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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25021	PRV	Elijah Richardson	1951-04-02	UHC-63367-57	—	3875 Park Pl, Orlando, FL, 32864	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-27929	PRV	Barb Carr	2000-03-19	UHC-71429-35	5953887054	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
PRV-25920	PRV	Katlheen Y Powell	1995-01-16	—	9098901879	8223 Bayshore Dr, Plano, TX, 75085	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-23913	PRV	Isabella Nelson	1992-04-21	UHC-35456-26	5203335188	2964 Grand Ave, Austin, TX, 78797	0.82	Date of birth reformatted Phone reformatted Gender normalised
PRV-20012	PRV	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-28436	PRV	Betty Rodriguez	2008-01-02	—	8284575874	1339 Spring St, Plano, TX, 75083	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-24704	PRV	Harold Tran	1979-04-05	—	4353993296	9620 Broadway, Chandler, AZ, 85240	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22100	PRV	Bradley H Weaver	1986-04-15	—	5936633482	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-22405	PRV	Virginia Freeman	2005-02-19	—	7952487698	2185 Mountain View Dr, Minneapolis, MN, 55465	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-26204	PRV	Jose Chapman	1947-03-16	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21795	PRV	Joyce Arnold	1949-10-04	—	2872357849	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24110	PRV	Donna Foster	1995-07-14	—	4476310906	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-27261	PRV	William Rivera	1971-03-13	UHC-47674-88	5122810729	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-27260	PRV	William Rivera	1971-03-13	UHC-47674-88	5122810729	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-26894	PRV	Mria L Stephens	1986-09-24	UHC-32216-39	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-23902	PRV	Tyler X Dominguez	1982-11-27	—	—	7545 Canyon Rd, Nashville, TN, 37239	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-23108	PRV	Arthur Santos	1960-11-09	—	3755721481	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-21902	PRV	Heather I Rose	1982-05-02	UHC-34695-21	7957193104	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26177	PRV	Beverly Soto	1981-08-25	UHC-36735-65	—	5451 Camelback Rd, Fresno, CA, 93714	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
PRV-27159	PRV	John Rice	2000-08-08	—	—	9658 Elm St, Orlando, FL, 32827	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26568	PRV	Janice R Wong	1966-03-21	—	—	3914 Sunset Blvd, Fresno, CA, 93741	0.82	City re-cased Gender normalised Placeholder values cleared
PRV-25851	PRV	Sean Morgan	2005-10-24	—	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-28894	PRV	Frances Rice	1939-04-09	UHC-56562-77	—	817 Washington St, Las Vegas, NV, 89154	0.82	Member ID reformatted Gender normalised Placeholder values cleared
PRV-28349	PRV	Shirley Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25585	PRV	Bryan Morris	1944-12-09	UHC-75126-91	3758720481	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27723	PRV	Jackie F Stewart	1963-11-10	—	2274808705	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28855	PRV	Adam Sanders	1948-02-04	UHC-93095-79	—	1697 Broadway, Tempe, AZ, 85279	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26198	PRV	Youg Cheryl	1984-10-20	UHC-94928-50	4073171083	6311 Sage Ct, San Diego, CA, 92150	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-28145	PRV	Roger Robinsson	1990-04-28	UHC-22981-73	6299699491	2138 Ocean Ave, Tampa, FL, 33617	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-23188	PRV	Richard X Vasquez	1944-10-03	UHC-80242-21	7574224752	—	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-27055	PRV	Jenice Kelly	1956-11-05	—	6167580964	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-22152	PRV	Sara Richardson	2002-11-24	—	5574408247	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-26668	PRV	Jacqueline Bell	1997-04-19	—	8718672673	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-27558	PRV	Alexis Vasquez	1968-08-12	—	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-26101	PRV	Carl M Santos	1997-03-31	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-26786	PRV	Lawrence Snyder	2007-03-28	UHC-47696-50	8643689815	2275 Harbor Blvd, Miami, FL, 33157	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-20683	PRV	Michael Stone	1974-01-26	UHC-84625-12	—	7918 Meadow Ln, Miami, FL, 33129	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
PRV-24893	PRV	Gary Vazquez	1974-01-17	—	9332571941	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20845	PRV	Philip Le	1983-04-22	UHC-39834-94	7534863035	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-25597	PRV	Robert C Dean	1949-03-03	—	8195638371	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28547	PRV	Jose Jensen	1939-09-04	—	—	4470 Church St, Mesa, AZ, 85243	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23647	PRV	George Garrett	1995-05-14	UHC-05067-11	5508568354	7844 Indian School Rd, Sacramento, CA, 95845	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-26535	PRV	Marilyn Daniels	1964-06-17	UHC-85880-83	9025455044	2712 Canyon Rd, Tempe, AZ, 85250	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29185	PRV	Peter P Roberts	2009-09-12	UHC-81497-96	—	1031 Grand Ave, Plano, TX, 75042	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28289	PRV	Terry Bailey	1996-06-13	UHC-05528-15	4716039319	2861 Oak St, Gilbert, AZ, 85278	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-20478	PRV	Santiago X Ford	1994-12-11	UHC-19531-20	8246440751	179 Apache Blvd, Tucson, AZ, 85720	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-20658	PRV	Steve Mason	1949-01-20	UHC-11372-10	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21178	PRV	Steven Little	1957-12-22	UHC-14266-65	8518072578	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-20217	PRV	Jacob Obrien	1953-12-07	—	8974392985	—	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-27043	PRV	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.82	State code upper-cased Gender normalised Placeholder values cleared

1,602 rows, page 31 of 33Previous Next