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

Enrollment, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104092	ENR	Luis Johnston	1953-02-17	UHC-78938-09	8338888123	5175 Washington St, Los Angeles, CA, 90092	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-123541	ENR	Thomas Hamilton	1948-05-17	UHC-56407-31	8888782186	3220 Bayshore Dr, Eden Prairie, MN, 55323	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141181	ENR	Kimberly Delgado	1961-12-14	UHC-27985-96	5075514343	5493 River Rd, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-100061	ENR	Brenda W Phillips	1942-09-21	UHC-53605-63	3483369303	2925 Bayshore Dr, Plano, TX, 75019	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-121502	ENR	Steven N Ramirez	1952-06-15	UHC-82095-13	—	5837 Indian School Rd, Columbus, OH, 43282	0.64	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108505	ENR	Beverly O Maldonado	1983-10-17	UHC-23486-18	9757829936	8868 Bayshore Dr, Dallas, TX, 75256	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116363	ENR	Alexis V Yang	1997-10-17	UHC-66903-75	3073795334	5797 Elm St, Scottsdale, AZ, 85278	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106605	ENR	Lawrence Lynch	1962-08-16	UHC-89282-74	8245778964	3963 Washington St, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131192	ENR	Arjun X Austin	1960-03-04	UHC-84919-23	—	2454 Highland Ave, Tempe, AZ	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-110400	ENR	Ralph Bowman	—	UHC-64338-31	—	1164 Cedar Ln, Minneapolis, MN, 55402	0.64	Date of birth unreadable SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-136099	ENR	Stephanie S Perez	1965-08-25	UHC-82601-85	4752201274	2743 Elm St, Eden Prairie, MN, 55392	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113934	ENR	Joe K Vargas	1953-12-19	UHC-78473-84	7454133124	7745 Ocean Ave, San Diego, CA, 92101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113935	ENR	Joe K Vargas	1953-12-19	UHC-78473-84	7454133124	7745 Ocean Ave, San Diego, CA, 92101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113667	ENR	Ana K Robinson	1955-02-02	UHC-45904-17	4879860691	3989 Indian School Rd, San Diego, CA, 92142	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124935	ENR	Sharon S Maldonado	1938-10-27	UHC-77322-66	—	2247 Palm Dr, Jacksonville, FL, 32250	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121810	ENR	Jerry Gibson	1981-09-03	UHC-57235-62	6438467313	7453 Bayshore Dr, Sacramento, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-127963	ENR	Maria E Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.66	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-101445	ENR	Timothy P Hernandez	1991-07-06	UHC-76166-29	3149376695	3939 Pine Dr, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134963	ENR	Natalie U Warren	2007-12-13	UHC-66564-15	9533352615	576 Spring St, Las Vegas, NV, 89136	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-143048	ENR	Brian I Vazquez	1956-09-26	UHC-89900-10	3542605010	6606 Oak St, Austin, TX, 78766	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-138914	ENR	Kevin B Burton	1974-02-28	UHC-40231-03	8846081503	2103 Forest Ave, Tampa, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-108598	ENR	Diane F Ward	1997-09-08	UHC-11834-77	—	2021 Park Pl, Columbus, OH, 43292	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-120210	ENR	Sara Y Carter	1968-05-03	UHC-10224-44	2378449565	8769 Cedar Ln, Gilbert, AZ, 85200	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-101055	ENR	Debra H Bishop	—	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ	0.66	Date of birth unreadable Phone reformatted State code upper-cased ZIP missing+1 more
ENR-140183	ENR	Elizabeth O Lane	1984-04-14	UHC-82354-43	3724998421	8892 Apache Blvd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-112834	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-112833	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-112304	ENR	Jesse Martinez	1995-06-06	UHC-96971-36	7814438649	5938 Canyon Rd, Dallas, TX, 75224	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139324	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139325	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137133	ENR	Janice Sto	1955-05-28	UHC-96551-62	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-110594	ENR	Camila Griffin	2002-02-22	UHC-54579-08	3243828322	6395 Canyon Rd, Las Vegas, NV, 89121	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-131576	ENR	Willie B Butller	1978-04-20	UHC-72796-94	7027638949	5682 Union St, Sacramento, CA, 95872	0.66	Phone reformatted SSN last four extracted City re-cased State code upper-cased+1 more
ENR-115942	ENR	Lawrence Rodriguez	1939-09-17	UHC-25245-14	7214647303	2258 Church St, Nashville, TN, 37277	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-125331	ENR	Carol Vasquez	1965-12-11	UHC-02457-29	3029430528	6253 Washington St, San Diego, CA, 92140	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103244	ENR	Bradley W Turner	1961-08-04	UHC-55785-69	3202071846	2375 Mesa Dr # 886, Las Vegas, NV, 89184	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-113441	ENR	Teresa J Hanson	1951-09-17	UHC-21907-74	3558731205	2999 Pine Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126449	ENR	Grace Espinoza	1963-01-08	UHC-25192-82	2886636749	466 Willow Ct, Las Vegas, NV, 89161	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-118761	ENR	Ftaima I Armstrong	1995-10-30	UHC-67007-59	—	790 Bayshore Dr, Austin, TX, 78706	0.66	Name split from “Last, First”Phone missing area code State code upper-cased Email lower-cased+1 more
ENR-138751	ENR	Betty B Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134346	ENR	Julie G Jensen	1970-04-14	UHC-39503-67	4955907765	5625 Baseline Rd, Los Angeles, CA, 90060	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134019	ENR	Michelle Y Jimenez	1994-09-17	UHC-06168-30	—	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.66	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-108998	ENR	Arthur L Bennett	1999-10-06	UHC-95087-14	2059529160	9341 Forest Ave, Dallas, TX, 75241	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-101150	ENR	Robert Willis	1977-03-17	UHC-09595-88	7779348618	7373 Harbor Blvd, Jacksonville, FL, 32248	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-119907	ENR	Adam MJunk	2008-10-07	UHC-57645-54	2343159020	2956 Sage Ct, Minneapolis, MN, 55474	0.66	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-138362	ENR	Sandra Brown	—	UHC-38120-34	7064594971	4287 Central Ave, Mesa, AZ, 85278	0.66	Date of birth unreadable Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-115659	ENR	Donald O Lynch	1999-02-27	UHC-41325-80	—	2835 Lake View Rd, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
ENR-118149	ENR	Diana V Bowman	1949-07-02	UHC-94241-40	8376057654	3258 Forest Ave, Tucson, AZ, 85742	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-138681	ENR	Therresa Roggers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126295	ENR	Gregory S Wagner	1968-04-22	UHC-10634-98	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more

1,918 rows, page 13 of 39Previous Next