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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101078	ENR	Hiroshi X Armstrong	1952-11-03	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135822	ENR	Camila W Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139159	ENR	Jeffrey H Cox	1998-05-27	UHC-10954-72	6416094877	2169 Desert Sky Blvd, Sacramento, CA, 95842	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-118887	ENR	Jennifer C Singh	1940-11-09	UHC-92478-93	8839038774	5404 Canyon Rd, Columbus, OH, 43240	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109052	ENR	Virginia O Cox	1983-10-08	UHC-68178-44	3752807034	6698 Sunset Blvd, Columbus, OH, 43248	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139823	ENR	Abigail D Perez	1996-10-25	UHC-81326-41	6629644810	3454 Bayshore Dr, Las Vegas, NV, 89114	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111503	ENR	Bian K Guzman	1977-02-21	UHC-30644-26	6807311582	1355 Valley View Dr, San Antonio, TX, 78214	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100220	ENR	Joseph Ward	1982-07-04	UHC-50573-60	3636341187	8400 Baseline Rd, Nashville, TN	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-118117	ENR	Evelyn A Coleman	1996-03-11	UHC-30106-17	6764871565	7025 Spring St, Scottsdale, AZ, 85257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118116	ENR	Evelyn A Coleman	1996-03-11	UHC-30106-17	6764871565	7025 Spring St, Scottsdale, AZ, 85257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131198	ENR	Joyce Hayes	1993-10-04	UHC-54157-41	8144799650	3928 Bayshore Dr, Atlanta, GA, 30327	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108380	ENR	David A Banks	2000-08-20	UHC-99373-66	2322140948	8520 Indian School Rd, Gilbert, AZ, 85245	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100109	ENR	Jonathan X Price	1980-05-14	UHC-44743-32	9039211408	6450 Jefferson Ave, Eden Prairie, MN, 55369	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105959	ENR	RachelJunk	1954-08-12	UHC-44054-68	6135367989	2152 Oak St, Orlando, FL, 32871	0.76	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+2 more
ENR-129286	ENR	Deborah Hill	1941-10-28	UHC-93002-46	4022273661	3555 Main St, Tucson, AZ, 85726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114900	ENR	Sean K Moore	1955-11-21	UHC-28439-67	7555128204	3487 Pine Dr, Scottsdale, AZ, 85291	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-135547	ENR	Evelyn A Sullyvan	1980-01-03	UHC-19195-34	3178283552	1104 Willow Ct, Gilbert, AZ, 85267	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134970	ENR	Edward Z Rse	1938-07-05	UHC-71305-55	4524168980	540 Union St, Gilbert, AZ, 85246	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135182	ENR	Charlotte Moreno	1998-12-24	UHC-12520-87	3736366572	2579 Sage Ct, Seattle, WA, 98107	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120306	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN, 37209	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102174	ENR	Billy U Wright	2003-10-18	UHC-97664-82	8213062168	680 Ridge Rd, Tucson, AZ, 85710	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122270	ENR	Dorothy D Marquez	1955-12-07	UHC-73764-85	4483974788	1017 Baseline Rd, Los Angeles, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-121867	ENR	Roy L Price	1981-03-25	UHC-50198-86	6354591976	9852 Grand Ave # 937, Houston, TX, 77076	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-129572	ENR	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109070	ENR	David Paalmer	1997-09-23	UHC-50880-94	5944935145	2285 Union St, San Diego, CA, 92189	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133031	ENR	Aisha X Montgomery	1941-08-14	UHC-04709-66	2963761893	6702 River Rd, Las Vegas, NV, 89125	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-127878	ENR	Mark B Park	1987-06-07	UHC-92767-04	6979449342	6705 Valley View Dr, Eden Prairie, MN, 55345	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118531	ENR	Larry Gilbert	1979-04-02	UHC-43230-29	9256968322	2255 Apache Blvd, Los Angeles, CA, 90054	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108924	ENR	Vincent S Hudson	1943-07-18	UHC-97933-52	3625237674	8952 Market St, Fresno, CA, 93702	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115474	ENR	Tyler V Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St, Gilbert, AZ, 85256	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108908	ENR	Jennifer N Turner	1959-12-20	UHC-61460-36	—	9073 Harbor Blvd, Austin, TX, 78742	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106936	ENR	Raymond Simmons	1972-02-03	UHC-43448-49	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-118361	ENR	Harold I Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr, Atlanta, GA, 30350	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137622	ENR	Hiroshi McCoy	1978-03-02	UHC-31964-77	4387718991	5533 River Rd, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110337	ENR	Carolyn Carroll	1958-08-14	UHC-40936-88	—	3600 Pine Dr # 570, Sacramento, CA, 95890	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-130327	ENR	Victoria Long	2002-03-21	UHC-58901-93	7823217574	4373 Sunset Blvd, Eden Prairie, MN, 55325	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125464	ENR	Virginia H Harper	1980-02-07	UHC-83325-61	7886894045	1549 Mountain View Dr, Eden Prairie, MN, 55316	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133022	ENR	Don S Reid	1944-07-01	UHC-92124-07	9357649967	—	0.76	Date of birth reformatted Email lower-cased Gender normalised Plan code upper-cased+2 more
ENR-133214	ENR	Bryan Stevens	1978-01-24	UHC-54097-15	5073447355	2714 Harbor Blvd, Scottsdale, AZ, 85284	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138311	ENR	Brian R Little	2007-11-25	UHC-52440-71	3942717446	7536 Mesa Dr, Orlando, FL, 32860	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111946	ENR	Virginia Porter	2005-02-24	UHC-89599-46	8404658889	4176 Spring St, Fresno, CA, 93717	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117316	ENR	Larry Young	1982-07-10	UHC-19073-60	2169029696	2510 Highland Ave, Nashville, TN, 37270	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115691	ENR	Aleixs P Sandoval	1985-08-01	UHC-93415-14	4394565375	5926 Valley View Dr, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115690	ENR	Aleixs P Sandoval	1985-08-01	UHC-93415-14	4394565375	5926 Valley View Dr, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140275	ENR	Matthew J Barnes	1970-12-14	UHC-50903-12	9775143867	2666 Indian School Rd, Dallas, TX, 75221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140276	ENR	Matthew J Barnes	1970-12-14	UHC-50903-12	9775143867	2666 Indian School Rd, Dallas, TX, 75221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119712	ENR	Jennifer E Matthews	1991-05-03	UHC-65152-42	8227442290	3161 Bayshore Dr, Glendale, AZ, 85317	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120060	ENR	Jerry I Armstrong	1940-04-10	UHC-40480-51	9672200978	6898 Mountain View Dr, Phoenix, AZ, 85058	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130101	ENR	Brittany L Alexander	1988-01-14	UHC-44945-33	6659802288	7028 Lincoln Way, Glendale, AZ, 85361	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120527	ENR	Charles G Russell	1956-03-23	UHC-91688-49	2956729951	5776 Indian School Rd, Gilbert, AZ, 85293	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

13,989 rows, page 131 of 280Previous Next