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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27607	PRV	Luis Willis	1980-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd, Denver, CO, 80210	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27021	PRV	Janice Allen	1969-04-25	UHC-89622-69	7368614572	948 Union St, Nashville, TN, 37289	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27566	PRV	Gerald Mendez	1963-01-11	—	4285249639	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25785	PRV	Peter T Castillo	2007-04-06	UHC-85777-05	4918611411	237 Canyon Rd, San Antonio, TX, 78286	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23573	PRV	Natalie T Turner	1989-06-07	UHC-95921-01	4034244528	—	0.96	Phone reformatted Placeholder values cleared
PRV-20922	PRV	Ann Eliott	1990-05-15	UHC-87363-16	2843122218	3996 Broadway, Glendale, AZ, 85361	0.96	Phone reformatted Placeholder values cleared
PRV-22569	PRV	Christian Barnes	1941-11-12	UHC-06628-52	9263517139	7655 Canyon Rd, Los Angeles, CA, 90057	0.96	Phone reformatted Placeholder values cleared
PRV-24400	PRV	Nancy Lane	1959-10-12	—	6283874434	8901 Market St, Charlotte, NC, 28269	0.96	Phone reformatted Placeholder values cleared
PRV-25104	PRV	Jordan D Vasquez	1992-08-12	—	9424997975	—	0.96	Phone reformatted Placeholder values cleared
PRV-26832	PRV	Bruce Jackson	1956-01-19	UHC-34324-18	8167114526	8460 Oak St, Jacksonville, FL, 32261	0.96	Phone reformatted Placeholder values cleared
PRV-24220	PRV	Olivia Berry	1987-12-10	—	3446201978	—	0.96	Phone reformatted Placeholder values cleared
PRV-24167	PRV	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN, 37272	0.96	Phone reformatted Placeholder values cleared
PRV-29276	PRV	Linda White	1948-03-14	—	6328183131	496 Ridge Rd, Plano, TX, 75093	0.96	Phone reformatted Placeholder values cleared
PRV-29424	PRV	Kyle Q Wells	1988-04-04	—	7323738105	5026 Sage Ct, Sacramento, CA, 95858	0.96	Phone reformatted Placeholder values cleared
PRV-26628	PRV	Murphy Elijah	1945-06-24	UHC-06509-69	5346230056	8467 Union St, Plano, TX, 75041	0.96	Phone reformatted Placeholder values cleared
PRV-26126	PRV	Brandon H Herrera	1964-08-28	—	6168224671	7494 Meadow Ln, Houston, TX, 77047	0.96	Phone reformatted Placeholder values cleared
PRV-29037	PRV	Diana Cruz	1984-05-15	—	9877949457	—	0.96	Phone reformatted Placeholder values cleared
PRV-24137	PRV	Kelly Brooks	1986-08-21	—	5375014455	8921 Mountain View Dr, Chandler, AZ, 85207	0.96	Phone reformatted Placeholder values cleared
PRV-22917	PRV	Christina G Howell	1939-09-22	UHC-20356-10	7637758869	6124 Mesa Dr, Tempe, AZ, 85271	0.96	Phone reformatted Placeholder values cleared
PRV-28699	PRV	Samantha H Armstrong	1954-05-07	—	4226324549	6687 Elm St, Denver, CO, 80297	0.96	Phone reformatted Placeholder values cleared
PRV-23087	PRV	Emily Anderson	1953-02-16	UHC-77460-19	5059545342	—	0.96	Phone reformatted Placeholder values cleared
PRV-25940	PRV	Gabriel Thompson	1962-10-09	UHC-12785-40	2478706650	6602 Valley View Dr, San Antonio, TX, 78273	0.96	Phone reformatted Placeholder values cleared
PRV-28927	PRV	Amy Griffin	1967-12-12	UHC-47681-13	8495861893	7186 Central Ave, Los Angeles, CA, 90017	0.96	Phone reformatted Placeholder values cleared
PRV-20569	PRV	Kayla Berry	1951-03-20	UHC-74190-66	4262070632	—	0.96	Phone reformatted Placeholder values cleared
PRV-22430	PRV	Jack Martinez	2006-09-24	UHC-79485-18	5069828781	5313 Forest Ave, Minneapolis, MN, 55403	0.96	Phone reformatted Whitespace trimmed
