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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121827	ENR	Beverly D Wodos	—	UHC-61084-84	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137881	ENR	Olivia Montgomery	—	UHC-04428-79	8856161836	9665 Market St Apt 40, Gilbert, AZ, 85200	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-141062	ENR	Russell F Schultz	—	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140942	ENR	Helen O Warreen	—	UHC-83673-48	5239432068	2410 Sage Ct, Chandler, AZ, 85219	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124385	ENR	Brandon Gibson	—	UHC-73891-30	9418385882	3199 Desert Sky Blvd, Houston, TX, 77023	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124705	ENR	Michael F Aguilar	—	UHC-84748-08	—	9087 Apache Blvd, Las Vegas, NV, 89144	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109506	ENR	Laura B Vasquez	—	UHC-24014-44	5645558912	5673 Harbor Blvd, Glendale, AZ, 85344	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-118323	ENR	Judith Foster	—	UHC-34522-45	5396566661	6667 Elm St # 433, Dallas, TX, 75243	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101614	ENR	Diana H Morrison	—	UHC-01125-53	—	9490 Willow Ct, Minneapolis, MN, 55472	0.52	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140741	ENR	Aaron Freeman	—	UHC-00601-67	—	6995 Oak St, Mesa, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone missing area code+2 more
ENR-142015	ENR	Samuel P Kim	—	UHC-44901-57	6246447393	3839 Park Pl, Columbus, OH, 43216	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108711	ENR	Martha S Young	—	UHC-71458-40	2252211821	5367 Grand Ave, Tucson, AZ	0.52	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
ENR-125568	ENR	Charlotte Weber	—	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-126755	ENR	Evelyn Ramos	—	UHC-70497-07	6395603325	8644 Elm St, Plano, TX	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108749	ENR	Gabriel P Carter	—	UHC-25374-66	4296636011	7602 Spring St, Scottsdale, AZ, 85282	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-113922	ENR	Austin Pena	—	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-128575	ENR	Sandra G Franklin	—	UHC-25678-83	—	8987 Palm Dr, Jacksonville, FL, 32257	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-103020	ENR	Philip O Morgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119859	ENR	Jordan Ellis	—	UHC-92342-99	4072987303	9877 Mesa Dr, Houston, TX, 77026	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102559	ENR	Eugene H McCoy	—	UHC-78063-85	7633398523	4186 Pine Dr, Orlando, FL	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100695	ENR	Bryan Peterson	—	UHC-76984-96	—	71 Willow Ct # 737, Mesa, AZ, 85234	0.54	Date of birth unreadable Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135038	ENR	Teresa D Cunningham	—	UHC-56407-99	5897165184	981 Willow Ct, San Diego, CA, 92163	0.54	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-124995	ENR	Debra W Sinhg	—	UHC-05447-84	4967867869	887 Harbor Blvd, San Antonio, TX	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-108006	ENR	Ann Anderson	—	UHC-38548-51	—	3585 Union St, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
ENR-102774	ENR	Ahmed Gutierrez	—	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117173	ENR	Kathryn Moreno	—	UHC-94649-01	—	9188 Grand Ave Apt 13, Columbus, OH, 43239	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131785	ENR	Heather Z Medina	—	UHC-25268-76	—	7546 Baseline Rd, Charlotte, NC, 28257	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+1 more
ENR-116543	ENR	—Junk	—	UHC-13913-40	6832353654	2548 Cedar Ln, Eden Prairie, MN, 55340	0.54	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-100503	ENR	Eric Sims	—	UHC-69655-07	2535772240	4759 Oak St, Tampa, FL	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP missing+1 more
ENR-122494	ENR	Russell Q Maatthews	—	UHC-68793-97	9684397875	8711 Union St, San Antonio, TX	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100327	ENR	Roy Wood	—	UHC-48767-52	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120554	ENR	Anna Ortega	—	UHC-30781-80	8624889639	1899 Elm St, Las Vegas, NV	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125874	ENR	Kim Franklin	—	UHC-00943-54	—	8818 Elm St # 133, Atlanta, GA, 30352	0.54	Name re-cased Date of birth unreadable Phone missing area code Unit split from street+1 more
ENR-125548	ENR	Alan R Austin	—	UHC-92138-88	8023273102	7497 Elm St, Austin, TX, 78758	0.54	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-118593	ENR	Carlos U Daniels	—	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103165	ENR	Laura K Austin	—	UHC-04604-66	8566698831	7668 Jefferson Ave, Houston, TX, 77052	0.54	Middle initial moved out of first name Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-105260	ENR	Ethan Rios	—	UHC-98500-33	—	4691 Harbor Blvd, Eden Prairie, MN, 55305	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
ENR-103123	ENR	Hiroshi West	—	UHC-60964-87	5019621321	2311 Bayshore Dr, Tucson, AZ, 85757	0.54	Date of birth unreadable Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-119140	ENR	Sharon Z Walsh	—	UHC-08844-89	8868153359	9734 Union St, Tampa, FL, 33643	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104262	ENR	Omar W Rios	—	UHC-69358-19	3705221701	5383 Union St, Plano, TX, 75043	0.54	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-126092	ENR	Lawrence U Smith	—	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140606	ENR	Jose Pena	—	UHC-68169-21	3673780961	1513 Indian School Rd, Los Angeles, CA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109733	ENR	Priya Ortiz	—	UHC-99723-31	—	3345 Baseline Rd # 550, Tucson, AZ, 85783	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124125	ENR	Brian Parker	—	UHC-66930-27	3728737916	1902 Desert Sky Blvd # 676, Eden Prairie, MN, 55321	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100422	ENR	Alexis Bell	—	UHC-40956-10	7825112024	8121 Meadow Ln, Houston, TX, 77012	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-133891	ENR	Ashley H Castro	—	UHC-29387-63	8466303477	1834 Jefferson Ave, Austin, TX, 78730	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135840	ENR	Karen T Lopez	—	UHC-99332-07	6888045170	4053 Grand Ave, Orlando, FL, 32850	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111977	ENR	Kenneth X Carroll	—	UHC-91935-85	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-115418	ENR	Zachary Henry	—	UHC-50301-63	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-113561	ENR	Jesse Herrera	—	UHC-64854-83	5576593124	2531 Grand Ave, Miami, FL, 33186	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

991 rows, page 7 of 20Previous Next