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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111455	ENR	Grace Powell	1981-05-01	UHC-74165-93	9277476343	973 Camelback Rd, Plano, TX, 75019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135691	ENR	Carlos Lane	2005-05-06	UHC-39751-43	6645090104	8291 Desert Sky Blvd # 828, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133795	ENR	Luis Willis	1981-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd Apt 17, Denver, CO, 80210	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135138	ENR	Julia K Jordan	1945-03-04	UHC-17224-84	7884751551	4458 Oak St, Atlanta, GA, 30374	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-129087	ENR	Judy Vega	1989-12-13	UHC-72698-48	5489972599	6343 Ocean Ave, San Diego, CA, 92192	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133799	ENR	Carl Robbertson	1976-08-21	UHC-87750-98	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122432	ENR	Gabriel R Ruiz	1993-12-09	UHC-87163-08	9222064334	5977 Indian School Rd, Tampa, FL, 33695	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134526	ENR	Mariana P Hamilton	1963-05-16	UHC-80048-60	8583358665	5035 River Rd, Denver, CO, 80290	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-119715	ENR	Jack Austni	1954-09-10	UHC-75970-52	2808985138	3007 Pine Dr, Glendale, AZ, 85307	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116293	ENR	Ronald X Boyd	1942-11-04	UHC-40835-40	8828864355	6867 Baseline Rd, Tucson, AZ, 85798	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133566	ENR	Jennifer Castro	1949-04-02	UHC-02041-85	7699394722	1633 Sage Ct, Jacksonville, FL, 32287	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133974	ENR	Christina F Jacobs	1961-08-11	UHC-68007-46	—	2890 Central Ave, Fresno, CA, 93736	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-139801	ENR	Hannah B Bowman	—	UHC-55159-69	8235094395	3657 Central Ave, Charlotte, NC, 28227	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-132869	ENR	Andrea McCoy	1976-08-14	UHC-43360-40	6629293194	4191 Forest Ave, Minneapolis, MN, 55403	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124640	ENR	Heather Armstrong	1984-05-11	UHC-08049-74	8507564381	3274 Pine Dr, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123684	ENR	Sean Dunn	1948-11-10	UHC-74433-70	5566277090	4739 Pine Dr, Nashville, TN, 37228	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116005	ENR	Ana Washington	1971-05-28	UHC-81270-94	9269385747	1462 Market St, Charlotte, NC, 28267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127816	ENR	Diane V Peterson	1945-05-14	UHC-44831-58	—	7230 Church St, Jacksonville, FL, 32223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114877	ENR	Bruce Reed	1948-03-22	UHC-40972-69	8216695080	8324 Apache Blvd Apt 37, Chandler, AZ, 85201	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134760	ENR	Jordan Walker	1988-02-19	UHC-96381-04	—	3465 Union St, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-130563	ENR	Amber N Lawrence	1978-04-18	UHC-53728-11	—	1461 Bayshore Dr, Fresno, CA, 93794	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141210	ENR	Kimberly Vega	1953-09-03	UHC-56666-04	—	1325 River Rd, Charlotte, NC, 28230	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142063	ENR	Ethan Lopez	1972-07-10	UHC-92695-79	6246151566	992 Sage Ct, San Diego, CA, 92148	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118757	ENR	Christian X Kennedy	1938-09-22	UHC-25677-82	2807202737	4685 River Rd, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104735	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104734	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133176	ENR	Adam Day	1954-02-07	UHC-10920-21	4379847404	9143 Jefferson Ave, Sacramento, CA, 95852	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106192	ENR	Brenda L Stephens	2000-03-02	UHC-76713-41	8762196814	7450 Spring St, Tampa, FL, 33658	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133559	ENR	Frank O Anderson	1985-02-13	UHC-16477-05	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140014	ENR	Goerge S Nelsson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104648	ENR	Amber Q Black	1967-12-23	UHC-78944-22	8114729459	1482 Harbor Blvd, Phoenix, AZ, 85034	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-132762	ENR	Grgeory McCoy	1943-07-23	UHC-42545-15	5354262329	2161 Maple Ave, Gilbert, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-131389	ENR	Carlos R Mason	1958-05-03	UHC-55182-09	9574322791	2022 Harbor Blvd # 504, Eden Prairie, MN, 55352	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-114225	ENR	Philip Banks	1955-04-03	UHC-92600-21	5097634744	9677 Jefferson Ave # 745, Austin, TX, 78705	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119691	ENR	Dorothy J Howard	2004-01-24	UHC-57229-61	—	7635 Pine Dr, Tempe, AZ, 85233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113540	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-121654	ENR	Sean O Luna	1981-03-13	UHC-69476-74	4424844759	8073 Ocean Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127632	ENR	Sharon Y Burton	1955-05-27	UHC-21748-50	6674613291	5914 Baseline Rd, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110136	ENR	Logan O Campbell	1990-09-18	UHC-56514-20	8618049547	2944 Jefferson Ave, Eden Prairie, MN, 55384	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131519	ENR	Frank Lawrence	1992-06-14	UHC-54403-51	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102857	ENR	Jack Jimenez	1965-07-22	UHC-31944-66	4194069170	1751 Apache Blvd, Tucson, AZ, 85725	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-118277	ENR	Maatt Smith	—	UHC-06789-82	5815156902	8352 Ridge Rd, Sacramento, CA, 95867	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-115555	ENR	Gloria George	—	—	3166667497	9610 Jefferson Ave, Minneapolis, MN, 55413	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140304	ENR	George Williamson	1953-03-23	UHC-20277-01	3152509653	2608 Spring St, Sacramento, CA, 95879	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125192	ENR	Noah Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102758	ENR	Samantha Hanson	—	UHC-22982-65	5997631210	3319 Elm St, Miami, FL, 33136	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-116527	ENR	Gregory Medina	2004-10-07	UHC-24008-95	3777028920	294 Maple Ave, Plano, TX, 75042	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102418	ENR	Gary Walker	1999-02-04	UHC-30122-51	7853045209	2765 Camelback Rd, Charlotte, NC, 28252	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-127183	ENR	Patrick Murphy	1956-03-05	UHC-80947-87	4739219594	1182 Desert Sky Blvd, Houston, TX, 77009	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

8,934 rows, page 50 of 179Previous Next