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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131952	ENR	Lawrence W Ortiz	1977-03-25	UHC-54477-49	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120751	ENR	Eric A Bell	1943-10-03	UHC-12366-37	7349738013	6105 Bayshore Dr Apt 9, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134534	ENR	Aaron R Foster	1946-01-19	UHC-62336-70	6017715743	1771 Oak St, Chandler, AZ, 85256	0.74	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+3 more
ENR-106643	ENR	Timothy Lopez	1946-01-15	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122788	ENR	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd Apt 30, Mesa, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112423	ENR	Timothy B Roberts	2003-12-25	UHC-57913-02	3717633890	5853 Church St, Mesa, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109822	ENR	Nicole H Woods	1966-05-16	UHC-33636-44	8003368493	3333 Lake View Rd, Orlando, FL, 32897	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117183	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd, Miami, FL, 33177	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120101	ENR	Doris Lee	1970-03-07	UHC-29225-43	4115754918	5764 Lake View Rd, Charlotte, NC, 28211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111937	ENR	Terry B Fuller	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108817	ENR	Dot Burton	1977-04-16	UHC-38127-12	5919614445	4833 Maple Ave, Seattle, WA, 98168	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109484	ENR	Lucia E Butler	1997-12-24	UHC-64949-99	7572629085	3810 River Rd, Denver, CO, 80210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132425	ENR	Lauren K James	1978-08-05	UHC-83197-90	4453468381	2435 Ocean Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted City re-cased Gender normalised+3 more
ENR-107330	ENR	Mariana Graham	1963-05-27	UHC-39527-55	5576576272	2047 Sage Ct, Charlotte, NC, 28243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122326	ENR	Judy V Austin	1939-10-04	UHC-17058-34	6099709451	4873 Palm Dr, Jacksonville, FL, 32270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138821	ENR	Julia Cooper	2002-07-03	UHC-07117-43	4238774045	4654 Cedar Ln, Tucson, AZ, 85729	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134524	ENR	Maria R Jordan	1979-04-01	UHC-32080-45	4012827857	7536 Central Ave, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140099	ENR	Jonathan H Watkins	1950-08-27	UHC-92788-42	6053217094	9412 Maple Ave, Gilbert, AZ, 85280	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108799	ENR	Hannah N Stewart	1939-07-18	UHC-02990-02	9337409979	6620 Indian School Rd, Miami, FL, 33166	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102403	ENR	Ana P Garcia	2003-05-13	UHC-21471-68	6282918564	7115 Ocean Ave, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102738	ENR	Patrick S Reed	1951-10-20	UHC-09722-24	5714888861	5033 Mountain View Dr, Sacramento, CA, 95801	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-127925	ENR	Sean J Le	1995-05-23	UHC-51623-66	9585624543	465 Willow Ct, Austin, TX, 78743	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110336	ENR	Gerald V Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133297	ENR	Scott D Gibson	2004-06-02	UHC-52419-70	2056250891	5853 Lake View Rd, Miami, FL, 33153	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139615	ENR	Jennifer X Young	1969-04-01	UHC-35867-87	6323518064	5859 Meadow Ln, Denver, CO, 80268	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142935	ENR	Donald G Kennedy	1959-08-24	UHC-80692-79	6095529694	7544 Canyon Rd, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121545	ENR	Denise O Hayes	1991-04-12	UHC-10849-04	8325967288	3573 River Rd, Houston, TX, 77034	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120473	ENR	Raymond Martinez	1964-07-23	UHC-76339-68	—	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133493	ENR	Michael Baker	2003-07-12	UHC-14690-92	5117080718	3497 Oak St, Eden Prairie, MN, 55304	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105399	ENR	Margaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr, Denver, CO, 80260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133209	ENR	Ann Fernandez	1998-10-22	UHC-30255-20	5053818741	6009 Apache Blvd, San Antonio, TX, 78230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111109	ENR	Julia A Castillo	1979-03-28	—	5135664821	6225 Bayshore Dr, Eden Prairie, MN, 55382	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108124	ENR	Christian Hudson	1983-04-04	UHC-25514-58	4258402247	4425 Mountain View Dr, Plano, TX, 75034	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103408	ENR	Yuki T Wagner	1975-12-10	UHC-48477-20	—	2516 Maple Ave, Los Angeles, CA, 90069	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122121	ENR	Aaron Castillo	1964-04-27	UHC-80412-20	9855393941	1483 Grand Ave, Chandler, AZ, 85215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128013	ENR	Virginia Z Black	1938-01-07	UHC-71337-20	7998416456	8709 Union St, Chandler, AZ, 85274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102284	ENR	Teresa G Hanson	1968-11-19	UHC-00302-33	9135999002	6035 Indian School Rd, Jacksonville, FL, 32265	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-127705	ENR	Dennsi J Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129084	ENR	Alexander Wlels	1997-01-06	UHC-49517-10	8596896809	5592 Broadway, Los Angeles, CA, 90067	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-124197	ENR	Kenneth Montgomery	1968-11-05	UHC-26811-47	7625508569	481 Ridge Rd, Scottsdale, AZ, 85255	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140210	ENR	Willie Soto	2006-09-19	UHC-53600-87	9745816681	8204 Central Ave, Scottsdale, AZ, 85249	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111487	ENR	Ronald U Alvarez	1994-03-19	UHC-65432-23	7483421406	1061 Spring St, Fresno, CA, 93709	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135704	ENR	Cheryl M Kelly	1996-01-11	UHC-51137-48	4963430170	5520 Baseline Rd, Las Vegas, NV, 89131	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105601	ENR	Gabriel Watkins	1956-08-22	UHC-85652-25	4288028816	8784 Highland Ave, Glendale, AZ, 85302	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111406	ENR	Lauren V Weber	1976-08-19	UHC-10306-09	—	4452 Forest Ave, Miami, FL, 33151	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132515	ENR	Danielle Allen	2000-07-14	UHC-15955-57	3523106593	3050 Desert Sky Blvd, Sacramento, CA, 95837	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142889	ENR	Stephanie George	1940-03-27	UHC-17435-68	5673065952	1885 Elm St, Tucson, AZ, 85706	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129199	ENR	Janet H Morgan	1968-04-24	UHC-17766-52	5336153995	2596 Sunset Blvd, Chandler, AZ, 85228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118207	ENR	Diane R Taylor	1976-05-21	UHC-64723-69	2062494213	7365 Palm Dr, Plano, TX, 75079	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 116 of 280Previous Next