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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416806	CLM	Carlos Yang	1943-12-09	UHC-74210-27	3883967231	3892 Lake View Rd, Scottsdale, AZ, 85207	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-402476	CLM	Karen Simpson	1987-05-19	UHC-89737-33	8737022189	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415707	CLM	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-428422	CLM	Martha Estrada	1990-04-12	UHC-83322-47	—	4612 Park Pl, Miami, FL, 33164	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-425844	CLM	Noah Watkins	2001-02-05	—	7946783671	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425319	CLM	Gerald Russell	1951-07-01	—	—	6855 Maple Ave, Tucson, AZ, 85758	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-402462	CLM	Helen Rios	1964-12-02	UHC-06308-99	4718544729	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420961	CLM	Will Freeman	1954-03-22	UHC-52307-49	8858555367	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-424660	CLM	Joyce Sanchez	1966-10-24	—	5079071539	2620 Market St, Las Vegas, NV, 89104	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-424970	CLM	Jacob Kelly	1987-12-10	—	6147302300	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424397	CLM	Roger Fox	1960-11-02	UHC-03182-71	5619793940	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403797	CLM	Jeff O Allen	1990-01-02	UHC-29346-52	6203934513	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-431501	CLM	Evelyn Moore	1955-08-25	—	4022847451	7193 Elm St, Atlanta, GA, 30339	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428114	CLM	Diana Brooks	1970-11-24	UHC-64888-77	6696603198	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415347	CLM	Margaret Obrien	1996-11-16	—	—	4073 Market St, Atlanta, GA, 30311	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-400240	CLM	Emily Rice	1954-12-08	UHC-52218-45	4108956746	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-417969	CLM	Frances Hanson	1989-05-10	UHC-45521-79	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-411788	CLM	Sam Romero	1976-08-07	UHC-70881-28	6645502381	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404842	CLM	Yuki Nguyen	1955-01-22	—	8686306366	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405223	CLM	Lisa Welch	1975-03-28	—	6327975083	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412968	CLM	Janice Hunt	1956-12-24	—	—	5192 Lincoln Way, Charlotte, NC, 28268	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-432681	CLM	Helen Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln, Nashville, TN, 37205	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-400181	CLM	Larry Chapman	1972-12-11	UHC-59123-12	—	1882 Baseline Rd, Jacksonville, FL, 32200	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408936	CLM	Michael Patel	1960-12-08	UHC-44001-21	6857130246	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421738	CLM	Randy I Lynch	1996-09-27	UHC-19138-60	—	269 Canyon Rd, Eden Prairie, MN, 55336	0.90	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+1 more
CLM-403767	CLM	Kelly Z Munoz	1944-09-17	UHC-78676-71	7317642615	8886 Central Ave, Plano, TX, 75066	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420108	CLM	Nicholas Hughes	1972-12-17	—	3169836417	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430487	CLM	Sarah Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA, 93724	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-425404	CLM	Richard J Jenkins	1953-09-25	UHC-62559-30	4009793863	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-432104	CLM	Harold Peterson	1976-12-28	UHC-08055-12	7949006242	9041 Broadway, Tucson, AZ, 85723	0.90	Date of birth reformatted Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-409840	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	4719235847	4460 Mountain View Dr, Nashville, TN, 37207	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431457	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	—	9411 Willow Ct, Miami, FL, 33164	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-424437	CLM	Walsh Kenneth	1951-03-19	UHC-35989-04	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-425239	CLM	Isabella Garrett	1940-11-15	UHC-46454-70	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416384	CLM	Denise E Hamilton	1988-06-25	UHC-25159-90	7014016989	9833 Sage Ct, Minneapolis, MN, 55441	0.90	Date of birth reformatted Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-419496	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400785	CLM	Debra Bishop	1953-03-26	UHC-74782-94	3157943023	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408062	CLM	Bruce Ward	1939-10-03	—	7513706054	2876 Church St, Charlotte, NC, 28258	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417609	CLM	Ethan Torres	1992-06-03	UHC-53358-95	2819636622	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416944	CLM	Dorothy Padilla	1976-02-07	—	5533887437	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426188	CLM	Mark Marquez	1953-02-28	—	7106427661	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419156	CLM	Hannah V James	2007-07-04	UHC-64914-03	—	3210 Oak St, Plano, TX, 75086	0.90	Date of birth reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-426713	CLM	Treesa D Cunningham	1974-03-02	UHC-56407-99	5897165184	981 Willow Ct, San Diego, CA, 92163	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409077	CLM	Grace Alexander	1967-07-01	UHC-60724-18	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-414684	CLM	Shirley Adams	1972-07-20	UHC-91288-40	9159511274	8927 Ridge Rd, Houston, TX, 77070	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428949	CLM	Gregory Gonzales	1961-02-08	UHC-76342-42	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412164	CLM	Sarah O Sllivan	1968-10-17	UHC-55633-98	3043402380	4140 Highland Ave, San Diego, CA, 92155	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424063	CLM	Jessica Dean	1966-03-14	UHC-39196-24	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-428259	CLM	John Hernandez	1992-02-23	—	—	3109 Sage Ct, Jacksonville, FL, 32282	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-409419	CLM	Robert B Edwards	2004-07-11	—	2866163981	3734 Desert Sky Blvd, Austin, TX, 78732	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

10,559 rows, page 160 of 212Previous Next