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-142872	ENR	Mei W McCoy	—	UHC-65566-67	7369226577	599 Lincoln Way, Gilbert, AZ, 85262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-129428	ENR	Brittany Vasquez	—	UHC-60118-16	5602418709	8014 Baseline Rd, Tampa, FL, 33684	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-121321	ENR	Carol N Dunn	—	UHC-98857-51	9644550797	5140 Apache Blvd, Fresno, CA, 93731	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-128915	ENR	Anthony James	—	UHC-64793-65	9794147274	2390 Church St, Glendale, AZ, 85385	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-125695	ENR	Bradley J Santos	—	UHC-59865-84	3624043138	8363 Sage Ct, Phoenix, AZ, 85079	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-141325	ENR	Lori E Mason	—	UHC-67088-66	—	6710 Main St, Seattle, WA, 98128	0.62	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-104409	ENR	Samantha K Ryan	—	UHC-28334-48	6685237823	4238 Pine Dr, San Antonio, TX, 78298	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-133058	ENR	Bruce U Evans	—	UHC-11065-29	4119456514	2759 Spring St, Charlotte, NC, 28204	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-115414	ENR	Wei R Robinson	—	UHC-00977-64	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-129780	ENR	Theresa T Maldonado	—	UHC-45767-75	8065319468	6139 Elm St, Dallas, TX, 75293	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-137268	ENR	Joyce Q Murray	—	UHC-53509-33	4663273964	3758 Jefferson Ave, Tempe, AZ, 85206	0.62	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
ENR-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-108601	ENR	Gerald P Lopez	—	UHC-58085-71	—	3691 Jefferson Ave, Jacksonville, FL, 32288	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-124389	ENR	Virginia Hudson	—	UHC-37938-14	2086577829	5068 Ocean Ave, Dallas, TX, 75218	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136986	ENR	Tim L Walkar	—	UHC-34814-20	5833028834	5513 Baseline Rd, Denver, CO, 80252	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105267	ENR	Jeffrey F Padilla	—	UHC-92939-82	8442770009	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-104615	ENR	Jerry Dunn	—	UHC-07648-70	5796312993	5051 Ridge Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-134215	ENR	Kayla W Romero	—	UHC-78382-39	4462071248	6231 Baseline Rd, Dallas, TX	0.62	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+3 more
ENR-105696	ENR	Mason Morales	—	UHC-84582-98	7966035630	2969 Sage Ct, Los Angeles, CA, 90042	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115496	ENR	Jessica V Jones	—	UHC-61731-01	5945321428	371 Meadow Ln, Glendale, AZ, 85346	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-115173	ENR	Ken Santos	—	UHC-35521-44	5226564984	8325 Forest Ave, Atlanta, GA, 30393	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125292	ENR	Sophia Butler	—	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102680	ENR	Jacob Little	—	UHC-18349-35	2962387539	2027 Cedar Ln, Orlando, FL, 32819	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-139593	ENR	Brandon H Peterson	—	UHC-21678-78	4556965096	3748 Forest Ave, Austin, TX, 78799	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-122420	ENR	Olivia K Bradley	—	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105681	ENR	James S Watson	—	UHC-27018-46	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106705	ENR	Diane Knihgt	—	UHC-54183-65	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129280	ENR	Wayne Y Brooks	—	UHC-70246-85	7966339248	582 Main St # 797, Fresno, CA, 93723	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-112927	ENR	Priya Roberts	—	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105593	ENR	James Cunningham	—	UHC-68874-94	—	7014 Desert Sky Blvd, Denver, CO, 80253	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-106924	ENR	Daniel Perkins	—	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ, 85772	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121681	ENR	Joan J Price	—	—	2766218860	390 Park Pl, Columbus, OH, 43262	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104793	ENR	Raymond N Armstrong	—	UHC-54364-17	8808589858	2275 Forest Ave, Sacramento, CA, 95851	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138292	ENR	Lisa H Taylor	—	—	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.62	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-134471	ENR	Henry Jimenez	—	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106035	ENR	Kyle A Body	—	UHC-61947-79	7144915044	2932 Ocean Ave, Seattle, WA, 98191	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-109851	ENR	Lawrence Maldonado	—	UHC-97544-20	8132980919	7498 Main St, Glendale, AZ, 85367	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-123724	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123723	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-126306	ENR	Judy U Ward	—	UHC-61206-39	2323941431	931 Sunset Blvd, San Antonio, TX, 78219	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-117438	ENR	Andrew H Montgomery	—	UHC-31571-55	4409979938	4498 Sunset Blvd, Columbus, OH, 43296	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-106988	ENR	Edward Herrera	—	UHC-77083-56	7516314351	4961 Jefferson Ave, Plano, TX, 75098	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-120139	ENR	Roger R Aguilar	—	UHC-34944-90	7769273954	6818 Baseline Rd, Minneapolis, MN, 55482	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102698	ENR	Juan Q Riley	—	UHC-79569-94	9857441546	4389 Canyon Rd, Tampa, FL, 33697	0.62	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+3 more
ENR-106359	ENR	Marcus U Hart	—	UHC-36017-42	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

991 rows, page 9 of 20Previous Next