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
PRV-25856	PRV	Mason Rios	1939-11-04	UHC-42367-40	—	2850 Valley View Dr, Tampa, FL, 33690	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134895	ENR	Barbara B Moreno	1968-07-17	UHC-01832-24	5169399619	5040 Oak St, Nashville, TN, 37264	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115350	ENR	Julie Johnson	1971-12-09	UHC-66669-36	8043858243	4699 Sunset Blvd, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62907	TPA	Jeremy Garza	2000-07-21	—	9714004437	6942 Mountain View Dr, Charlotte, NC, 28289	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112363	ENR	Susan Greene	1948-04-19	UHC-60400-11	4782221577	3327 Cedar Ln, Dallas, TX, 75260	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61384	TPA	Richard Burke	1947-04-17	—	6136855808	7848 Central Ave, Charlotte, NC, 28283	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-59119	TPA	Jordan Li	2004-01-13	—	—	6736 Mesa Dr, Orlando, FL, 32894	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115875	ENR	Larry S Carlson	1968-09-07	UHC-21900-73	8663289047	9728 Camelback Rd, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27486	PRV	Paul Cole	1987-03-25	—	3902919357	5765 Indian School Rd, Tempe, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403539	CLM	Ahmed Moore	1988-10-26	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123950	ENR	Henry Contreras	1985-03-16	UHC-88378-45	2403622110	7384 Cedar Ln, Houston, TX, 77096	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-136253	ENR	Russell E Young	1950-05-14	UHC-33983-89	3169084127	6989 Mountain View Dr, Tempe, AZ, 85272	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416548	CLM	Valentina Cooper	1984-09-18	UHC-46542-88	—	5188 Main St, Fresno, CA, 93762	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55228	TPA	Garza Natalie	1984-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-134160	ENR	Natalie Obrien	1969-07-27	UHC-10176-82	5435550647	5256 Apache Blvd, Plano, TX, 75024	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108040	ENR	Michelle W Nelson	1947-08-08	UHC-68864-27	4894834073	2704 Lincoln Way, Nashville, TN, 37286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101210	ENR	Andrew Morgan	1987-12-08	UHC-78457-24	—	9598 Mesa Dr, Fresno, CA, 93762	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126863	ENR	Geroge Scott	1985-11-20	UHC-33392-01	2944928389	5838 Sunset Blvd, Dallas, TX, 75229	0.66	Member ID reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
CLM-425768	CLM	Adam K Veag	1992-02-01	UHC-59055-13	—	3499 Canyon Rd, Chandler, AZ, 85205	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-131175	ENR	Justin Ryan	1974-11-04	UHC-83356-98	2153826228	1898 Camelback Rd, Plano, TX, 75018	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112236	ENR	Jason Wang	1957-03-23	UHC-51944-16	6425930067	8795 Oak St, Tempe, AZ, 85219	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-403923	CLM	Margaret Kelley	1961-12-02	UHC-54895-40	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425952	CLM	Jennifer Graham	1962-09-18	—	8744961988	8552 Highland Ave, Houston, TX, 77064	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-63844	TPA	Elizabeth Matthews	1994-08-26	UHC-83163-59	—	8220 Bayshore Dr, Orlando, FL, 32855	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-106382	ENR	Diane Banks	1988-03-16	UHC-73559-24	5945701698	8353 Ocean Ave, Orlando, FL, 32873	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+1 more
CLM-413430	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108400	ENR	Lauren D Fisher	1997-07-20	UHC-67132-83	4735850194	5090 Mountain View Dr # 925, Minneapolis, MN, 55484	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
ENR-100028	ENR	Timothy Lane	1980-03-16	UHC-70224-52	3955053334	2915 Mountain View Dr, Miami, FL, 33157	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406662	CLM	Pamela Q Black	1969-01-06	UHC-33930-18	—	8059 Park Pl, Denver, CO, 80257	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103481	ENR	Russell Y Berry	1984-01-22	UHC-79002-63	9888837588	7812 Lincoln Way, Las Vegas, NV, 89130	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26765	PRV	Hannah P Ramos	1989-05-18	—	—	6381 Desert Sky Blvd, Dallas, TX, 75207	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-429351	CLM	Jeremy Dunn	1989-07-21	UHC-55421-50	8174769707	8291 Maple Ave, Houston, TX, 77080	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423270	CLM	Brittany O Sandoval	1970-02-25	UHC-22787-33	9126413441	9784 Jefferson Ave, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58359	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-427140	CLM	Julia Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-117743	ENR	Fatima A Howard	1996-03-07	UHC-10084-09	5706521809	3345 Sage Ct, Dallas, TX, 75225	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20648	PRV	—Junk	1963-12-16	—	9434918669	6990 Sunset Blvd, Dallas, TX, 75285	0.66	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared+1 more
ENR-140250	ENR	Brian Nunez	1967-02-08	UHC-84046-40	3498622844	277 Market St, Columbus, OH, 43253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27301	PRV	John Sanders	1938-09-06	—	3628479163	1497 Broadway, Tempe, AZ, 85230	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-429776	CLM	Danielle H Stevens	1944-02-13	—	—	4873 Ocean Ave, Chandler, AZ, 85215	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57799	TPA	Helen V Bailey	1953-03-28	—	—	6658 Maple Ave, Seattle, WA, 98172	0.66	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52140	TPA	Gabriel Medina	1972-08-05	—	—	5361 Ocean Ave, Tempe, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126204	ENR	Brittany Ramirez	2004-01-11	UHC-59030-32	4775698125	1639 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-60667	TPA	Aisha Bishop	—	—	—	2430 Maple Ave, Orlando, FL, 32871	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
CLM-418266	CLM	Brenda Soto	1938-11-18	UHC-22397-55	6445396041	508 Forest Ave, Miami, FL, 33158	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-24732	PRV	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX, 75031	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138834	ENR	Janice Hart	1969-07-27	UHC-38705-81	7315697536	5599 Union St, Tucson, AZ, 85749	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114926	ENR	Emily E Warren	2003-05-23	—	8107369388	5528 Pine Dr, Charlotte, NC, 28236	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
ENR-131955	ENR	Angela F Wells	1985-07-25	UHC-29972-07	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 109 of 166Previous Next