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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59895	TPA	Margaret Griffin	1947-10-20	—	2079049279	3342 River Rd, San Diego, CA, 92158	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-113397	ENR	William H Robinson	1980-09-06	UHC-37175-59	2212040597	1200 Valley View Dr, Nashville, TN, 37228	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-421104	CLM	Laura White	1957-09-20	UHC-39998-25	—	693 Lincoln Way, Houston, TX, 77007	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-101076	ENR	Brandon W Russell	1944-07-24	UHC-21934-36	8886806197	7081 Main St, Jacksonville, FL, 32262	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
CLM-404705	CLM	Sean Z Marquez	1972-11-08	—	2559182310	4151 Market St, Charlotte, NC, 28295	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-428159	CLM	Logan Larson	1944-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-432226	CLM	Nicole Coleman	1951-12-17	—	5675448071	4557 Ridge Rd, Scottsdale, AZ, 85234	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-103965	ENR	Jimmy C Kelly	2002-04-24	UHC-85252-31	8288937159	7739 Park Pl, Columbus, OH, 43251	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-106268	ENR	Janice D Hill	1991-10-06	UHC-86534-99	2927760357	7665 Valley View Dr, Seattle, WA, 98140	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-133333	ENR	Edward Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St # 474, San Antonio, TX, 78287	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
CLM-400824	CLM	Adam Sone	1969-12-25	—	—	7730 Church St, Seattle, WA, 98104	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-126762	ENR	Jesse A Phillips	1987-07-09	UHC-17172-85	2186839901	2747 Baseline Rd, Fresno, CA, 93720	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102935	ENR	Beverly H Price	1962-05-28	UHC-13639-59	2176874402	3799 Willow Ct, Seattle, WA, 98175	0.68	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-113927	ENR	Ronald Sanders	1978-08-24	UHC-31632-29	4994778591	7520 Church St, Minneapolis, MN, 55414	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-138131	ENR	Thomas I Snyder	1999-07-18	UHC-50742-28	—	2100 Baseline Rd, Las Vegas, NV, 89116	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-56117	TPA	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-126916	ENR	Robert G Knight	2008-07-21	UHC-16048-80	4059524641	2299 Lincoln Way, Miami, FL, 33146	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-428473	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428472	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400001	CLM	Billy Woods	1966-12-16	UHC-33855-54	—	9218 Palm Dr, Los Angeles, CA, 90065	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-130141	ENR	Sam Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
CLM-406907	CLM	Lauren Moore	1988-05-28	UHC-05013-55	4105489520	8085 Spring St # 934, Tempe, AZ, 85217	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-423391	CLM	Hiroshi Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429126	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-428097	CLM	Melisas Hawkins	1975-06-26	UHC-87638-87	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-420588	CLM	Emma Sanders	1948-08-06	UHC-54455-12	—	6865 Sage Ct, Nashville, TN, 37297	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-420587	CLM	Emma Sanders	1948-08-06	UHC-54455-12	—	6865 Sage Ct, Nashville, TN, 37297	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-122125	ENR	Julie Dixon	1945-09-20	UHC-40675-42	7113209296	1881 Willow Ct, Charlotte, NC, 28263	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-106700	ENR	RJunk	2007-10-14	UHC-62604-42	7694062116	4464 Ridge Rd, Seattle, WA, 98162	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased No usable name (quarantined)
ENR-138553	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	—	5114 Forest Ave Apt 26, Fresno, CA, 93769	0.68	Unit split from street State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-116257	ENR	Abby Wright	1993-07-15	—	8367543780	8897 Ocean Ave, Austin, TX, 78758	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-131984	ENR	Juddith Sullivan	1948-01-23	UHC-14136-74	5306664110	5778 Spring St, Houston, TX, 77098	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-131985	ENR	Juddith Sullivan	1948-01-23	UHC-14136-74	5306664110	5778 Spring St, Houston, TX, 77098	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138237	ENR	Joe L Armstrong	1965-12-08	UHC-91183-10	—	2153 Meadow Ln, Austin, TX, 78721	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418151	CLM	Christine Boyd	1960-02-28	—	—	7777 Elm St # 849, Jacksonville, FL, 32244	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426252	CLM	Thomas Anderson	1934-05-21	—	6514995572	5771 Canyon Rd, Sacramento, CA, 95855	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-50454	TPA	Maria Harrison	1998-01-02	—	—	2840 Oak St, Columbus, OH, 43297	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116105	ENR	Ahmed Matthews	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL, 33649	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-419972	CLM	Bobby Murphy	1992-04-03	—	—	4556 Ridge Rd, Houston, TX, 77089	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-124936	ENR	Teresa Rios	1954-07-26	UHC-47910-64	9165310438	7980 Ocean Ave, Miami, FL, 33130	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-418211	CLM	Cynthia Rogers	1951-07-01	UHC-45664-99	2566525435	6059 Broadway, Charlotte, NC, 28223	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111944	ENR	Logan Z Vega	1999-02-16	UHC-11562-55	—	2873 Cedar Ln, Austin, TX, 78767	0.68	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-129071	ENR	Evelyn X Graham	—	UHC-18366-77	5897556703	551 Washington St, Sacramento, CA, 95807	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed
ENR-105356	ENR	Alexander F Berry	1967-05-21	UHC-08426-20	3816504355	806 Apache Blvd, Los Angeles, CA, 90048	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed
ENR-116382	ENR	Rachel V Gibsun	2008-01-16	UHC-55095-33	5839797916	6950 Elm St, Glendale, AZ, 85357	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-126263	ENR	Doris Q Jordan	1991-06-26	UHC-58784-91	—	8975 River Rd, Chandler, AZ, 85217	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-428622	CLM	Martha B Washington	2001-09-04	UHC-25585-33	—	8987 Grand Ave, Denver, CO, 80200	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-426992	CLM	Martha Jenkins	1986-01-15	—	—	8650 Apache Blvd, Sacramento, CA, 95821	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-126509	ENR	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl Apt 22, Eden Prairie, MN, 55347	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
CLM-419983	CLM	Jozeph Carroll	1970-10-05	UHC-92686-44	—	319 Jefferson Ave, Fresno, CA, 93789	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 124 of 166Previous Next