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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122748	ENR	Patrcik Ellis	1975-04-06	UHC-52459-13	7134396493	1833 Ridge Rd, Eden Prairie, MN, 55326	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63538	TPA	Nicole Reynolds	1976-07-11	—	—	1456 Meadow Ln, Nashville, TN, 37260	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56036	TPA	Jonathan Burns	1966-05-01	—	8637138651	8059 Palm Dr, San Diego, CA, 92142	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
ENR-106151	ENR	Natalie L Adams	1980-11-12	UHC-15911-63	3315723361	6511 Pine Dr, San Diego, CA, 92159	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424441	CLM	Kenneth Daniels	1986-12-06	—	3872567309	3524 Central Ave, Orlando, FL, 32837	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428393	CLM	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139458	ENR	Eugene Stewart	1971-08-05	UHC-98811-01	8689815464	9429 Mountain View Dr, San Antonio, TX, 78244	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138944	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138945	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51109	TPA	Gerald Howell	1941-04-08	UHC-70632-75	7184039371	2627 Baseline Rd, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141916	ENR	Ruth V Foler	1993-07-10	UHC-12243-12	4293891465	6716 Sage Ct, Columbus, OH, 43267	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420760	CLM	Larry Gordon	1942-10-07	UHC-57084-06	3192964336	3764 Canyon Rd, Atlanta, GA, 30331	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417113	CLM	Alan Lane	1982-06-10	UHC-36065-99	8393582959	3933 Pine Dr, Plano, TX, 75096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115927	ENR	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26504	PRV	Daniel Kim	1958-09-25	—	5024941594	3734 Mesa Dr, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29309	PRV	Roy James	2008-11-12	—	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110735	ENR	Sofia I Porter	2002-07-04	UHC-53417-68	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51937	TPA	Wei Gardner	1971-04-01	UHC-94736-96	—	7039 Apache Blvd, Columbus, OH, 43244	0.64	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+2 more
CLM-418280	CLM	Beerly Moreno	1956-04-28	—	2828058561	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135911	ENR	Frank Y Wilson	2001-08-26	UHC-42985-12	4735034402	7791 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142956	ENR	Ommar A Larson	2003-05-23	UHC-53047-48	4615989729	8646 Sunset Blvd, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61006	TPA	Bruce O Cok	1960-11-05	—	4154129145	993 Willow Ct, Minneapolis, MN, 55471	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52351	TPA	Santiago Day	1998-05-03	—	—	9850 Church St, Las Vegas, NV, 89131	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405800	CLM	Julia McDonald	1999-01-04	UHC-38336-75	9039003988	9310 Washington St, Houston, TX, 77028	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427334	CLM	Abigail Stephens	1949-09-04	UHC-27778-62	3274791689	7724 Camelback Rd, Plano, TX, 75070	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124437	ENR	Ruth V Watson	1963-01-03	UHC-13000-42	4468974507	2307 Sunset Blvd, Jacksonville, FL, 32283	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138665	ENR	Ruth Nguyen	1959-06-20	UHC-10388-58	7839885285	7673 Spring St, Charlotte, NC, 28243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115790	ENR	Hannah Flores	1941-11-18	UHC-63078-53	4103919225	9304 Lake View Rd, Plano, TX, 75040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121077	ENR	Aaron B Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St, Tucson, AZ, 85758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25199	PRV	Christopher Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-53783	TPA	Kathryn Singh	1939-06-05	—	—	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408491	CLM	Stephen Ptael	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20539	PRV	Jordan Armstrong	1990-06-22	—	7224967167	5162 Bayshore Dr Apt 35, San Antonio, TX, 78276	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
PRV-28352	PRV	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-120299	ENR	Bryan Q Harrison	2007-11-10	UHC-33879-78	7333506085	2725 Indian School Rd, Dallas, TX, 75215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26907	PRV	Betty Gray	1982-10-01	UHC-11992-16	2689551181	1627 Mesa Dr, Miami, FL, 33186	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400451	CLM	Margaret K Chavez	1951-03-19	UHC-92419-11	8756610430	5663 Spring St, Minneapolis, MN, 55457	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105775	ENR	Anthony B Kennedy	1982-05-09	UHC-68806-30	6745269662	621 Forest Ave, Fresno, CA, 93749	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122082	ENR	David S Woods	1945-04-11	UHC-14405-97	2977679145	6472 Cedar Ln, Minneapolis, MN, 55493	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23259	PRV	Patricia Kennedy	1991-09-17	—	—	6142 Harbor Blvd, Los Angeles, CA, 90015	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425177	CLM	James Y Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-128278	ENR	Brittany C Richardson	1992-04-08	UHC-85550-72	3652940002	4591 Lincoln Way, Tucson, AZ, 85731	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-420860	CLM	Diego Matthews	1938-12-01	UHC-11271-69	—	4858 Mountain View Dr, Tucson, AZ, 85708	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125428	ENR	Sara Gibson	1955-12-02	UHC-40430-01	9592943473	5461 Sunset Blvd, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417569	CLM	Stephen Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121642	ENR	Judith J Salazar	1938-02-17	UHC-63958-44	2699514154	3981 Harbor Blvd, Las Vegas, NV, 89197	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56747	TPA	Carolyn Fisher	1959-11-11	—	—	1539 Apache Blvd, Tucson, AZ, 85731	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-105893	ENR	Jesse Santos	1981-06-19	UHC-21978-49	3377739768	8431 Palm Dr, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more

9,980 rows, page 101 of 200Previous Next