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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112404	ENR	Camila J Davis	1938-05-14	UHC-67637-08	8452833587	5041 Mesa Dr, Austin, TX, 78755	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54104	TPA	Timothy Perez	1940-01-24	—	—	3824 Oak St, Miami, FL, 33197	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-133615	ENR	Isabella U Miller	1992-03-22	UHC-79792-35	—	7287 Lincoln Way, Mesa, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-116786	ENR	Eric K Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA, 90027	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117042	ENR	Fernandez I Jeremy	1986-04-21	UHC-50658-84	9418675142	3364 Valley View Dr, San Diego, CA, 92128	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51667	TPA	Ftima Green	1971-01-19	—	8975855235	764 River Rd, Minneapolis, MN, 55442	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20162	PRV	Ralph P Weaver	1957-09-18	—	5376103292	4786 Ridge Rd, Charlotte, NC, 28232	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-430738	CLM	Roy Daniels	1973-02-08	—	—	7052 Sunset Blvd, Minneapolis, MN, 55454	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-115272	ENR	Justin I Crawford	1964-09-16	UHC-08752-14	2812150397	7767 Bayshore Dr, Miami, FL, 33169	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121135	ENR	Nancy F Freeman	2005-06-03	UHC-47450-44	8176647855	1098 Sage Ct, Denver, CO, 80207	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121134	ENR	Nancy F Freeman	2005-06-03	UHC-47450-44	8176647855	1098 Sage Ct, Denver, CO, 80207	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115187	ENR	Evelyn Martinez	1976-09-16	UHC-04589-33	9148507710	1377 Mesa Dr, Tempe, AZ, 85276	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118473	ENR	Elizabeth B Andrews	1949-08-26	UHC-22305-37	—	1098 Ocean Ave, Dallas, TX, 75293	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+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
ENR-108360	ENR	Nicole Santiago	1969-07-13	UHC-39042-85	9539965306	9805 Broadway, Minneapolis, MN, 55440	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-53830	TPA	Brenda S Jimenez	1946-09-24	—	—	3317 Mountain View Dr, Atlanta, GA, 30315	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-117024	ENR	Yuki Pak	1943-01-01	UHC-48407-22	2315208109	8316 Hillcrest Rd, San Antonio, TX, 78251	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-138608	ENR	Jesse J Elliott	1955-12-07	UHC-55100-10	3686205661	2749 Broadway, Fresno, CA, 93703	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-412013	CLM	Samuel Adams	1915-06-02	—	—	1053 Meadow Ln, Los Angeles, CA, 90005	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-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
CLM-430334	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	—	2310 Forest Ave, Eden Prairie, MN, 55360	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+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-425673	CLM	Evelyn E Morrison	1945-09-17	—	8256239606	4380 Oak St, Tucson, AZ, 85762	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-100670	ENR	Helen Peters	1977-09-22	UHC-45528-01	8978598767	6130 Willow Ct, Los Angeles, CA, 90072	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-101809	ENR	Don Butler	1960-09-20	UHC-55767-80	2833782540	321 Jefferson Ave, Tampa, FL, 33648	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-100092	ENR	Patrik Peterson	1977-05-10	UHC-36259-70	4866264109	7825 Sage Ct, Orlando, FL, 32885	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-134493	ENR	Sophia X Castillo	1969-03-04	UHC-55681-83	—	3937 Valley View Dr, Glendale, AZ, 85352	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-128721	ENR	Robert Wells	1998-08-26	UHC-92831-90	2106076684	6881 Ocean Ave, Nashville, TN, 37279	0.78	Member ID reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
ENR-121733	ENR	Ryan R Carr	1956-09-02	UHC-61870-76	5332749629	1694 Elm St, Fresno, CA, 93762	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140730	ENR	Heather B Johnson	1984-05-27	UHC-96131-59	3595371076	190 Spring St, Denver, CO	0.78	Phone reformatted ZIP missing Email lower-cased Plan code upper-cased+1 more
CLM-403477	CLM	Andrew Little	2004-01-02	UHC-87361-26	—	2488 Forest Ave, Orlando, FL, 32880	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-130157	ENR	Lucia U Bishop	1967-11-15	UHC-00972-20	2056440234	535 Spring St, Tampa, FL	0.78	Name re-cased ZIP missing Email lower-cased Plan code upper-cased+1 more
ENR-121044	ENR	Christina X Bishop	1975-04-27	UHC-40173-47	2279369569	2857 Bayshore Dr, Phoenix, AZ, 85009	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-120602	ENR	Gloria B Martiez	1967-11-21	UHC-13095-05	2719937627	9425 Canyon Rd, Las Vegas, NV, 89118	0.78	Name split from “Last, First”Member ID reformatted City re-cased Plan code upper-cased+1 more
ENR-132466	ENR	Alice Hernandez	1961-03-25	UHC-85387-23	7759827426	1283 Market St, Houston, TX, 77066	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-138215	ENR	Camila N Rios	1963-11-18	UHC-12493-59	2228906829	3286 Indian School Rd, Tempe, AZ, 85295	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-102387	ENR	Kyle Li	1966-03-10	UHC-58094-35	9329231641	7657 Elm St, Austin, TX, 78774	0.78	Phone reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-101884	ENR	Albert V Castro	1982-05-10	UHC-91693-71	3903443809	3576 Desert Sky Blvd, Sacramento, CA	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-109936	ENR	Alexis U James	1986-07-06	UHC-42001-80	4053702728	3166 Hillcrest Rd, Los Angeles, CA, 90075	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-128095	ENR	Barbara T Johnston	1974-09-16	UHC-72209-44	5804223914	1870 Indian School Rd, Tampa, FL, 33689	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27248	PRV	Helen G Weclh	1953-04-03	—	8955709808	2008 Jefferson Ave, Tucson, AZ, 85766	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-119669	ENR	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	6019982729	4472 Main St Apt 35, Minneapolis, MN, 55483	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-102999	ENR	Joan Vargas	1975-09-14	UHC-56474-61	—	5951 Maple Ave, Seattle, WA, 98175	0.78	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+1 more
TPA-61656	TPA	Judith T Robinson	2005-10-03	—	—	9430 Baseline Rd, Fresno, CA, 93742	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-411919	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-135628	ENR	Bryan Black	1940-01-26	UHC-11439-98	3844308523	985 Apache Blvd, Minneapolis, MN, 55412	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-129759	ENR	Sharon Cruz	1950-07-28	UHC-31927-16	7053017850	3056 Desert Sky Blvd, Glendale, AZ, 85332	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-104205	ENR	Richard Henry	1978-06-16	UHC-39882-07	8482959786	7513 Spring St, Atlanta, GA, 30352	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126566	ENR	Anna X Nguyen	1995-01-02	UHC-88432-52	7268405215	6755 Jefferson Ave, Denver, CO, 80237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100733	ENR	Santiago Bennett	1988-09-19	UHC-00928-23	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

3,278 rows, page 41 of 66Previous Next