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

All sources, 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
CLM-413880	CLM	Kathryn Sandoval	—	—	—	6364 Maple Ave, Seattle, WA, 98142	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
CLM-417857	CLM	Adam Rodriguez	—	UHC-87609-65	4485379656	7818 Oak St, San Diego, CA, 92131	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
ENR-143095	ENR	Evelyn F Campbell	—	UHC-67202-54	5986821680	9655 Lake View Rd, Scottsdale, AZ, 85232	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-101244	ENR	Douglas Hughes	—	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+1 more
CLM-407822	CLM	Wayne Johnston	—	UHC-17323-63	7913779801	4906 Central Ave, Denver, CO, 80276	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
TPA-62188	TPA	Logan Spencer	—	UHC-89476-48	9266759382	6116 Meadow Ln, Las Vegas, NV, 89191	0.78	Date of birth unreadable Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-129960	ENR	Steven D McDoonald	—	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
ENR-123425	ENR	Karen H Bishop	—	UHC-65250-19	5755403363	1677 Lincoln Way, Atlanta, GA, 30360	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-126003	ENR	Emily Wong	—	UHC-28920-93	—	9395 Sage Ct, Tampa, FL, 33628	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-27994	PRV	Lawrence Fuller	—	—	9783604569	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-56762	TPA	Arjun Brooks	—	UHC-10874-58	7465254212	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-426408	CLM	David L Hoffman	—	UHC-13903-09	—	6380 Central Ave, San Antonio, TX, 78260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-23181	PRV	Jimmy Watkins	—	UHC-77031-08	—	3160 Union St, Austin, TX, 78716	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
ENR-106812	ENR	Frances B Jenkins	—	UHC-08557-87	4962380041	5036 Broadway, Miami, FL, 33149	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
PRV-27001	PRV	Vigrinia Maldonado	—	—	8846301812	4553 Main St, Sacramento, CA, 95889	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-119354	ENR	Tyler Jones	—	UHC-31793-33	4602508316	4500 Indian School Rd, Phoenix, AZ, 85069	0.78	Date of birth unreadable Phone reformatted Member ID reformatted Email lower-cased+1 more
TPA-54675	TPA	Gloria Ray	—	UHC-03742-07	8137101495	2459 Oak St, Columbus, OH, 43204	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-115145	ENR	Alex J Castro	—	UHC-91968-47	2823898969	6520 Apache Blvd, Scottsdale, AZ, 85242	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-61714	TPA	Tyler Reyes	—	—	4789038854	4440 Maple Ave, Orlando, FL, 32849	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-135794	ENR	Walter G Ramirez	—	UHC-14008-83	7755666035	217 Park Pl, Miami, FL, 33105	0.78	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased+1 more
ENR-115933	ENR	Noah Coleman	—	UHC-80842-13	3922794580	3319 Maple Ave, Charlotte, NC, 28269	0.78	Date of birth unreadable Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-414806	CLM	Janet Shaw	—	UHC-96109-23	2618567515	1812 Maple Ave, Glendale, AZ, 85306	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-419136	CLM	Sara Austin	—	UHC-78609-92	4124953250	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-413313	CLM	Teresa J Larson	—	—	8062937259	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-112982	ENR	Sean G Cruz	—	UHC-13499-31	8566910293	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-421231	CLM	Catherine Anderson	—	UHC-68010-04	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-412356	CLM	Deborah Gilbert	—	UHC-22494-09	7152997127	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-28126	PRV	Sharon Maldonado	—	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-117482	ENR	Kathleen Oliver	—	UHC-06058-18	8456420416	3595 Spring St, Tampa, FL, 33603	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-126568	ENR	Marcus N Scott	—	UHC-30501-14	4264386988	2335 Lincoln Way, Minneapolis, MN, 55428	0.78	Date of birth unreadable Phone reformatted City re-cased Email lower-cased+1 more
ENR-127121	ENR	Jonathan Z Snyder	—	UHC-01722-15	9414694853	8015 Oak St, Tampa, FL, 33683	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-123782	ENR	Patrick Vazquez	—	UHC-66591-57	6138165464	5639 Lake View Rd, Tampa, FL, 33677	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-132852	ENR	Dorothy Mejia	—	UHC-13045-75	9687799927	412 Sunset Blvd, Denver, CO, 80246	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-120772	ENR	Rebecca S Richards	—	UHC-08987-18	5315982986	5456 Main St, Seattle, WA, 98102	0.78	Name re-cased Date of birth unreadable Email lower-cased Plan code upper-cased+1 more
TPA-50941	TPA	Alice F Singh	—	UHC-74636-77	6525146912	4384 Main St, San Antonio, TX, 78233	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-55747	TPA	Arthur Sinngh	—	UHC-71237-80	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-407360	CLM	Robert Patel	—	—	—	7450 Lake View Rd, Seattle, WA, 98146	0.78	Date of birth unreadable City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-141091	ENR	David S Vasquez	—	—	9022814589	414 Sage Ct, Scottsdale, AZ, 85231	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-26710	PRV	Arjun J Carter	—	—	8855956045	9536 Sunset Blvd, Tampa, FL, 33607	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-28633	PRV	Diego Harveey	—	—	6824100692	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-139302	ENR	Susan H Williamson	—	UHC-32999-29	8867284774	2677 Hillcrest Rd, Sacramento, CA, 95846	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-403915	CLM	Arthur Guzman	—	—	6309628444	3255 Market St, Mesa, AZ, 85268	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-130127	ENR	Janice Hicks	—	UHC-93257-53	7684970923	7475 Lake View Rd, Fresno, CA, 93766	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-63683	TPA	Daniel Oliver	—	UHC-84619-89	5885867122	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-424465	CLM	Isabella A Perkins	—	UHC-94647-17	9873461132	—	0.78	Date of birth unreadable Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-432382	CLM	Kelly King	—	—	8112433331	2448 Broadway, Nashville, TN, 37233	0.78	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+1 more
PRV-22005	PRV	Larry S Gibson	—	UHC-74898-55	9375549069	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
PRV-26578	PRV	Henry Burton	—	—	6458435996	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+1 more
CLM-418518	CLM	Virginia Hudson	—	—	—	5068 Ocean Ave, Dallas, TX, 75218	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-21065	PRV	Mei O Matthews	—	UHC-74503-34	—	—	0.78	Name re-cased Date of birth unreadable Plan code upper-cased Whitespace trimmed+1 more

2,274 rows, page 37 of 46Previous Next