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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21401	PRV	Marcus Hart	1983-11-13	—	—	3873 Lincoln Way, Gilbert, AZ, 85279	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28127	PRV	David D Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23608	PRV	Gloria Meyer	1997-04-17	—	7262763795	1137 Pine Dr, Houston, TX, 77008	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26013	PRV	Evelyn Vega	1982-12-09	—	8008955882	9814 River Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23820	PRV	Kathleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22959	PRV	Bobby Hart	1941-11-19	UHC-50494-13	9763259365	9401 Camelback Rd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23403	PRV	Mary L Castro	1960-07-19	UHC-41566-60	—	7608 Ocean Ave, Seattle, WA, 98125	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25629	PRV	Grace Hall	2000-05-09	UHC-20965-19	5456964649	2262 Bayshore Dr, Tempe, AZ, 85213	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23760	PRV	Bobby T Rojas	—	UHC-80225-05	7908295407	1537 Market St, Denver, CO, 80295	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22499	PRV	Kayla D Robinson	1970-05-04	UHC-81146-87	4834625711	9260 Canyon Rd, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28390	PRV	Jnet L Howell	2005-03-11	—	—	9379 Willow Ct, Austin, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-23533	PRV	Katherine U Howell	2006-04-08	UHC-24751-04	7366408835	6115 Indian School Rd, Los Angeles, CA, 90004	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26948	PRV	Ashely D Lene	1993-09-20	—	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21510	PRV	Brittany Campbell	1954-04-18	—	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-21804	PRV	Camila Webb	1977-10-18	UHC-57634-72	8864779404	4854 Bayshore Dr, Scottsdale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21988	PRV	Maria Robinson	1962-12-03	—	—	717 Grand Ave, Columbus, OH, 43281	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26639	PRV	Christian Peterson	1969-06-14	—	—	2683 Indian School Rd, Eden Prairie, MN, 55358	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23516	PRV	Hiroshi Martinez	1946-08-27	—	3742149810	5606 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-26088	PRV	Judith L Ford	1949-12-12	—	8073744480	4967 Cedar Ln, Chandler, AZ, 85263	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23904	PRV	Ralph Miller	1968-10-17	—	—	3448 Park Pl, Orlando, FL, 32887	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23649	PRV	Juan Crawford	1988-02-23	—	3945071908	5169 Valley View Dr, Sacramento, CA, 95858	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29437	PRV	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-25280	PRV	Cheryl C Buutler	1972-02-27	—	8107993504	7407 Ocean Ave, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20634	PRV	Sara Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway, Seattle, WA, 98113	0.66	Name split from “Last, First”Date of birth reformatted Address re-cased ZIP+4 trimmed+1 more
PRV-22693	PRV	Maria Y McDonald	1978-04-27	UHC-46308-89	2336136170	266 Mountain View Dr, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23930	PRV	Eugene Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-29391	PRV	Patricia Watson	1939-08-16	UHC-72592-06	—	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27397	PRV	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd Apt 31, Eden Prairie, MN, 55346	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27398	PRV	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd Apt 31, Eden Prairie, MN, 55346	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27641	PRV	Ruth Ross	1970-04-21	UHC-60558-56	—	3071 Canyon Rd, Phoenix, AZ, 85096	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27880	PRV	Samantha Marshall	2002-11-04	UHC-35254-25	5387852236	1627 Broadway, Minneapolis, MN, 55490	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+1 more
PRV-22757	PRV	Ethan H Dixon	1987-11-14	UHC-82724-83	3622104993	7408 Desert Sky Blvd, Seattle, WA, 98143	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20852	PRV	Johhn R Ferguson	1940-02-16	UHC-93817-92	5806181576	3561 Ocean Ave, Los Angeles, CA, 90042	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20906	PRV	Joyce Hunt	—	—	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27133	PRV	Micahel Porter	2003-09-12	UHC-50791-32	4312582237	5538 Elm St, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21321	PRV	Jerry Perry	1994-05-25	UHC-81449-36	7478219402	6462 Mesa Dr, Eden Prairie, MN, 55398	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26255	PRV	Martha Sullivan	2007-02-09	UHC-67909-78	9766875087	4612 Valley View Dr, Denver, CO, 80254	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26872	PRV	Scott Hughes	1997-01-24	—	3773669542	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25144	PRV	Paul I Woods	2007-09-24	—	—	8824 Spring St, Scottsdale, AZ, 85296	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21477	PRV	Jonathan Bell	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA, 95896	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28152	PRV	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29043	PRV	Valentina Reid	1965-04-06	UHC-92970-85	—	6406 Camelback Rd, Nashville, TN, 37267	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-28575	PRV	Camila Hunter	1984-09-23	—	—	8591 Lincoln Way, San Diego, CA, 92110	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23471	PRV	Josh Sanders	1952-06-07	—	4738258178	9202 Hillcrest Rd, Tempe, AZ, 85217	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-25142	PRV	Janice Fernandez	1979-03-16	—	5879127441	5641 Mountain View Dr, Minneapolis, MN, 55400	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28529	PRV	Sofia Fuller	1945-03-08	—	4386925750	8946 Camelback Rd, Sacramento, CA, 95896	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24275	PRV	Carl Torres	2000-05-16	—	—	8732 Lake View Rd, Glendale, AZ, 85342	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-28164	PRV	Nick West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-21306	PRV	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX, 75249	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
PRV-21928	PRV	Joyce Hicks	1968-07-04	UHC-10074-55	4578724720	5364 Union St, Miami, FL, 33192	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

5,462 rows, page 51 of 110Previous Next