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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110624	ENR	Kimberly K Murphy	—	UHC-02279-39	7844893230	973 Canyon Rd, Glendale, AZ, 85300	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119876	ENR	Robert Z Dominguez	—	UHC-72381-88	4066349198	3310 Willow Ct, Los Angeles, CA	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-133331	ENR	Bobby T Nelson	—	UHC-69366-19	7233944195	2623 Ocean Ave, Gilbert, AZ, 85267	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-137470	ENR	Matthew D Shwa	—	UHC-20965-71	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-117136	ENR	Hannah B Simmons	—	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-103097	ENR	Diana Hudson	—	—	5389802920	4568 Elm St, Tempe, AZ, 85281	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133327	ENR	Nancy Gybson	—	UHC-33101-19	5344699459	8766 Indian School Rd, Las Vegas, NV, 89149	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114054	ENR	Mason P Carter	—	UHC-49290-17	4806123680	4253 Mountain View Dr, Houston, TX, 77095	0.50	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+3 more
ENR-129961	ENR	Kayla Mills	—	UHC-01587-52	8867856919	3905 Apache Blvd, Miami, FL, 33131	0.50	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+3 more
ENR-100929	ENR	Charlotte Bryant	—	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104596	ENR	Jonathan T Hanson	—	UHC-12906-84	9384282903	5052 Washington St, Plano, TX, 75073	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-112706	ENR	Elijah Owens	—	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-139266	ENR	Danielle K Weaver	—	UHC-98676-06	6926129401	724 Palm Dr, Atlanta, GA	0.50	Name re-cased Date of birth missing City re-cased ZIP missing+3 more
ENR-118488	ENR	Amanda Shaw	—	UHC-91321-72	8639911050	7331 Washington St, Columbus, OH, 43256	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111592	ENR	Angela Q Sanchez	—	UHC-92860-10	9198385488	3176 Maple Ave, Tucson, AZ, 85713	0.50	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-130005	ENR	Sara Armstrong	—	UHC-69116-90	4099241708	9391 Market St, Dallas, TX	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131599	ENR	Bryan Arnold	—	UHC-11391-78	5496250498	8219 Central Ave, San Antonio, TX, 78272	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-109863	ENR	Keith F Nguyen	—	UHC-46334-94	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129018	ENR	Keith P Jordan	—	UHC-51305-30	5119803661	2390 Ridge Rd, Mesa, AZ, 85264	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-142484	ENR	Julie F Hall	—	UHC-83195-17	8863741924	1783 Union St, Jacksonville, FL, 32202	0.52	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-101680	ENR	Omar Diaz	—	UHC-01138-15	2885098407	5356 Harbor Blvd, Dallas, TX	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107571	ENR	Michelle Harvey	—	UHC-39297-70	8737490631	1657 Ridge Rd, San Diego, CA, 92191	0.52	Name split from “Last, First”Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
ENR-137334	ENR	Kylle Peters	—	UHC-90273-30	9627644449	6379 Willow Ct, Orlando, FL	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-114973	ENR	Nthan R Gutierrez	—	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-100678	ENR	Roy Butler	—	UHC-98340-50	2856895578	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-126626	ENR	Joe Olson	—	UHC-47916-67	3905815409	8847 Market St, Scottsdale, AZ, 85245	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-113380	ENR	William I Stevens	—	UHC-54815-52	2754345846	5378 Palm Dr # 216, Los Angeles, CA, 90002	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-122704	ENR	Douglas I Rivera	—	UHC-47071-90	5579884573	2311 Park Pl, Los Angeles, CA, 90012	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127814	ENR	Brenda E Simmons	—	UHC-70438-09	—	6890 Spring St, Sacramento, CA, 95882	0.52	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-132821	ENR	Cynthia V McDonald	—	UHC-33327-97	6929645537	1243 Bayshore Dr Apt 14, Denver, CO, 80265	0.52	Name re-cased Date of birth missing Member ID reformatted Unit split from street+2 more
ENR-101793	ENR	Laura M Young	—	UHC-15182-93	4115331087	7598 Meadow Ln, Gilbert, AZ, 85258	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-137439	ENR	Rick Tran	—	UHC-09404-57	—	7877 Oak St, Plano, TX, 75003	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-113616	ENR	Linda V Martin	—	UHC-10140-61	2188808792	318 Valley View Dr, Austin, TX, 78783	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100663	ENR	Carol B Muphy	—	UHC-59734-80	2216598705	5507 Elm St, Charlotte, NC, 28264	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123324	ENR	Brandon I Bell	—	UHC-96760-82	9257678922	1250 Apache Blvd, Gilbert, AZ, 85218	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-137499	ENR	Billy L Ford	—	UHC-13141-01	4184924143	5605 Sunset Blvd, Tempe, AZ, 85247	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103918	ENR	Walter Perry	—	UHC-37779-02	8944010348	4439 Willow Ct, Nashville, TN, 37271	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-115534	ENR	Beverly Walker	—	UHC-69135-96	—	588 Baseline Rd, Orlando, FL	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-123404	ENR	Susan Y Herrera	—	UHC-06139-07	6624850951	1060 Meadow Ln, Las Vegas, NV, 89156	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109712	ENR	Amber Z Moreno	—	UHC-42609-25	4634784921	7167 Elm St, Chandler, AZ, 85240	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118489	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118490	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106821	ENR	Beverly Montgomery	—	UHC-55657-24	7337623845	820 Lake View Rd, Tempe, AZ, 85200	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105600	ENR	Gabriel Russell	—	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-116607	ENR	Amanda U Santos	—	UHC-26059-18	3486712651	723 Meadow Ln, Austin, TX, 78729	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104570	ENR	Carl M Robertson	—	UHC-16735-84	5322849643	3388 Jefferson Ave, Phoenix, AZ, 85003	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-120827	ENR	Diane Snyder	—	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142498	ENR	Terry Q Hill	—	UHC-63505-05	7094435864	212 Washington St, Seattle, WA, 98145	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134581	ENR	Linda L Washington	—	UHC-77668-48	2757623820	5949 Sage Ct, Houston, TX, 77073	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139633	ENR	Alan P Gilbert	—	—	—	7071 Union St, Columbus, OH, 43298	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more

449 rows, page 3 of 9Previous Next