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 “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-103346	ENR	Paul E Lopez	1947-02-01	UHC-63875-61	6913634751	5959 Sage Ct # 730, Tampa, FL, 33674	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
ENR-135895	ENR	Btety U Ruiz	1976-10-12	UHC-44496-29	—	4796 Oak St, Plano, TX, 75082	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-130822	ENR	Sean Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd # 277, Dallas, TX, 75292	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
ENR-120056	ENR	Randy Q Johnston	1978-02-22	UHC-32459-34	—	5415 Pine Dr, Tempe, AZ, 85297	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-108411	ENR	Angela J Marquez	1950-05-12	UHC-98892-42	7614825835	4396 Maple Ave, Mesa, AZ, 85251	0.56	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-114112	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-114111	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-122408	ENR	FJunk	1958-08-17	UHC-62486-62	2114088397	8094 Market St, Chandler, AZ, 85237	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
ENR-103486	ENR	Ana King	1986-08-02	UHC-99079-64	9734370692	5769 Lincoln Way, Dallas, TX, 75257	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
ENR-114387	ENR	Carl U Ortega	2004-02-20	UHC-44602-19	—	6941 Ocean Ave, Houston, TX, 77095	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-133378	ENR	—Junk	1981-06-26	UHC-89323-18	—	1295 Broadway, Minneapolis, MN, 55492	0.56	Phone missing area code Address re-cased Gender normalised No usable name (quarantined)
ENR-137579	ENR	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-142986	ENR	Jeremy W Fuller	—	UHC-03594-99	9746892458	1341 Market St, Miami, FL, 33176	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-108035	ENR	Logan Y Thompson	1942-05-19	UHC-52807-74	5892928123	6607 Park Pl, Las Vegas, NV	0.56	Two-digit birth year Phone reformatted ZIP missing Gender normalised
ENR-121741	ENR	Patrick Pena	2005-10-25	UHC-91383-46	5034340464	364 Oak St, Sacramento, CA, 95867	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-129586	ENR	Sara Garrett	1938-10-03	UHC-34288-69	—	114 Desert Sky Blvd, Los Angeles, CA, 90042	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-119783	ENR	Benjamin R Hunter	—	UHC-32263-44	7119127618	7826 Willow Ct, Minneapolis, MN	0.56	Date of birth unreadable Phone reformatted ZIP missing Gender normalised
ENR-140764	ENR	Emily Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln, Chandler, AZ, 85223	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-131223	ENR	Martha M Dominguez	1976-10-06	UHC-73212-31	3222632847	7973 Apache Blvd, Atlanta, GA	0.56	Member ID reformatted State name converted to code ZIP missing Gender normalised
ENR-118460	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	—	6037 Sage Ct, Gilbert, AZ	0.56	State name converted to code ZIP missing Gender normalised Whitespace trimmed
ENR-116390	ENR	Denise Daniels	1958-09-09	UHC-62235-28	—	6821 Meadow Ln, Dallas, TX, 75235	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-125647	ENR	Olivia B Dunn	1956-09-23	UHC-37209-76	2505111244	7987 Central Ave, Columbus, OH, 43235	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-138873	ENR	Jordan H Washingon	1964-12-26	UHC-77857-53	—	6428 Washington St, Atlanta, GA, 30336	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-127284	ENR	Cheryl A Owens	1976-10-12	UHC-97448-63	4679141075	9579 Lincoln Way, Phoenix, AZ, 85022	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-102131	ENR	Tyler Adams	1975-12-13	UHC-88134-07	3333950487	396 Baseline Rd, Chandler, AZ, 85297	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-141954	ENR	Ethan Stephens	1980-08-04	UHC-27099-22	3709510533	9299 Forest Ave, Fresno, CA	0.56	Street suffix standardised Address re-cased ZIP missing Gender normalised
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-102287	ENR	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.56	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-139875	ENR	Brenda D Lawrence	2008-09-19	UHC-03077-34	8376431059	418 Jefferson Ave, Mesa, AZ, 85206	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-117998	ENR	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-127706	ENR	Dennis J Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.56	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised
ENR-110493	ENR	Richard K Hayes	1959-05-15	UHC-24657-48	—	3622 Meadow Ln, Gilbert, AZ, 85269	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-115561	ENR	Vicotria W Morales	1951-10-05	UHC-18505-75	8644412460	7253 Spring St, Sacramento, CA, 95897	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-107626	ENR	Alan Fox	1965-06-19	UHC-67661-83	7359171867	2320 Main St, Glendale, AZ, 85391	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-128340	ENR	Isabella X Pena	1952-12-15	UHC-37201-24	4054670229	6705 Grand Ave, San Antonio, TX, 78297	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
ENR-108576	ENR	Abigail Jacckson	1970-06-20	UHC-80175-96	6857451899	2843 Bayshore Dr, Chandler, AZ, 85292	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127840	ENR	Christian B Buttler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-108941	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-108940	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-103837	ENR	Rebecca S Warren	1997-04-06	UHC-69309-05	—	7385 Market St, San Diego, CA, 92189	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-140682	ENR	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141996	ENR	Dan H Davis	1954-12-06	UHC-79577-81	4957667645	7703 Central Ave, San Diego, CA, 92173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130063	ENR	Aisha N Miller	1988-01-27	UHC-69383-42	8519861649	4292 Valley View Dr, Jacksonville, FL, 32204	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120378	ENR	Frank J Hamilton	1980-02-22	UHC-91957-14	9309203985	1346 Church St, Seattle, WA, 98184	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134018	ENR	Ethan Stone	1989-12-27	UHC-37228-60	4862281810	5814 Grand Ave, Fresno, CA, 93776	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119576	ENR	Edward L Hoffman	1955-06-26	UHC-40660-95	5806293986	972 Market St, Las Vegas, NV, 89113	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126808	ENR	Anthony Henry	1962-05-02	UHC-43116-07	—	1673 Desert Sky Blvd, Atlanta, GA, 30353	0.58	Name split from “Last, First”ZIP+4 trimmed Gender normalised
ENR-112661	ENR	Bradley Williams	1983-10-13	UHC-17279-10	8704529068	6914 Desert Sky Blvd, Columbus, OH, 43232	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-129711	ENR	Lori W Valdez	1985-03-18	UHC-39983-48	—	1140 Main St Apt 40, Charlotte, NC, 28273	0.58	Phone missing area code Unit split from street Gender normalised
ENR-126721	ENR	Mei Vargas	1953-01-11	UHC-17211-73	7184750034	8958 Lincoln Way, Austin, TX, 78776	0.58	State name converted to code ZIP+4 trimmed Gender normalised

7,326 rows, page 52 of 147Previous Next