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-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
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
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
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
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
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
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
ENR-117090	ENR	Kayla L Gardner	—	UHC-87728-37	—	9879 Elm St, Jacksonville, FL, 32278	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
ENR-124983	ENR	Gerald W Garrett	—	UHC-05394-15	6653687668	1125 Lincoln Way, Los Angeles, CA, 90036	0.80	Date of birth unreadable Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-115757	ENR	Albert Butler	—	UHC-78321-66	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.80	Date of birth unreadable City re-cased Plan code upper-cased Placeholder values cleared
ENR-117418	ENR	Joe Peters	—	UHC-86752-62	2235846559	4227 Market St, Miami, FL, 33180	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-133623	ENR	Emily S Knight	—	UHC-61707-51	4877676188	7278 Harbor Blvd, Jacksonville, FL, 32251	0.80	Date of birth unreadable City re-cased State code upper-cased Email lower-cased
ENR-134384	ENR	Heather Rios	—	UHC-67463-23	—	6475 Desert Sky Blvd, Sacramento, CA, 95827	0.80	Date of birth reformatted Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-136544	ENR	Maria Z Palmer	—	UHC-45838-69	8828788837	9185 Highland Ave, Las Vegas, NV, 89166	0.80	Date of birth unreadable State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-136014	ENR	Timothy Y Robinson	—	UHC-66634-55	6994815971	9153 Broadway, Fresno, CA, 93769	0.80	Date of birth unreadable Phone reformatted Address re-cased Placeholder values cleared
ENR-106237	ENR	Edward Carlson	—	UHC-13968-97	9484951254	8906 Maple Ave, Tucson, AZ, 85717	0.80	Name re-cased Date of birth unreadable Email lower-cased Placeholder values cleared
ENR-118312	ENR	Patricia Fox	—	UHC-26905-49	4746219728	63 Broadway, Denver, CO, 80259	0.80	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed
ENR-142041	ENR	Henry King	—	UHC-09665-72	—	7813 Park Pl, Scottsdale, AZ, 85289	0.80	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed
ENR-110234	ENR	Karen Jones	—	UHC-56622-38	7678303974	9265 River Rd, Houston, TX, 77034	0.80	Date of birth reformatted Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-137939	ENR	Heather Hayes	—	UHC-31874-19	9148878385	8947 Sage Ct, Denver, CO, 80295	0.80	Date of birth unreadable Phone reformatted City re-cased Email lower-cased
ENR-134454	ENR	Shirley U Crawford	—	UHC-23349-84	9089352710	9043 Jefferson Ave, Denver, CO, 80207	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-123383	ENR	Jackie G Montgomery	—	UHC-67452-08	2497362000	8867 Oak St, Scottsdale, AZ, 85258	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-102139	ENR	Charlie Marquez	—	UHC-90696-28	5675652015	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
ENR-130788	ENR	Alexander Montgomery	—	UHC-78966-67	5316762901	6536 Washington St, Charlotte, NC, 28230	0.80	Date of birth unreadable Member ID reformatted Email lower-cased Whitespace trimmed
ENR-143046	ENR	Katherine D Simpson	—	UHC-20087-86	6624921159	9808 Cedar Ln, Phoenix, AZ, 85079	0.80	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-126443	ENR	Madison Flores	—	UHC-58663-08	4069253912	4481 Mountain View Dr, Gilbert, AZ, 85252	0.80	Date of birth unreadable Phone reformatted Email lower-cased Whitespace trimmed
ENR-109576	ENR	Ann O Jordan	—	UHC-47140-18	2693777572	8195 Indian School Rd, Dallas, TX, 75283	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-115488	ENR	Priya G Tucker	—	UHC-26060-45	3497194168	619 Ocean Ave, Jacksonville, FL, 32248	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-137721	ENR	Debra D Hanson	—	UHC-53346-45	—	9897 Bayshore Dr, Dallas, TX, 75269	0.80	Date of birth unreadable Member ID reformatted Email lower-cased Whitespace trimmed
ENR-101115	ENR	Sara D Daniels	—	UHC-86981-74	9645300290	8035 Jefferson Ave, Charlotte, NC, 28267	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-103972	ENR	Elijah Vasquz	—	UHC-70709-52	2662153125	3325 Church St, Sacramento, CA, 95883	0.80	Date of birth unreadable Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-118574	ENR	Ann V Jacobs	—	UHC-42385-69	9818201943	7551 Oak St, Nashville, TN, 37283	0.80	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed
ENR-115823	ENR	Tim Z Young	—	UHC-63709-83	8006714748	2331 Jefferson Ave, Tampa, FL, 33656	0.80	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed
ENR-118888	ENR	Anna D Park	—	UHC-82241-54	2906267195	68 Broadway, San Diego, CA, 92104	0.80	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased
ENR-136942	ENR	Megan I Perez	—	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
ENR-128995	ENR	Diego A Hill	—	UHC-96030-13	6858193077	6895 Willow Ct, Nashville, TN, 37201	0.80	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-118184	ENR	Wayne Ryan	—	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-104664	ENR	Camila O Hart	—	UHC-21071-78	9506132358	5353 Valley View Dr, Jacksonville, FL, 32228	0.80	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed
ENR-132701	ENR	Anna Young	—	UHC-28393-35	2283408446	5941 Cedar Ln, Los Angeles, CA, 90003	0.80	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed
ENR-122733	ENR	Maria E Salazar	—	UHC-89268-42	8409610770	74 Valley View Dr, Jacksonville, FL, 32288	0.80	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased
ENR-110270	ENR	Lawrence Q Knnight	—	UHC-57169-84	5519245806	8614 Canyon Rd, Tampa, FL, 33611	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-115422	ENR	Sharon D White	—	UHC-18935-08	5928440081	618 Desert Sky Blvd, Austin, TX, 78714	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-135650	ENR	Carol Murray	—	UHC-75188-27	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.80	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed
ENR-133409	ENR	Beverly K Cunningham	—	UHC-32494-13	4317146211	5678 Meadow Ln, Miami, FL, 33173	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-138537	ENR	Kenneth S Ray	—	UHC-87282-25	6774813526	9330 Cedar Ln, Orlando, FL, 32826	0.80	Date of birth unreadable Phone reformatted City re-cased Placeholder values cleared
ENR-116229	ENR	Edward Coleman	—	UHC-77392-61	6329700454	7471 Washington St, Denver, CO, 80222	0.80	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed
ENR-123678	ENR	Deborah M Elliott	—	UHC-46677-36	3965752271	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased
ENR-139921	ENR	Lori Cruz	—	UHC-84305-35	4305060278	1354 Harbor Blvd, Atlanta, GA, 30388	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118890	ENR	Ana P Wong	—	UHC-13625-76	3955959376	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared

991 rows, page 18 of 20Previous Next