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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-143098	ENR	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111042	ENR	Catherine M Gomez	1998-01-01	UHC-43505-08	4822010233	2035 Lake View Rd, Atlanta, GA, 30395	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-108262	ENR	Roger Patterson	2003-03-09	UHC-72721-11	7604603224	623 Meadow Ln, Sacramento, CA, 95896	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118893	ENR	Julia F Mers	1986-11-01	UHC-20927-81	9825607743	712 Grand Ave, Denver, CO, 80232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118892	ENR	Julia F Mers	1986-11-01	UHC-20927-81	9825607743	712 Grand Ave, Denver, CO, 80232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107128	ENR	Linda Pena	1943-11-16	UHC-95877-97	4545565707	6796 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-102603	ENR	Linda Crawford	—	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-117833	ENR	Amanda Spencr	1981-09-04	UHC-64608-65	7504508448	3959 Main St, Nashville, TN, 37282	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113635	ENR	Austin Lopez	—	UHC-86703-24	4909447386	7836 Harbor Blvd, San Diego, CA, 92168	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-128909	ENR	Brandon G Peters	1973-09-10	UHC-24583-07	8289636027	1387 Elm St, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-135546	ENR	Stephanie X Gardner	1959-04-04	UHC-79152-88	6807065795	3446 Maple Ave, Los Angeles, CA, 90073	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106251	ENR	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-139317	ENR	Rachel P Jackson	1998-10-19	UHC-60050-91	5794571702	2518 Park Pl, Houston, TX, 77060	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142729	ENR	Paul P Kelly	1989-01-13	UHC-35201-48	5617252242	7184 Apache Blvd, Seattle, WA, 98118	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100113	ENR	Nancy Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr, Seattle, WA, 98144	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100112	ENR	Nancy Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr, Seattle, WA, 98144	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123173	ENR	Elizabeth Baker	1994-09-04	UHC-60905-95	2054333934	9587 Park Pl, San Antonio, TX, 78237	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134161	ENR	Natalie Obrien	1969-07-27	UHC-10176-82	5435550647	5256 Apache Blvd, Plano, TX, 75024	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108295	ENR	Nancy N Bishop	1989-02-21	UHC-38129-07	4047914035	1959 Ocean Ave, Orlando, FL, 32821	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114983	ENR	Jacob G Kelly	1990-05-14	UHC-64102-34	2818663241	9005 Hillcrest Rd, Austin, TX, 78705	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113321	ENR	Cheryl Q Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113322	ENR	Cheryl Q Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130972	ENR	Samuel F Collins	1943-03-02	UHC-44660-05	7217608699	3152 Valley View Dr Apt 30, Charlotte, NC, 28264	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-143057	ENR	Benjamiin S Lane	1985-01-05	UHC-09486-02	8848419114	6981 Cedar Ln, Miami, FL, 33114	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133286	ENR	David S Ferguson	1982-07-23	—	2955627340	2980 Elm St, Fresno, CA, 93725	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141837	ENR	Mike X McDonald	1982-07-05	UHC-87977-24	2312030340	6489 Camelback Rd, Gilbert, AZ, 85245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112890	ENR	Hannah X Lewis	2002-06-28	UHC-41226-01	8918067254	236 Church St, Denver, CO, 80227	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111242	ENR	Cheryl A Griffin	1971-06-03	UHC-95521-19	5197996313	9790 Grand Ave, Fresno, CA, 93705	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116540	ENR	Shirley Sanchez	1948-12-12	UHC-11667-88	2574594279	5839 Apache Blvd, Fresno, CA, 93740	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109728	ENR	Camila I Herrera	1970-12-22	UHC-32504-19	4817934994	4528 Union St, San Diego, CA, 92120	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120569	ENR	Grace N Ruiz	1995-10-08	UHC-34131-34	5453691062	3617 Camelback Rd # 818, Atlanta, GA, 30343	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-103998	ENR	Kim Parker	2002-12-14	UHC-87896-22	8816768176	7164 Elm St, Chandler, AZ, 85227	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118953	ENR	Santiago Miller	1969-04-28	UHC-35055-55	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124056	ENR	Juan Willis	1990-08-04	UHC-57655-64	8794794589	9867 Camelback Rd, Austin, TX, 78789	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133809	ENR	Jeremy Y Wong	1969-08-21	UHC-99427-84	4662636566	5326 Lincoln Way, Minneapolis, MN, 55440	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140281	ENR	Olivia Hawkins	1955-07-12	UHC-43719-21	5535151907	3492 Maple Ave, Columbus, OH, 43217	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102161	ENR	Emma M Simpson	1980-11-24	UHC-76767-30	4243685159	2840 Lake View Rd, Denver, CO, 80298	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124565	ENR	Clark Jack	1967-02-09	UHC-78816-20	6474522331	9312 Sage Ct, Jacksonville, FL, 32243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122720	ENR	Larry Thompson	1991-06-16	UHC-41677-87	3092540023	8821 Grand Ave, Mesa, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121078	ENR	Aisha U Campbell	1997-01-28	UHC-52441-29	2558276600	9819 Indian School Rd, Mesa, AZ, 85239	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122261	ENR	Jonathan Schmidt	1957-08-16	UHC-33434-91	9765687984	3219 Lake View Rd, Austin, TX, 78732	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-109845	ENR	Billy M Ward	1993-02-28	UHC-64088-45	—	4109 Spring St, Sacramento, CA, 95854	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121411	ENR	Heather Burton	2002-06-15	UHC-68676-39	8534239768	308 Central Ave, Miami, FL, 33113	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103448	ENR	Terry Elliott	1980-07-19	UHC-19456-25	6812696009	5002 Palm Dr, Fresno, CA, 93752	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110521	ENR	Charles B Burton	1975-07-25	UHC-47128-17	2562785250	8927 Spring St, Chandler, AZ, 85234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123243	ENR	Logan S Davis	1977-12-22	UHC-98416-71	2856287875	6326 Washington St, Mesa, AZ, 85237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100515	ENR	Roger X Rogers	1952-11-26	UHC-69863-82	4076825964	3762 Apache Blvd, Plano, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-114371	ENR	Alexander X Diaz	2001-08-14	UHC-08945-48	5409453173	3718 Mountain View Dr, Eden Prairie, MN, 55318	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102536	ENR	David I Davis	1939-12-06	UHC-96149-83	3983167721	9365 Elm St, Denver, CO, 80273	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-128129	ENR	Paul A Cruz	1993-04-08	UHC-90990-14	5718721444	9141 Ridge Rd, San Antonio, TX, 78236	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more

8,423 rows, page 92 of 169Previous Next