Orlando, FL, 32866	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130902	ENR	Bruce Weber	1975-02-03	UHC-97519-16	3083029179	673 Sunset Blvd, Eden Prairie, MN, 55311	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-125010	ENR	Donald A Olson	2000-09-12	UHC-43659-72	9876461848	1670 Maple Ave, Gilbert, AZ, 85203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109614	ENR	Andy O Grant	1990-01-28	UHC-42515-76	4023618029	3319 Camelback Rd, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135016	ENR	Anthony Jordan	1979-03-14	UHC-38827-56	7096974630	6601 Willow Ct, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102753	ENR	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135674	ENR	Alice M Payne	1938-09-21	UHC-18304-48	4935017101	143 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-116013	ENR	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	2005 Indian School Rd Apt 22, Denver, CO, 80240	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129403	ENR	Roy P Myers	1975-12-25	UHC-50530-26	5682193408	4237 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136275	ENR	Saan F Richards	1989-11-17	UHC-18538-26	7137346385	7133 Apache Blvd, Nashville, TN, 37244	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122640	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123284	ENR	Abigail Reyes	1975-02-23	UHC-26677-78	5468270667	6533 Sunset Blvd, Gilbert, AZ, 85222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101970	ENR	Karen Harrison	1982-01-07	UHC-95685-99	2615664410	4512 Harbor Blvd, Mesa, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117307	ENR	Roy P Smith	1945-01-07	UHC-64287-90	4653773812	5453 Market St, Scottsdale, AZ, 85283	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-128348	ENR	Mark Wsahington	2006-12-27	UHC-53180-18	7607640652	5914 Ridge Rd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128336	ENR	Henry C Jones	1953-11-17	UHC-15963-28	9195136393	2709 Market St, San Antonio, TX, 78213	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131557	ENR	Jean D Black	1959-10-05	UHC-94600-18	8908104685	1446 Ocean Ave, Dallas, TX, 75218	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140411	ENR	Ryan V Chavez	1977-07-23	UHC-53432-15	7969983431	640 River Rd, Miami, FL, 33127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108948	ENR	Craol Ross	1954-12-21	—	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106231	ENR	Madison X Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct Apt 18, Seattle, WA, 98191	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115787	ENR	Nicole U Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123042	ENR	Patrick B Morgan	1978-04-07	UHC-69976-20	5134115944	8062 Mesa Dr, Houston, TX, 77015	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-130274	ENR	Christina G Mills	1988-03-10	UHC-90641-03	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117008	ENR	Nicholas V Fller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-142413	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd, Plano, TX, 75092	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132619	ENR	Nancy Z Rios	1977-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136387	ENR	Melissa V Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct Apt 23, Atlanta, GA, 30381	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108604	ENR	Nick T Larson	1993-08-09	UHC-90661-50	9236882186	9895 Sunset Blvd, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
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-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-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-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

28,181 rows, page 158 of 564Previous Next