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-101563	ENR	Shirly Hayes	1958-10-25	UHC-53138-46	5513647709	114 Church St, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139484	ENR	Carol I Warren	1952-07-21	UHC-16792-90	7727283716	1006 River Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111318	ENR	Steven Burns	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-134029	ENR	Madison Collins	1977-02-18	UHC-42951-30	4895727061	8373 Lincoln Way, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113465	ENR	Vega Kelly	1972-04-14	UHC-48546-44	—	1298 Central Ave, Eden Prairie, MN, 55301	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129930	ENR	Ryan Perkins	1944-11-25	UHC-46441-06	3955422392	2850 Highland Ave, Los Angeles, CA, 90078	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-133258	ENR	Jason U Yang	2005-08-12	UHC-26238-79	7175095041	786 Main St, San Antonio, TX, 78295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138321	ENR	Theresa Stephens	1963-10-20	UHC-65181-56	8785544791	5288 Market St, Tempe, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113695	ENR	Rebecca S Spencer	1981-04-06	UHC-40057-75	7437495281	5824 Bayshore Dr, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128493	ENR	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136255	ENR	Timothy U Santos	2005-12-23	UHC-32230-18	7512669804	6889 Palm Dr, Los Angeles, CA, 90009	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-129221	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129222	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113820	ENR	Bradley Perkins	2003-08-26	UHC-98736-97	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113680	ENR	Sarah X Austin	1975-03-10	UHC-05589-30	2729553883	8925 Hillcrest Rd, Eden Prairie, MN, 55335	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109328	ENR	Janet I Watson	1960-01-11	UHC-17850-19	—	826 Pine Dr, Austin, TX, 78743	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128905	ENR	Sharon V Vega	1970-01-16	UHC-51699-03	6665859164	7508 Church St, Chandler, AZ, 85271	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109176	ENR	Olivia Z Guzman	1982-01-01	UHC-53622-56	—	5757 Ocean Ave, Phoenix, AZ, 85080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121988	ENR	Pteer Mason	2000-12-09	UHC-17389-55	3383097882	2355 Washington St, Scottsdale, AZ, 85242	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142116	ENR	Arthur K Wilson	1981-12-17	UHC-74349-97	3037862072	8847 Ridge Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139354	ENR	Dylan D Warren	1952-05-22	UHC-65940-02	2614287832	2857 Main St, San Diego, CA, 92134	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141441	ENR	George Jordan	2007-12-15	UHC-51226-22	7383266349	9029 Mountain View Dr, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129912	ENR	Joan R Crawford	1994-01-18	UHC-75659-83	9672380863	5274 Harbor Blvd, Sacramento, CA, 95863	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113381	ENR	Athony Brown	1994-07-16	UHC-68012-85	8139803869	5356 Lake View Rd, Plano, TX, 75073	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134924	ENR	Wayne Y Williamms	1985-03-11	UHC-69696-29	9263253755	8756 Grand Ave, Jacksonville, FL, 32259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105937	ENR	Charles U Jones	1950-06-21	UHC-98664-57	—	1193 Ocean Ave, Mesa, AZ, 85209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-124560	ENR	Janice B Morris	1978-11-05	UHC-64462-90	2807620499	9728 River Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140138	ENR	Lugan Greene	1941-01-16	UHC-34472-84	6095528497	990 Indian School Rd, Tucson, AZ, 85798	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115125	ENR	Jeffry Y Valdez	1998-02-08	UHC-15233-48	9055946021	5176 Baseline Rd, Atlanta, GA, 30310	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-134743	ENR	Seen R Jones	1947-05-03	UHC-22092-71	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-130859	ENR	Paul Lawson	1967-01-26	UHC-77158-43	8338077978	3409 Elm St, Tempe, AZ, 85233	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105965	ENR	Roger Lawrence	1953-11-17	UHC-05657-40	5462796789	5935 Meadow Ln, Las Vegas, NV, 89126	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141872	ENR	Donna Kennedy	1992-12-05	UHC-09408-30	3328963228	2000 Canyon Rd, Nashville, TN, 37271	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126890	ENR	Donald B Ellis	1939-01-25	UHC-39148-42	2809011502	9268 Union St, Tempe, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122415	ENR	Steven Anderson	1980-10-21	UHC-73679-17	5265922271	5988 Lincoln Way, Tampa, FL, 33683	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113844	ENR	Grace Ortega	1962-04-12	UHC-94521-16	3376109694	8559 Meadow Ln, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124413	ENR	Russell Brown	1941-07-27	UHC-59359-98	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106672	ENR	Helen O Sancheez	1981-03-25	UHC-87964-67	2024904589	3728 Desert Sky Blvd # 585, Dallas, TX, 75229	0.62	Phone reformatted Member ID reformatted Unit split from street Gender normalised+3 more
ENR-114570	ENR	Henry Peters	1946-04-15	UHC-24087-69	2908779119	7036 Central Ave, Tempe, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110423	ENR	Eugene Murphy	1974-03-13	UHC-80044-23	3978661588	3306 Spring St, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-106788	ENR	Jacqueline Williams	1962-04-22	UHC-76657-21	3746730146	949 Lake View Rd, Tampa, FL, 33659	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106352	ENR	Brown Diana	1946-05-23	UHC-33049-18	5719152190	6494 Central Ave, Houston, TX, 77015	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111119	ENR	Daiel Menodza	1952-12-24	UHC-41060-11	2149895484	1278 Mesa Dr, Atlanta, GA, 30374	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126141	ENR	Keitth Salazar	2005-05-19	UHC-87404-77	7452698727	1828 Market St, Denver, CO, 80253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102368	ENR	Elijah J Burke	1962-02-27	UHC-82583-53	—	5337 Park Pl, Scottsdale, AZ, 85277	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-141197	ENR	Alice Snyder	1981-06-05	UHC-65139-66	5149107994	9272 Palm Dr, Los Angeles, CA, 90003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

7,326 rows, page 66 of 147Previous Next