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 “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
CLM-423475	CLM	Walter Hudson	1939-11-17	—	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-422408	CLM	Jack F Garza	1966-10-12	UHC-71666-67	—	363 Bayshore Dr, Las Vegas, NV, 89178	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-139718	ENR	Terry Walker	2005-11-15	UHC-13254-77	—	6348 Palm Dr, Phoenix, AZ, 85070	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-425992	CLM	Theresa Cunningham	1960-10-09	—	8568901024	3066 Indian School Rd, Austin, TX, 78738	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-416161	CLM	Camila Kennedy	1956-10-21	UHC-20024-09	—	8467 Mesa Dr, Seattle, WA, 98144	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107866	ENR	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	1972 Valley View Dr, San Diego, CA, 92102	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103186	ENR	Billy V Tailor	1951-02-19	UHC-31776-49	—	1258 River Rd, Nashville, TN, 37256	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-63129	TPA	Shirley Cunningham	1973-12-10	—	—	3784 Central Ave, Seattle, WA, 98167	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100702	ENR	Amy K Hanson	1987-10-08	UHC-09703-59	9015384446	62 Lake View Rd, Tucson, AZ, 85782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61197	TPA	Edwards Aaron	1998-02-07	UHC-34450-15	—	6545 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54547	TPA	Judy Mtthews	1986-08-25	—	—	3336 Mountain View Dr, San Diego, CA, 92198	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-419020	CLM	Gregory Tucker	2003-03-19	—	—	8139 Forest Ave, San Diego, CA, 92163	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110411	ENR	Sean C Chapman	1991-12-25	UHC-66577-79	7942644904	6667 Cedar Ln, Eden Prairie, MN, 55398	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416645	CLM	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-406373	CLM	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-425015	CLM	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-103162	ENR	Carlos Dixno	1975-08-26	UHC-94027-58	7554125648	5208 Indian School Rd, Columbus, OH, 43245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129639	ENR	Stephanie F Day	1968-05-02	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123626	ENR	Sims L Ann	1973-12-20	UHC-52306-01	9367829933	3815 Palm Dr, Phoenix, AZ, 85050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59462	TPA	Mariana Nguyen	1945-08-06	—	—	9516 Ocean Ave, Chandler, AZ, 85250	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123430	ENR	Sharon Cox	1949-11-02	UHC-14494-39	—	4839 Ridge Rd, San Antonio, TX, 78224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61123	TPA	Sofiia Guerrero	1958-11-24	—	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52062	TPA	Ashley Black	1941-07-20	—	—	4377 Camelback Rd, Eden Prairie, MN, 55386	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410809	CLM	Nicole Richardson	2008-09-22	—	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400653	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400652	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421336	CLM	Ruth Moreno	1997-07-27	UHC-85063-05	—	8785 River Rd, Austin, TX, 78727	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24771	PRV	Rachel Colmean	1981-12-28	—	—	93 Ocean Ave, Jacksonville, FL, 32262	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
ENR-107294	ENR	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427979	CLM	Abigail Rios	1979-05-26	UHC-06532-92	7957894652	5815 Bayshore Dr, San Antonio, TX, 78296	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410772	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	—	5319 Meadow Ln, Dallas, TX, 75235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425749	CLM	Saar Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61158	TPA	Ahmed Hoffman	1979-12-22	—	3979756989	1307 Pine Dr, Dallas, TX, 75200	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411316	CLM	Betty Rojas	1976-12-27	UHC-59588-79	2533774468	3322 Hillcrest Rd, Sacramento, CA, 95831	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-137997	ENR	Dylan Yang	1979-05-18	UHC-29576-91	6159229868	4125 Main St, Eden Prairie, MN, 55337	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-403676	CLM	Gerald Ford	1951-09-22	UHC-48495-37	5188659389	6239 Oak St, Phoenix, AZ, 85053	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420797	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420798	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-413470	CLM	Anan Carr	1972-11-13	—	4513187275	7558 Central Ave, Phoenix, AZ, 85025	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114265	ENR	Abigail Gray	1998-07-12	UHC-91906-99	5065519542	625 Church St, Las Vegas, NV, 89174	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26837	PRV	Megan Y Thompson	2007-01-06	—	7453777462	9786 Union St, Orlando, FL, 32896	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54972	TPA	Samuel Turner	1966-07-12	—	—	7369 Valley View Dr, Minneapolis, MN, 55442	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26158	PRV	Sara H Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ, 85781	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138381	ENR	Christopher George	1960-12-24	UHC-71164-91	6702044232	1925 Sage Ct, Austin, TX, 78761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133130	ENR	Ben M Knight	1947-07-01	UHC-82305-91	8688651556	5766 Sunset Blvd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-418487	CLM	Julia Perkins	1945-03-26	—	5899882435	5328 Washington St, Tempe, AZ, 85269	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405528	CLM	Denise Dunn	1954-05-11	—	3797197048	5263 Sunset Blvd, Tempe, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 160 of 337Previous Next