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

Third-party administrator, 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
TPA-53495	TPA	Ana Rogers	1973-11-20	—	3283998407	2242 Pine Dr, Mesa, AZ, 85231	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60362	TPA	Logan Rose	1964-05-02	—	4434690389	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53039	TPA	Anna Evans	2005-01-06	—	4887751985	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51706	TPA	Sandra Salazar	2007-03-05	—	—	8418 Church St, Plano, TX, 75095	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-50490	TPA	Hnnah D Padilla	1982-06-18	—	3086458967	1746 Spring St, Dallas, TX, 75284	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60746	TPA	Mariana Stewart	1984-05-09	UHC-55215-31	—	4958 Indian School Rd, Houston, TX, 77056	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-57253	TPA	Matthew F Li	1954-11-22	—	9898066435	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62832	TPA	Luis Black	1993-12-20	—	—	6457 Broadway, Tempe, AZ, 85276	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-62059	TPA	Samuel F Weaver	1995-11-10	—	5384415522	7528 Central Ave, Mesa, AZ, 85233	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54724	TPA	Gloria Hicks	1952-03-18	—	—	6778 Jefferson Ave, Glendale, AZ, 85389	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-59690	TPA	Erric Davis	1981-02-16	—	2064163928	9238 Market St, Plano, TX, 75090	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-54957	TPA	Donna James	2006-06-08	—	7208353766	6962 Mesa Dr, Miami, FL, 33154	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62170	TPA	Scott Kim	1983-10-25	UHC-31124-94	5904957335	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-56849	TPA	Philip Carroll	1942-06-22	—	3886403080	4716 Highland Ave, San Diego, CA, 92130	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63837	TPA	Rachel Nichols	1970-07-06	—	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-58286	TPA	Justin Mratinez	1958-09-07	UHC-20070-18	6819303791	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-52628	TPA	James M Hamilton	1994-09-27	—	4663256249	2485 Mountain View Dr, Los Angeles, CA, 90040	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-52865	TPA	Jordan V Garcia	1983-04-26	—	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-53121	TPA	Camila G Olsoon	1949-01-07	—	—	3970 Sage Ct, Atlanta, GA, 30342	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-56466	TPA	Doris D Watson	1951-12-05	—	5264765344	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59527	TPA	Eric Morgan	1995-05-07	—	7144826159	4634 Indian School Rd, Denver, CO, 80231	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62321	TPA	Radny Vazquez	1960-06-15	—	6365778967	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50501	TPA	Isabella Welch	1981-10-04	—	7289517598	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57223	TPA	Henry Le	2005-03-22	—	2296078696	2816 Lincoln Way, Minneapolis, MN, 55471	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-52229	TPA	Sofia Fuller	1956-08-14	—	—	9744 Cedar Ln, Tucson, AZ, 85784	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-58960	TPA	Kayla Hawkins	1983-10-01	—	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-59575	TPA	Helen Watson	1971-09-09	—	—	4667 River Rd, Minneapolis, MN, 55423	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62788	TPA	Davis I Beverly	1976-12-19	—	2642854470	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-59412	TPA	Vincent Wong	1946-12-15	—	4454922075	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56161	TPA	Amber Miller	1953-10-09	—	9112124742	5844 Baseline Rd, Columbus, OH, 43292	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-58247	TPA	Janice Morris	1978-11-05	—	2807620499	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-60811	TPA	Justin G Bowman	1980-11-01	UHC-62449-29	6663242365	1535 Washington St, Austin, TX, 78731	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-57164	TPA	Kathleen Johnston	1964-01-05	—	—	1204 Highland Ave, Los Angeles, CA, 90056	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63797	TPA	Diego Collins	2006-12-06	UHC-59837-42	7065794686	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-54923	TPA	Nancy Wheeler	1992-07-20	—	2838643586	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62973	TPA	Douglas Rodriguez	1981-10-05	—	—	9676 Broadway, Chandler, AZ, 85298	0.90	Name re-cased Date of birth reformatted Address re-cased City re-cased+1 more
TPA-50549	TPA	Charlotte Guzman	1985-05-17	UHC-77788-73	5605303999	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-52518	TPA	Abigail Little	1976-10-18	—	—	7922 Apache Blvd, Fresno, CA, 93788	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-51049	TPA	Pamela Yang	1973-10-23	—	3757099923	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-54025	TPA	Hiroshhi Mliler	1978-09-12	UHC-76081-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
TPA-53000	TPA	Keith Valdez	1972-04-23	—	5934525585	9071 Desert Sky Blvd, Austin, TX, 78743	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-62931	TPA	Sofia Alvarez	1970-01-10	—	4097160451	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59110	TPA	Bryan Graham	1999-09-04	—	7656448229	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-63211	TPA	Fatima Knight	1963-09-13	—	—	2657 Market St, Eden Prairie, MN, 55302	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-59606	TPA	Joan Larson	1949-09-16	—	9718793852	2943 Pine Dr, Tempe, AZ, 85259	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-61529	TPA	Kally Woods	1955-08-01	—	—	422 Willow Ct, Plano, TX, 75091	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-57713	TPA	Samuel Rodriguez	1957-12-02	—	3802015276	9608 Meadow Ln, Plano, TX, 75018	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60681	TPA	Rebecca Myers	1985-12-02	—	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-63670	TPA	Marilyn Riley	1961-02-05	—	3286026124	4027 Park Pl, Charlotte, NC, 28299	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59273	TPA	Sara Gordon	1947-05-25	—	7009316062	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

4,728 rows, page 72 of 95Previous Next