PRV-25747	PRV	Doris F Moore	2006-12-13	—	2163382691	—	0.96	Phone reformatted Placeholder values cleared
PRV-27399	PRV	Isabella Turner	1957-01-04	—	6625778854	—	0.96	Phone reformatted Placeholder values cleared
PRV-22981	PRV	Alexander Jordan	1979-06-22	—	6527957318	8019 Church St, Charlotte, NC, 28263	0.96	Phone reformatted Placeholder values cleared
PRV-24407	PRV	Aaron Stone	1966-01-28	UHC-20090-06	7802243948	14 Park Pl, Gilbert, AZ, 85205	0.96	Phone reformatted Placeholder values cleared
PRV-20479	PRV	Jhn Graham	1982-06-14	—	3267854971	719 Central Ave, Tampa, FL, 33657	0.96	Phone reformatted Placeholder values cleared
PRV-28702	PRV	Daniel Martinez	1964-05-21	UHC-53488-77	9676271166	8883 Forest Ave, Chandler, AZ, 85249	0.96	Phone reformatted Placeholder values cleared
PRV-23574	PRV	Sims Heather	1986-06-13	UHC-21954-04	7628443339	8996 Church St, Tampa, FL, 33665	0.96	Phone reformatted Placeholder values cleared
PRV-28694	PRV	Sean Vega	1996-02-13	UHC-58043-65	5273840197	8359 Indian School Rd, Denver, CO, 80240	0.96	Phone reformatted Placeholder values cleared
PRV-25126	PRV	Alexander B Fernandez	1965-08-05	—	3977123312	3851 Spring St, Plano, TX, 75031	0.96	Phone reformatted Placeholder values cleared
PRV-29476	PRV	Catherine Harris	1994-08-16	UHC-89494-51	3514708871	2084 Lincoln Way, Chandler, AZ, 85269	0.96	Phone reformatted Placeholder values cleared
PRV-27391	PRV	Sofia A Ortiz	1995-11-04	UHC-16134-88	4399816570	—	0.96	Phone reformatted Placeholder values cleared
PRV-28747	PRV	Kevin O Guzman	1963-07-25	—	2788808571	—	0.96	Phone reformatted Placeholder values cleared
PRV-20516	PRV	Dot Perez	1984-06-20	UHC-96748-73	2098689013	2167 Mesa Dr, Seattle, WA, 98109	0.96	Phone reformatted Placeholder values cleared
PRV-20517	PRV	Dot Perez	1984-06-20	UHC-96748-73	2098689013	2167 Mesa Dr, Seattle, WA, 98109	0.96	Phone reformatted Placeholder values cleared
PRV-22363	PRV	Kathy Ford	1939-07-16	UHC-11119-53	8433358005	9302 Main St, Tucson, AZ, 85720	0.96	Phone reformatted Placeholder values cleared
PRV-22301	PRV	Gloria Black	1994-12-14	UHC-21146-15	7948045970	509 Camelback Rd, Fresno, CA, 93715	0.96	Phone reformatted Placeholder values cleared
PRV-22353	PRV	Cynthia Lucas	1964-12-23	UHC-72108-02	4202361988	64 Indian School Rd, Minneapolis, MN, 55436	0.96	Phone reformatted Placeholder values cleared
PRV-20742	PRV	Russell Walker	1991-03-18	UHC-74532-97	4372865571	3949 Main St, Orlando, FL, 32835	0.96	Phone reformatted Placeholder values cleared
PRV-21634	PRV	Bradley Palmer	1952-02-11	UHC-68445-57	2638619542	2004 Jefferson Ave, Seattle, WA, 98139	0.96	Phone reformatted Placeholder values cleared
PRV-27614	PRV	Natalie Reid	1987-10-19	UHC-17980-94	8708111811	—	0.96	Phone reformatted Placeholder values cleared
PRV-27639	PRV	Emma Roberts	1991-08-21	UHC-03591-23	5354566351	5631 Mesa Dr, Fresno, CA, 93740	0.96	Phone reformatted Placeholder values cleared
PRV-26304	PRV	Mariana Vasquez	1979-07-23	UHC-43094-42	5855961556	3090 Canyon Rd, Dallas, TX, 75208	0.96	Phone reformatted Placeholder values cleared
PRV-20037	PRV	James Banks	1963-11-24	UHC-81378-63	5129607936	2639 Sunset Blvd, Houston, TX, 77060	0.96	Phone reformatted Placeholder values cleared
PRV-26909	PRV	Mei A Hoffman	1938-05-02	UHC-76616-84	6563458782	9428 Oak St, Plano, TX, 75031	0.96	Phone reformatted Placeholder values cleared
PRV-28569	PRV	Timothy Andrews	2004-10-24	UHC-21607-37	6295866091	8479 Market St, Gilbert, AZ, 85293	0.96	Phone reformatted Placeholder values cleared

5,906 rows, page 116 of 119Previous Next