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 “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-104666	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119441	ENR	Lucia Ruiz	1989-06-19	UHC-65450-53	—	8921 Market St, Jacksonville, FL, 32252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-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-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-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
TPA-54214	TPA	Donna Coleman	1924-10-15	—	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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
CLM-407216	CLM	Theresa Espinoza	1979-02-20	UHC-67186-14	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29002	PRV	Maria Schmidt	1957-04-28	UHC-24260-23	9489914605	8387 Willow Ct, Columbus, OH, 43200	0.64	Name re-cased Phone 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
CLM-423224	CLM	Sharon Dean	2005-09-11	—	—	1782 Valley View Dr, Charlotte, NC, 28202	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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
CLM-418634	CLM	Abigail C Harrison	1961-11-20	—	—	8701 River Rd, Houston, TX, 77026	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415220	CLM	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27853	PRV	Nancy Richards	1948-06-12	—	8129566702	8910 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased City 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
TPA-51894	TPA	Santiago Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-110402	ENR	Jeremy Nunez	1971-02-26	UHC-54560-44	7642382750	8260 Lincoln Way, Nashville, TN, 37271	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+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-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
TPA-51347	TPA	Noah Wilson	1942-07-12	—	4819840815	1183 Spring St, Nashville, TN, 37275	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+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-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
PRV-29358	PRV	Theresa Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59529	TPA	Marc Bell	1956-07-02	—	5635597414	4720 Park Pl, Dallas, TX, 75237	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-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-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
CLM-403706	CLM	Andrea W Riley	1963-04-24	UHC-09555-54	—	5837 Willow Ct, Los Angeles, CA, 90042	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-115005	ENR	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54022	TPA	Sam Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409585	CLM	Keith Schultz	1939-09-09	UHC-01231-40	5294372974	9249 Sage Ct, Denver, CO, 80219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128874	ENR	Alexander I Turner	1965-08-27	UHC-98406-32	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58051	TPA	Abigali Lawrence	1988-07-20	UHC-25880-45	4909450445	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-429362	CLM	Kenneth S Ray	1965-07-14	UHC-87282-25	6774813526	9330 Cedar Ln, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411255	CLM	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ, 85257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20901	PRV	Gabriel R Yang	1960-04-14	UHC-81771-20	8706604064	1130 Elm St, Columbus, OH, 43210	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133168	ENR	Jean Long	1952-07-08	UHC-19794-22	2228756796	6765 Spring St, Mesa, AZ, 85238	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51557	TPA	Alan Henderson	1996-06-16	—	9429298962	6293 Canyon Rd, San Antonio, TX, 78285	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-24388	PRV	Janice Li	1942-05-02	UHC-15517-50	3965345484	8397 Broadway, Denver, CO, 80201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-426804	CLM	Hannah Chavez	1968-07-28	—	—	2210 Park Pl, Glendale, AZ, 85314	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407147	CLM	Kathleen Obrien	1953-02-15	UHC-76854-65	—	6948 Pine Dr, Columbus, OH, 43294	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109489	ENR	Phillips Jcak	2001-06-14	UHC-13542-40	6183912652	1267 Bayshore Dr, Tampa, FL, 33629	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429103	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140292	ENR	Alan Aguilar	1964-11-24	UHC-36939-26	6858170704	2959 Lake View Rd, Atlanta, GA, 30392	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 169 of 337Previous Next