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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118917	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128352	ENR	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX, 77094	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111725	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139570	ENR	Ryan Cambpell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117820	ENR	Arthur P Bailey	1980-11-16	UHC-24286-79	3424371609	4547 Elm St, Charlotte, NC, 28290	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-106114	ENR	Linda L Gomez	1994-04-14	UHC-48209-83	5269504569	8638 River Rd, Jacksonville, FL, 32251	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105643	ENR	Eugene Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St, Tampa, FL, 33684	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102746	ENR	Isabella W Kelly	1974-01-12	UHC-14976-42	2429136605	4031 Church St, Sacramento, CA, 95891	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140920	ENR	Timothy H Payne	1958-07-01	UHC-91578-40	7537131376	4969 Harbor Blvd, Scottsdale, AZ, 85275	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106795	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115024	ENR	Randy N Stevens	1988-10-24	UHC-04898-82	9183953557	7288 Jefferson Ave, Los Angeles, CA, 90071	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127028	ENR	Priya Gutierrez	2004-09-07	UHC-28590-73	6103648385	2606 Elm St, Charlotte, NC, 28279	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115213	ENR	Jennifer J Banks	1956-01-05	UHC-67222-51	5038444271	3774 Main St, Gilbert, AZ, 85281	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110511	ENR	Wayne E Graham	1971-12-25	UHC-66260-17	2518722302	9446 Central Ave, Orlando, FL, 32802	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128186	ENR	Isabella Martinez	1976-07-13	UHC-60504-53	8144638820	7532 Apache Blvd, Jacksonville, FL, 32232	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129979	ENR	Jennifer Burton	1969-06-02	UHC-57790-33	9013974607	7210 Ocean Ave, Gilbert, AZ, 85230	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138140	ENR	Jesse Bell	1983-01-06	UHC-53324-40	3282075003	6700 Spring St, Orlando, FL, 32859	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117426	ENR	Janet Oliver	1962-11-22	UHC-06147-41	4047277665	8830 River Rd, Eden Prairie, MN, 55326	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120984	ENR	Madison Jensen	2001-08-22	UHC-93265-26	9664872071	7460 Baseline Rd, Scottsdale, AZ, 85212	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-130797	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	3565609550	8405 Apache Blvd, Miami, FL, 33125	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133375	ENR	Aaron A Watkins	1967-12-08	UHC-17694-70	8098128553	7721 Maple Ave, Sacramento, CA, 95836	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139234	ENR	Nicole T Kennedy	2000-06-05	UHC-01061-12	8018486283	52 Valley View Dr, Orlando, FL, 32800	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142609	ENR	Roy J Carr	1976-03-23	UHC-73115-10	8946382167	8838 Cedar Ln, Tempe, AZ, 85213	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116599	ENR	Kimberly Marquez	1989-05-26	UHC-05060-66	9037650878	2170 Lake View Rd, Gilbert, AZ, 85232	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119754	ENR	Alexander D Welch	1986-01-05	UHC-67317-69	7666300088	2046 Palm Dr, Fresno, CA, 93727	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118025	ENR	Jennifer N Anderson	1955-02-02	UHC-59630-32	8372941329	9633 Mountain View Dr, Orlando, FL, 32803	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126757	ENR	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101653	ENR	Austin V Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140242	ENR	Betty Hansen	1955-09-13	UHC-18050-08	3798603313	3269 Sunset Blvd, San Diego, CA, 92174	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116120	ENR	Yuki D Booyd	1993-05-18	UHC-66893-48	6436026611	8451 Oak St, Scottsdale, AZ, 85262	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100287	ENR	Kayla X Morgan	1972-12-05	UHC-94672-93	7426958646	2754 Church St, Plano, TX, 75033	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141008	ENR	Roger Q Rice	1952-04-07	UHC-26333-36	7835099873	5283 Spring St, Gilbert, AZ, 85210	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120288	ENR	Michelle Wong	1959-10-18	—	4752019065	1501 Indian School Rd, Jacksonville, FL, 32250	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115403	ENR	Elijah P Garza	1955-08-02	UHC-38088-77	3632254182	6339 Cedar Ln, Mesa, AZ, 85253	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106365	ENR	Thomas Kelly	2007-01-02	UHC-55132-90	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109856	ENR	Omar E Miller	1959-06-22	UHC-04745-42	—	1055 Grand Ave, Mesa, AZ, 85212	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119187	ENR	Laura K Ross	2006-09-14	UHC-61400-78	9748873171	6409 Camelback Rd, Scottsdale, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110811	ENR	Judy H Morales	1938-11-08	—	4917399276	8357 Pine Dr, Dallas, TX, 75272	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114146	ENR	Nicholas Rice	1967-04-27	UHC-69921-70	6135664835	5850 Ocean Ave, Dallas, TX, 75244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110780	ENR	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127363	ENR	Andrew Banks	1954-05-18	UHC-11509-58	5955148449	7387 Main St, Chandler, AZ, 85259	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122776	ENR	Robert Jacobs	1957-03-14	UHC-25481-39	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131741	ENR	Debra Morris	1974-12-16	UHC-37271-04	4354307579	8365 Valley View Dr, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-123955	ENR	Russell Z Price	1985-02-12	UHC-62136-98	4187365039	9733 Church St, Glendale, AZ, 85348	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127567	ENR	Emily B Owens	2002-03-03	UHC-75457-07	3262564018	8088 Lake View Rd, Tampa, FL, 33657	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138067	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA, 95877	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138423	ENR	Vincent Ramirez	1944-02-21	UHC-41583-48	5686812784	8003 Sunset Blvd, Charlotte, NC, 28266	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115550	ENR	Donald Vazquez	2006-12-21	UHC-90411-84	4253503136	4164 Palm Dr, Chandler, AZ, 85266	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128313	ENR	Marilyn R Hawkins	2002-08-22	UHC-70032-40	6467135533	7537 Pine Dr, Tempe, AZ, 85255	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133428	ENR	Nancy P Vega	2000-02-12	UHC-73844-71	6715120415	9590 Highland Ave, Tampa, FL, 33679	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,310 rows, page 134 of 347Previous Next