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-64119	TPA	Samuel Kim	1969-07-22	—	6246447393	3839 Park Pl, Columbus, OH, 43216	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-64120	TPA	Samuel Kim	1969-07-22	—	6246447393	3839 Park Pl, Columbus, OH, 43216	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63776	TPA	Stephen Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50957	TPA	Kimberly West	1987-09-24	—	—	1188 Pine Dr, Los Angeles, CA, 90005	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-56641	TPA	Elizabeth N Ray	1992-08-26	—	—	3693 Main St, Scottsdale, AZ, 85288	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57803	TPA	William Tucker	1940-03-14	—	—	136 Elm St, Minneapolis, MN, 55480	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54861	TPA	Hunter Cyntiha	1967-08-19	UHC-39831-20	—	668 Hillcrest Rd, Fresno, CA, 93702	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63688	TPA	Christian Coleman	2001-06-07	—	—	1394 Palm Dr, San Diego, CA, 92175	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58744	TPA	Ryan L Castillo	1957-12-14	—	—	4562 Lake View Rd, Tucson, AZ, 85700	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-53369	TPA	Peter Kelly	1981-07-09	UHC-28833-25	—	8295 Mountain View Dr, Las Vegas, NV, 89106	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60037	TPA	Tiomthy Butler	2006-02-24	—	3862237626	4267 Church St Apt 38, Seattle, WA, 98157	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-58360	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-60039	TPA	Logan Richards	1975-05-13	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-64341	TPA	Paul Morris	1987-08-17	—	—	9224 Sunset Blvd, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59459	TPA	Angela Burns	1967-09-14	—	—	743 Lake View Rd, Sacramento, CA, 95815	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-59992	TPA	William Hudson	1995-08-11	UHC-43451-15	—	5967 Church St, Tempe, AZ, 85298	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63499	TPA	Eric V Owens	1963-08-24	—	—	1197 Willow Ct, Orlando, FL, 32872	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60303	TPA	Nicole Arnold	1979-05-10	—	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63618	TPA	David N Phillips	1938-01-10	—	—	7151 Spring St, Chandler, AZ, 85299	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59325	TPA	Brenda Simmons	1992-05-23	—	—	6890 Spring St, Sacramento, CA, 95882	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51235	TPA	Karen Bishop	1983-05-01	—	8607064390	5869 Mountain View Dr, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
TPA-52496	TPA	Lori Li	1994-08-08	—	4574607825	4073 Camelback Rd, Tucson, AZ, 85784	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-61464	TPA	Ahmed Grza	1940-04-10	UHC-76720-29	6492316062	4490 Elm St, Scottsdale, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+1 more
TPA-64176	TPA	Diez Bernda	1986-07-16	—	2018733562	6985 Broadway Apt 5, Denver, CO, 80244	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-62143	TPA	Kimberly Robertson	1940-11-18	—	—	9549 Apache Blvd, Tempe, AZ, 85296	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61371	TPA	James Parekr	2002-05-11	—	2253883390	8408 Canyon Rd, Phoenix, AZ, 85040	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53152	TPA	Janet Boyd	1967-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51386	TPA	Carolyn King	1997-06-22	—	—	6321 Highland Ave, Fresno, CA, 93768	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63316	TPA	John Mattthews	1957-08-27	UHC-47617-95	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-57165	TPA	Hiroshi Sanchez	1999-06-15	—	—	5705 Union St, Sacramento, CA, 95809	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
TPA-54294	TPA	Olivia Bradley	1969-04-23	—	—	3185 Apache Blvd, Las Vegas, NV, 89116	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53619	TPA	Jerry Myers	1953-12-14	—	—	7557 Union St, Nashville, TN, 37227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61250	TPA	Stephen Cox	1959-07-01	—	—	2758 Mountain View Dr, Gilbert, AZ, 85227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62124	TPA	Jessica Butler	1982-07-23	—	7299124563	4446 Sage Ct, Houston, TX, 77041	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59159	TPA	Carl Cole	1950-02-14	UHC-38847-19	2696234016	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-56570	TPA	Gloria Nguyen	1948-12-13	—	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58963	TPA	Lauren Martin	1970-10-25	—	—	7667 Willow Ct, Sacramento, CA, 95898	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-55324	TPA	Walter Alvarez	1941-06-02	—	—	4448 Sage Ct, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51204	TPA	Patrick Chapman	1938-04-13	UHC-67096-01	4178858332	493 Camelback Rd, Dallas, TX, 75269	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52390	TPA	Daniel Williams	1993-11-01	—	—	8390 Park Pl, Minneapolis, MN, 55408	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61753	TPA	Sara Cruz	1962-05-20	—	6633857504	5142 Central Ave, Chandler, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53163	TPA	Mason Harper	1996-05-08	UHC-52064-23	—	6142 Hillcrest Rd, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-53563	TPA	Jonathan Ferguson	1989-10-14	—	—	7819 Cedar Ln, Seattle, WA, 98120	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62966	TPA	Albert B Flores	2002-11-06	—	—	4970 Mesa Dr, Phoenix, AZ, 85093	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53867	TPA	Jack Pierce	1958-12-15	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60575	TPA	Marcus Ramireez	1979-04-23	—	—	8995 Sage Ct, Mesa, AZ, 85298	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52359	TPA	Wayne Cunningham	1948-05-12	—	7164198484	6837 Cedar Ln, San Antonio, TX, 78261	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51986	TPA	Douglas Gilbert	1994-10-23	—	—	7249 Market St, San Antonio, TX, 78216	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58199	TPA	Charles Armstrong	1998-09-13	—	5164922414	1851 Maple Ave # 602, Seattle, WA, 98184	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-61415	TPA	Natalie Reid	1987-10-19	—	—	2154 Meadow Ln, Minneapolis, MN, 55455	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

4,728 rows, page 52 of 95Previous Next