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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24710	PRV	Paul L Henry	1950-12-23	—	7779024897	9855 Broadway, Columbus, OH, 43233	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-26277	PRV	Gabriel Shaw	1975-05-15	UHC-14473-31	4667579911	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28821	PRV	Carol Aguilar	1981-06-17	UHC-79105-60	7134119036	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20661	PRV	Hiroshi D Baker	1984-01-19	UHC-28647-99	4398996615	6310 Indian School Rd, Glendale, AZ, 85357	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25844	PRV	Richard Lawson	1976-05-25	UHC-60156-03	3754435819	9040 Ridge Rd, Las Vegas, NV, 89128	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27975	PRV	Harold Murpy	1948-08-24	UHC-22265-13	3436309579	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24683	PRV	Heather Jones	1988-04-22	—	5133820360	7379 Broadway, Dallas, TX, 75291	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28488	PRV	Logan Scott	1988-08-15	UHC-34279-81	5052434196	9396 Cedar Ln, Nashville, TN, 37243	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25849	PRV	Bradley Hayes	1967-08-21	—	9799749640	7711 Mountain View Dr, Orlando, FL, 32845	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20527	PRV	Jessica Mitchell	1962-04-20	—	5653138278	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25721	PRV	Shirley Wheeler	1995-08-12	UHC-40849-45	7423679545	4790 Ridge Rd, Las Vegas, NV, 89156	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28469	PRV	Eryc Shaw	1996-01-06	—	2552411340	5021 Indian School Rd, Charlotte, NC, 28276	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21846	PRV	Sara Carter	1945-03-08	—	—	4145 Lake View Rd, Phoenix, AZ, 85097	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22118	PRV	Roger Z Jackson	1949-04-16	—	2054284245	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20567	PRV	Sara R Holmes	1941-12-28	—	4394379229	31 Cedar Ln, Fresno, CA, 93736	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-25647	PRV	Omar Hunt	1938-05-20	—	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23703	PRV	Camila Baker	1946-03-09	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-21668	PRV	Matthew A Fuller	1986-01-08	UHC-61724-23	—	3540 Apache Blvd, Austin, TX, 78704	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-20627	PRV	Noah Howard	2005-11-15	—	4859150806	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25480	PRV	Betty L Johnson	1948-12-12	—	7297806019	8542 Central Ave, Eden Prairie, MN, 55398	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-20898	PRV	Diego N Williams	1978-12-01	UHC-21645-18	6827659100	1963 Willow Ct, Chandler, AZ, 85252	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21509	PRV	Frances Jenkins	1987-09-19	UHC-08557-87	4962380041	5036 Broadway, Miami, FL, 33149	0.92	Phone reformatted Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27447	PRV	Richard Cruz	2008-02-16	UHC-30512-30	6639399759	9194 Mesa Dr, Houston, TX, 77008	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21431	PRV	Kathryn Turner	1952-02-22	UHC-15096-04	5217913689	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26030	PRV	Willei Carlson	1985-10-01	—	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-20323	PRV	Terry Wells	1948-08-06	—	—	6231 Sage Ct, Sacramento, CA, 95869	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27408	PRV	Sofiia Guerrero	1958-11-24	—	7436579225	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23632	PRV	Anthony Harrison	1983-09-08	—	3208394348	5047 Canyon Rd, Las Vegas, NV, 89172	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
PRV-22797	PRV	Lucia Cook	1950-10-17	—	5007957531	4149 Indian School Rd, Mesa, AZ, 85271	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21974	PRV	Ben Montgomery	1993-08-16	UHC-75056-83	4048693915	4860 Union St, Los Angeles, CA, 90081	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23501	PRV	Samuel Graham	2007-03-12	—	8797557655	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28736	PRV	Ronald Mejia	1977-06-28	UHC-84706-98	8639272452	2775 Desert Sky Blvd, Nashville, TN, 37235	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21692	PRV	Ahmed Turner	1971-09-27	UHC-43070-49	6868242048	7916 Bayshore Dr, Mesa, AZ, 85211	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21693	PRV	Ahmed Turner	1971-09-27	UHC-43070-49	6868242048	7916 Bayshore Dr, Mesa, AZ, 85211	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-24068	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20761	PRV	Dona G Torres	1981-10-11	UHC-70484-11	4119959668	8447 Willow Ct, Orlando, FL, 32879	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-23169	PRV	Sofia P Li	2003-01-08	—	4445333176	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25363	PRV	Kimberly Vargas	1986-06-22	UHC-30183-37	2466468926	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22838	PRV	Debbie Berry	1940-01-16	UHC-77773-42	5867850565	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22725	PRV	Cheryl Kelly	1972-12-28	UHC-30817-37	7453931076	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22991	PRV	Abigail Mertinez	1967-03-08	UHC-84886-97	7512522900	2815 River Rd, Mesa, AZ, 85212	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21566	PRV	Carolyn Wallace	1999-01-07	—	4847170868	2659 Grand Ave, Tampa, FL, 33668	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22912	PRV	Charlotte G Larson	1991-02-27	—	—	7747 Pine Dr, Charlotte, NC, 28266	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28810	PRV	Valentina Williams	1982-09-21	—	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20107	PRV	Charles Willis	1954-04-17	—	7783270021	2631 Lincoln Way, Austin, TX, 78745	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27774	PRV	Jeremy Fields	1941-08-04	—	6063411589	806 Jefferson Ave, San Antonio, TX, 78264	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26159	PRV	Evelyn Rios	1993-08-16	—	9738730967	5133 Grand Ave, Tucson, AZ, 85754	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20398	PRV	Maria Washington	1968-08-24	—	6074832921	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24977	PRV	Billy Aguilar	1961-04-02	—	6865545261	4931 Lincoln Way, Las Vegas, NV, 89123	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20900	PRV	Austin Hughes	2000-06-04	—	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 96 of 110Previous Next