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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104688	ENR	Jack Kelley	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115836	ENR	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-115369	ENR	Karen Q Washington	2004-05-26	UHC-03563-30	4018376736	5165 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141736	ENR	Beverly C Warren	1949-07-15	UHC-50109-81	6807195317	3744 River Rd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124556	ENR	Ralph T Marshall	1975-02-01	UHC-99444-67	5037124888	2360 Park Pl, Eden Prairie, MN	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-140044	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	—	2008 Ocean Ave, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-118910	ENR	Diego Ross	1944-06-23	UHC-73403-26	3308562850	7329 Grand Ave, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107586	ENR	Henry A Mendez	1981-08-06	UHC-27527-73	—	7683 Meadow Ln, Jacksonville, FL	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-106823	ENR	Jacob Scott	1995-09-05	UHC-63996-57	2366427446	5350 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116895	ENR	Beverly Z Austin	2000-02-11	UHC-48975-69	4548622635	1700 Broadway, Houston, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-119130	ENR	Maria Flores	1998-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116393	ENR	Angela Marquez	2001-07-12	UHC-91286-59	2716583170	6514 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131302	ENR	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121389	ENR	Bradley Z Alexander	1970-09-20	—	6859918010	8192 Highland Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-109614	ENR	Andy O Grant	1990-01-28	UHC-42515-76	4023618029	3319 Camelback Rd, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122140	ENR	Jason Gardner	1984-10-04	UHC-94728-15	3639102724	2380 Canyon Rd, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135674	ENR	Alice M Payne	1938-09-21	UHC-18304-48	4935017101	143 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-134072	ENR	Justin F Rogers	2001-12-10	—	—	9050 Willow Ct, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129403	ENR	Roy P Myers	1975-12-25	UHC-50530-26	5682193408	4237 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103707	ENR	Douglas Y Henderson	1973-03-09	UHC-73129-84	6752727486	5324 Central Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-117626	ENR	Bruce G Garza	1971-02-23	UHC-63823-65	2108312845	2756 Ocean Ave, Miami, FL	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132619	ENR	Nancy Z Rios	1977-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137689	ENR	Adam Z Mitchell	1955-06-06	UHC-63450-13	7086979525	5036 Mesa Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125978	ENR	Wei Lane	1971-10-04	UHC-10402-83	6975135995	5595 Park Pl, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136131	ENR	Beverly O Gonzalez	1944-06-04	UHC-21342-60	9484537851	8147 Jefferson Ave, Plano, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110743	ENR	Abigail Reynolds	1941-11-02	UHC-28564-21	8623053364	7088 Desert Sky Blvd, Orlando, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-125122	ENR	Jesse K Wood	1995-03-01	UHC-53279-40	2524971008	6327 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108191	ENR	Henry M Snyder	1946-09-18	UHC-07445-14	—	4659 Church St, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116435	ENR	Emily Peterson	1996-08-21	UHC-82743-71	2067735035	8912 Camelback Rd, Miami, FL	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
ENR-142568	ENR	Barbara Nichols	1953-03-05	UHC-25443-03	9077300078	8658 Mountain View Dr, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103907	ENR	Willie V Woods	2001-02-18	UHC-13925-39	9468977509	6332 Broadway, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-128501	ENR	Edward C Freeman	1953-10-16	UHC-67577-68	5567361739	904 Hillcrest Rd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127562	ENR	Brian Alvarado	1941-07-02	UHC-42394-48	2053595086	2574 River Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125386	ENR	Stephen H Alexander	2006-02-01	UHC-25900-07	2672153210	4982 Main St, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121957	ENR	Jonathan M Dunn	1942-10-25	UHC-19168-37	3582511527	7019 Union St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121731	ENR	Emma Reyes	2002-08-02	UHC-50136-05	—	1391 Ridge Rd, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113378	ENR	Deborah D Evans	1948-06-12	UHC-93956-02	7243037070	7216 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104045	ENR	Michael B Harper	—	UHC-60558-43	3008123744	7129 Mesa Dr, Houston, TX	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-111110	ENR	Joyce Guzman	1983-12-19	UHC-35792-92	2313586467	2065 Elm St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122691	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109989	ENR	William O McDonald	1987-08-17	UHC-04365-74	5639889435	2281 Pine Dr, Las Vegas, NV	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137253	ENR	George MJunk	1956-12-02	UHC-50698-43	—	5175 Indian School Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-136484	ENR	Cheryl Stephens	1971-06-18	UHC-55529-33	—	176 Washington St, Mesa, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121658	ENR	Marilyn E Walsh	1938-11-22	UHC-87634-15	8747580063	8166 Cedar Ln, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123890	ENR	Aisha Y Parker	1986-02-03	UHC-97880-87	4826346233	764 Indian School Rd, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119080	ENR	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+2 more
ENR-109874	ENR	Kevin Z Aguilar	2007-06-08	UHC-46826-88	9306598326	3903 Oak St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139413	ENR	Robert C Griffin	1973-10-08	UHC-89198-51	—	3543 Oak St, Tucson, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-101879	ENR	Noah K Thompson	1941-11-01	UHC-55460-63	3026728944	5805 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

3,340 rows, page 38 of 67Previous Next