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
ENR-107684	ENR	Jessica Rogers	—	UHC-93976-99	4656874356	3358 Central Ave, San Diego, CA, 92198	0.78	Date of birth unreadable Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62649	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
TPA-62650	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
ENR-122491	ENR	Camila Hamilton	—	UHC-40053-43	8039367556	1205 Washington St, Tempe, AZ, 85205	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
CLM-404639	CLM	Douglas M Salazar	—	—	—	1340 Union St, Seattle, WA, 98114	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
CLM-424323	CLM	Alan Powell	—	UHC-25780-72	—	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
ENR-126452	ENR	Linda M Stone	—	UHC-41475-82	6474828574	1551 Market St, Nashville, TN, 37248	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
CLM-409941	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-124714	ENR	Doris Z Powell	—	UHC-43897-58	3435112823	2154 Main St, Sacramento, CA, 95825	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-115270	ENR	Austin Morales	—	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.78	Date of birth unreadable Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-406349	CLM	Joe Bishop	—	UHC-31239-05	2115342399	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-24246	PRV	Donna Welch	—	UHC-78754-72	5074405110	—	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-23387	PRV	Alice Freeman	—	UHC-80293-63	8738938397	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-119128	ENR	Nicole A Myers	—	UHC-92949-48	7088366593	1400 Union St, Eden Prairie, MN, 55355	0.78	Date of birth unreadable Phone reformatted City re-cased Email lower-cased+1 more
PRV-25191	PRV	Elizabeth R Fisher	—	—	3406818983	8427 Main St, Jacksonville, FL, 32260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
ENR-109775	ENR	Ashley Mitchell	—	UHC-16625-75	9464597814	7255 Cedar Ln, Plano, TX, 75086	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-58578	TPA	Christine Stevens	—	—	4159441739	9540 Broadway, San Antonio, TX, 78215	0.78	Date of birth unreadable Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-427690	CLM	Marcus Reynolds	—	UHC-16240-68	6026606361	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-419095	CLM	Judy Maquez	—	UHC-68246-94	6646744729	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-60823	TPA	Deborah Ferrnandez	—	—	—	5013 Broadway, Miami, FL, 33157	0.78	Name re-cased Date of birth unreadable Address re-cased Whitespace trimmed+1 more
ENR-117415	ENR	Maldonado S Grace	—	UHC-96133-18	—	6552 Baseline Rd, Jacksonville, FL, 32265	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-426026	CLM	Valentina Welch	—	UHC-93033-26	8166164652	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-420337	CLM	Raymond N Mills	—	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
ENR-105997	ENR	Rachel P White	—	UHC-15447-80	6953056272	7519 Broadway, Charlotte, NC, 28223	0.78	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+1 more
ENR-124455	ENR	Willie Y Millre	—	UHC-30726-46	—	1508 Canyon Rd, Atlanta, GA, 30394	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
CLM-407435	CLM	Abmer X Fowler	—	UHC-88541-95	5392307779	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-129268	ENR	Sandra B Grant	—	UHC-89882-02	—	9883 Bayshore Dr, Phoenix, AZ, 85070	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-412967	CLM	Janice Hunt	—	UHC-20449-42	8569003404	5192 Lincoln Way, Charlotte, NC, 28268	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-142338	ENR	Frrank B Allen	—	UHC-03524-51	6138829522	3277 Baseline Rd, Seattle, WA, 98142	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-25398	PRV	Terry A Medina	—	—	5184330047	9633 Sage Ct, Eden Prairie, MN, 55316	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22169	PRV	Rachel Watson	—	UHC-77213-11	3512869184	1928 Camelback Rd, San Diego, CA, 92132	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-419586	CLM	Karen Stewart	—	—	3985202442	6295 Lincoln Way, Tempe, AZ, 85228	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-416487	CLM	Brian Bell	—	UHC-05015-78	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-416821	CLM	Nancy Hansen	—	—	5874052485	8671 Harbor Blvd, Charlotte, NC, 28282	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-113871	ENR	Walter L Crawford	—	UHC-87486-65	5239582908	9113 Union St, Glendale, AZ, 85386	0.80	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-111429	ENR	Bryan Cox	—	UHC-15669-80	8887331750	6142 Desert Sky Blvd, Sacramento, CA, 95812	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-427538	CLM	Mei Lane	—	—	—	1515 Valley View Dr, Las Vegas, NV, 89177	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-60364	TPA	Sara Marshall	—	—	—	4451 Pine Dr, Fresno, CA, 93743	0.80	Name re-cased Date of birth unreadable State code upper-cased Placeholder values cleared
ENR-118901	ENR	David Sullivan	—	UHC-29415-94	8715153745	7143 Palm Dr, Eden Prairie, MN, 55343	0.80	Date of birth unreadable Phone reformatted Member ID reformatted Email lower-cased
TPA-53901	TPA	Kevin Rice	—	—	—	8670 Main St, Chandler, AZ, 85265	0.80	Date of birth reformatted Date of birth unreadable City re-cased Placeholder values cleared
CLM-427416	CLM	Karen Fowler	—	—	4298398474	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
ENR-120948	ENR	Brenda K Nichols	—	UHC-16085-08	7758514769	6682 Broadway, Gilbert, AZ, 85207	0.80	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed
TPA-63970	TPA	Terry Hansen	—	—	8696771414	—	0.80	Date of birth reformatted Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-402542	CLM	James Delgado	—	—	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-53878	TPA	Christian Ray	—	—	7582319477	5974 Grand Ave, Tampa, FL, 33646	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-422931	CLM	Anthony Hunter	—	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-411616	CLM	Stephanie Lawson	—	UHC-93269-70	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-411167	CLM	Jose Morrison	—	—	6242312131	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-20899	PRV	Austin Hughes	—	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.80	Date of birth unreadable Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-116569	ENR	Bruce Garrett	—	UHC-03054-95	—	2966 Harbor Blvd, Glendale, AZ, 85324	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared

2,274 rows, page 38 of 46Previous Next