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-101387	ENR	Nancy Maldonado	2003-02-08	UHC-45547-55	8716575373	9518 Maple Ave, Eden Prairie, MN, 55319	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112360	ENR	Mason L Garcia	1938-08-04	UHC-80156-07	8958080038	7806 Spring St, Austin, TX, 78702	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111575	ENR	Ruth Le	1940-09-03	UHC-10988-19	6173836317	1269 Oak St, Columbus, OH, 43274	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111887	ENR	Brittany Z Wheeler	1971-09-05	UHC-55556-45	9617043830	1233 Forest Ave, Miami, FL, 33162	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106370	ENR	Laura V Alvarez	1994-01-13	UHC-59481-37	2819546655	231 Grand Ave, Glendale, AZ, 85322	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133911	ENR	Nathen P Turner	1976-03-05	UHC-07631-83	9384694864	8594 Palm Dr, Mesa, AZ, 85285	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105087	ENR	Grgeory G Morirs	1940-02-01	UHC-46319-60	5872583116	4387 Washington St, Chandler, AZ, 85216	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107718	ENR	Janice Fuller	1942-02-27	UHC-89259-59	3673125628	4572 Desert Sky Blvd, Miami, FL, 33141	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114255	ENR	Donald O McDonald	1996-06-01	UHC-30439-22	4975156559	9776 Market St, Austin, TX, 78784	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104110	ENR	Samantha Sandoval	2002-06-25	UHC-37236-64	9028402146	330 Cedar Ln, Las Vegas, NV, 89135	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122896	ENR	Evelyn T Jensen	2005-05-28	UHC-72278-72	5616577951	9886 Sage Ct, Phoenix, AZ, 85052	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118393	ENR	Bryan Thompson	2004-04-15	UHC-92415-12	9296209004	346 Union St, Orlando, FL, 32862	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100334	ENR	Emmma Pena	1995-08-04	UHC-92734-43	6483489947	9035 Park Pl, Chandler, AZ, 85269	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113682	ENR	Albert J Stphens	1967-02-04	UHC-44227-93	2968297461	3440 Baseline Rd, Phoenix, AZ, 85097	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130827	ENR	Harold U Marquez	1943-09-27	—	7278813823	1701 Lake View Rd, Tempe, AZ, 85241	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131764	ENR	Juudy Kim	1948-05-11	UHC-47691-30	2655955175	1313 Market St, Miami, FL, 33161	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132472	ENR	Sofia T Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134713	ENR	Denise Santos	2005-12-01	UHC-49411-48	2075642361	5029 Jefferson Ave, Columbus, OH, 43255	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124336	ENR	Jonathan Franklin	1946-11-26	UHC-43187-68	6024857554	5396 Central Ave, Minneapolis, MN, 55443	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140779	ENR	Carolyn N Mendez	1962-06-27	UHC-68009-52	9322944875	8645 Park Pl, Fresno, CA, 93783	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134351	ENR	Wei Chavez	1994-03-22	UHC-50321-50	9598083374	7328 Hillcrest Rd, Sacramento, CA, 95890	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101677	ENR	Frrank Y Park	1940-10-09	UHC-71024-06	—	9254 Cedar Ln, Sacramento, CA, 95886	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-128806	ENR	Nicole F Payne	1948-09-08	UHC-53278-73	9219110370	6830 Church St, Fresno, CA, 93739	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110655	ENR	Nancy Moraales	2004-10-22	UHC-83703-84	8393092767	6401 Ridge Rd, Dallas, TX, 75268	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135696	ENR	Edward Henry	2005-04-14	UHC-72922-81	6636825496	4759 Ridge Rd, Nashville, TN, 37238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133451	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	—	4155 Lincoln Way, Tampa, FL, 33620	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134786	ENR	Nicole I Murray	1973-03-06	—	5418403697	7168 Park Pl, Denver, CO, 80296	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100506	ENR	Ana George	1976-08-11	UHC-80940-37	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114817	ENR	Jacqueline T Vasquez	1948-10-02	UHC-66201-13	9056302197	800 Sunset Blvd, San Diego, CA, 92120	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101299	ENR	Garrett I Jason	2002-09-09	UHC-15801-99	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115251	ENR	Bruce E Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr, Phoenix, AZ, 85096	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107878	ENR	Amber Vazquez	1973-10-18	UHC-91224-37	4248261496	207 Apache Blvd, Nashville, TN, 37212	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122028	ENR	Ana Z Watkins	2003-05-15	UHC-50126-88	3909087968	1362 Market St, Seattle, WA, 98126	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101231	ENR	Jonathan King	1958-10-06	UHC-35994-06	5342315110	8496 Indian School Rd, Austin, TX, 78726	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142722	ENR	Amber J Burton	2001-09-17	UHC-56560-03	9259346575	1680 Spring St, San Diego, CA, 92152	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131537	ENR	Susan Lewis	2004-06-24	UHC-86986-28	—	6888 Baseline Rd, Plano, TX, 75027	0.72	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-135983	ENR	Thompson Gary	1995-03-11	UHC-01785-92	8643529660	9781 Jefferson Ave, Fresno, CA, 93734	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116171	ENR	Matthew N Holmes	2006-09-25	UHC-18381-60	9734445102	7504 Meadow Ln, Charlotte, NC, 28280	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117115	ENR	Jeremy Snyder	1988-04-05	UHC-65942-65	4686701391	106 Washington St, Denver, CO, 80272	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106391	ENR	Harold Valdez	1974-10-19	UHC-88603-40	6888801277	3155 Sunset Blvd, Charlotte, NC, 28259	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120951	ENR	Ronald Vargas	2001-06-27	UHC-34390-87	4768636175	4115 Meadow Ln, Chandler, AZ, 85265	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135727	ENR	Carolyn Smith	1946-04-21	UHC-59178-53	9613435454	5400 Canyon Rd, Austin, TX, 78727	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112804	ENR	Gabriel I Robinson	1995-10-14	UHC-26692-02	4463885160	4461 Jefferson Ave, Dallas, TX, 75243	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120440	ENR	Marilyn X Salazar	1960-02-23	UHC-70510-93	—	256 Forest Ave, Seattle, WA, 98193	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142612	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142611	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133169	ENR	Dot N Patterson	1963-07-14	UHC-01755-52	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104466	ENR	Nicole Sanders	1955-06-06	UHC-28472-75	4637728392	329 Jefferson Ave, Columbus, OH, 43218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128115	ENR	Karen L Foster	1992-04-04	UHC-09837-69	6845393615	4572 Grand Ave, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105172	ENR	Shirley W Herrera	1993-02-26	UHC-42017-70	5719728607	8706 Baseline Rd, Fresno, CA, 93701	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

8,423 rows, page 78 of 169Previous Next