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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135319	ENR	Brittany B Moore	2007-05-24	UHC-86886-77	5712535563	2956 Sunset Blvd, Tampa, FL, 33651	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-111617	ENR	Emma N Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-133392	ENR	Rachel D Kim	1946-03-19	UHC-21617-33	—	977 Ridge Rd, Plano, TX, 75086	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131776	ENR	Carol Bryant	1990-11-22	UHC-19112-85	8627026676	5725 Baseline Rd, Seattle, WA, 98103	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-117802	ENR	Ana Wheeler	1947-03-19	UHC-60445-48	4218728078	4863 Lake View Rd, Fresno, CA, 93712	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101113	ENR	Helen X Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-109067	ENR	Robert J Tucker	2004-07-14	UHC-10873-92	6222042561	2275 Sunset Blvd, Tempe, AZ, 85284	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-118844	ENR	Jordan Stone	1989-11-22	UHC-29838-90	4534019809	2253 Sage Ct, Fresno, CA, 93795	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139648	ENR	Jonathan Y Singh	1983-09-11	UHC-90837-11	5358152918	8741 Baseline Rd, Charlotte, NC, 28259	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115815	ENR	Jerry Y Price	1957-10-17	UHC-62204-46	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-100485	ENR	Munoz Elizabeth	1982-02-13	UHC-40216-61	—	4165 Willow Ct, Columbus, OH, 43235	0.60	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-138044	ENR	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-117329	ENR	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142136	ENR	Rachel O Vazuez	1983-01-11	UHC-21397-33	3859729498	7668 Central Ave, Atlanta, GA, 30327	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-138076	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-116060	ENR	Larry V Morgan	1952-06-04	UHC-19275-79	7059729318	5623 Market St, Sacramento, CA, 95874	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-111231	ENR	Charles C Morrison	1954-02-22	UHC-66990-41	7069965379	5746 Harbor Blvd, Glendale, AZ, 85353	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-107881	ENR	Alexander Aguilar	1999-03-21	—	3798604515	2890 Jefferson Ave, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127203	ENR	Anthony Marttinez	1979-08-19	UHC-21138-28	3895403934	5560 Forest Ave, Denver, CO, 80259	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125582	ENR	Shirley A Shaw	1981-11-18	UHC-36002-70	7184181521	2333 Apache Blvd, Jacksonville, FL, 32269	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102839	ENR	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-128859	ENR	Roy G Willis	1996-05-27	UHC-62931-06	8757766344	7433 Indian School Rd, Miami, FL, 33101	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128719	ENR	Helen Mills	1972-02-09	UHC-72226-56	6919339184	8254 Cedar Ln, San Diego, CA, 92127	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103883	ENR	Gary B Barnes	1956-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103900	ENR	Samuel Ortiz	1965-08-20	UHC-34784-08	2657097942	5149 Jefferson Ave, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140022	ENR	Ray Peters	1972-08-03	UHC-72190-33	—	2221 Lake View Rd, Austin, TX, 78732	0.62	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more
ENR-134071	ENR	Jonathan W Kim	1958-06-08	UHC-82911-62	4723140887	791 Maple Ave, Plano, TX, 75077	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-115210	ENR	Samantha Simmons	1997-02-10	UHC-59590-89	6204684948	1931 Mesa Dr, Glendale, AZ, 85369	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-130812	ENR	Vincent McDonald	1961-05-17	UHC-27362-76	6439926131	620 Market St, Jacksonville, FL, 32215	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-139830	ENR	Tomas Robinson	1986-01-11	UHC-59732-27	3229527203	8098 Sunset Blvd, Miami, FL, 33169	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-109408	ENR	Henry E Miller	1963-04-22	UHC-82425-52	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-114241	ENR	Alexis W Freeman	1939-02-06	UHC-84619-94	7013294433	199 Bayshore Dr, Charlotte, NC, 28290	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108713	ENR	Donald Torres	1963-09-18	UHC-28843-56	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109186	ENR	Roy M Burke	1983-06-10	UHC-62696-46	9533327951	3888 Oak St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129324	ENR	Valentina Weebr	2006-12-12	UHC-57709-74	2583108678	312 Hillcrest Rd, Columbus, OH, 43201	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-111762	ENR	Kevin Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-139407	ENR	Michael P Kelly	1947-10-06	UHC-06332-53	8253696341	882 Bayshore Dr, Gilbert, AZ, 85248	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135391	ENR	Lisa D Day	1967-05-26	UHC-41010-93	3842790938	263 Lake View Rd, Las Vegas, NV, 89182	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118638	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118637	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114562	ENR	Kelly Y Miller	2002-02-21	UHC-07876-34	9116778377	5278 Valley View Dr, Houston, TX, 77003	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134035	ENR	Carl Clark	1964-10-03	UHC-07708-62	8978020594	8835 Apache Blvd, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125485	ENR	Janice E Cunningham	1973-06-02	UHC-38763-55	4502687904	721 Union St, Glendale, AZ, 85334	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-123973	ENR	Theresa T Harvey	2001-04-06	UHC-35453-33	—	2571 Pine Dr, Orlando, FL, 32850	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-103641	ENR	Charles Foord	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.62	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110204	ENR	Benjamin R Taylor	1985-01-15	UHC-56897-70	5406899345	6028 Maple Ave, Houston, TX, 77028	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134757	ENR	Mei Read	1940-12-02	UHC-67578-17	5438771739	8628 Forest Ave, Austin, TX, 78702	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-102298	ENR	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	1269 Sage Ct, Tempe, AZ, 85283	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136892	ENR	Keith A Gray	1963-11-18	UHC-41667-97	6913723861	5446 Union St, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-107368	ENR	Adam Vasquez	1978-12-15	UHC-91157-09	3974287745	9625 Hillcrest Rd, Charlotte, NC, 28263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

1,767 rows, page 16 of 36Previous Next