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 “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
ENR-110106	ENR	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	6222 River Rd, Tucson, AZ, 85778	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141167	ENR	Teresa Farnandez	1944-04-13	UHC-17297-11	6723745538	3320 Oak St, Atlanta, GA, 30365	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101003	ENR	Melissa Johnston	1975-06-08	UHC-05580-07	8888694461	7998 Apache Blvd, Fresno, CA, 93776	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110823	ENR	Madison W Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103225	ENR	Olivia I Hunt	1987-09-16	UHC-22928-25	5355722990	8481 Union St, Miami, FL, 33166	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108894	ENR	Patricia Hart	1974-05-14	UHC-97214-71	2888272392	6473 Jefferson Ave, Phoenix, AZ, 85018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-127042	ENR	Joyce Andrews	2003-04-05	UHC-90507-70	4118984468	4125 Indian School Rd, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136194	ENR	Brandon U Baker	1949-08-23	UHC-39834-12	—	7063 Mountain View Dr, Plano, TX, 75067	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122122	ENR	Nicholas Castillo	1963-08-07	UHC-57647-09	—	8065 Maple Ave, Las Vegas, NV, 89194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106210	ENR	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103072	ENR	Jackie Freeman	1945-01-21	UHC-86599-81	2419134654	8928 Union St, Austin, TX, 78733	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-109647	ENR	Jeremy Harvey	1965-06-25	UHC-56546-03	3142825643	3677 Pine Dr, Houston, TX, 77046	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120325	ENR	Matthew Q Gilbert	1950-10-25	UHC-74569-95	7169421920	8101 Bayshore Dr, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106635	ENR	Matthew Robinson	2003-09-08	UHC-21653-62	9624356183	7216 Broadway # 214, Houston, TX, 77063	0.62	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
ENR-116465	ENR	Virginia Weber	1948-05-14	UHC-05448-55	9184819401	6931 Valley View Dr # 815, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117375	ENR	Roy N Hansen	1946-08-14	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125537	ENR	Pat Q Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101002	ENR	Vitcoria B Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-136899	ENR	Sara Fuller	1981-12-28	UHC-29998-63	2059339536	7171 Sage Ct, Atlanta, GA, 30308	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129279	ENR	Mei Murray	1983-11-06	UHC-55877-03	6398467297	8337 Central Ave, Columbus, OH, 43232	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117853	ENR	Robert B Contreras	2005-08-26	UHC-93870-33	8327674829	5931 Central Ave, Dallas, TX, 75265	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127745	ENR	Doris M Bell	1957-03-09	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130465	ENR	Mateo R Meyer	1998-01-27	UHC-10211-47	—	1482 Harbor Blvd, Fresno, CA, 93746	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-138292	ENR	Lisa H Taylor	—	—	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.62	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-125361	ENR	Vincent Reyes	2006-10-23	UHC-96719-08	6833492357	8555 Park Pl, Plano, TX, 75016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126437	ENR	Daniel Webb	1951-10-12	—	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125338	ENR	Arjun Hill	1987-10-13	UHC-61760-65	7608273828	3066 Maple Ave, Eden Prairie, MN, 55318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123487	ENR	Kimberly R Ortega	2000-05-19	UHC-66789-55	6494069936	7148 Sage Ct, Jacksonville, FL, 32297	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132967	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132968	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-110752	ENR	Frances T Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113355	ENR	Sameul Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-102423	ENR	Patrick P Oslon	1966-04-06	UHC-86086-81	5634313528	6165 Main St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134531	ENR	Ahmed L Carter	1980-10-01	UHC-41172-79	8123256993	8000 Camelback Rd, Tampa, FL, 33691	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110445	ENR	Lori Palmer	1941-05-23	UHC-50311-07	3758917580	6310 Apache Blvd, Orlando, FL, 32873	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136093	ENR	Ashley Pierce	1956-03-23	UHC-16682-09	3555111179	4004 Jefferson Ave, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134839	ENR	Sara Franklin	2000-09-13	UHC-72208-98	8793638687	8202 Cedar Ln, Orlando, FL, 32829	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105672	ENR	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137899	ENR	Maria Freeman	1980-08-07	UHC-85291-03	8626164292	7301 Central Ave, Gilbert, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100566	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136150	ENR	Santiago Willis	2005-07-22	UHC-49113-42	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110617	ENR	Diana Rose	1953-12-09	UHC-04067-20	3523879342	653 Harbor Blvd, Mesa, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122601	ENR	Gary R Weber	1992-02-02	UHC-24191-48	2479030019	8978 Pine Dr, Seattle, WA, 98134	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-108534	ENR	Natalie Jensen	1961-03-12	UHC-90858-01	5817637368	9838 Pine Dr, Chandler, AZ, 85256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142599	ENR	Pamela K Webb	1994-12-22	UHC-82507-79	6204770385	1105 Mountain View Dr, Atlanta, GA, 30302	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134023	ENR	Camila Herrera	1946-01-08	UHC-53583-98	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115476	ENR	Kelly J Martinez	1999-11-10	UHC-20486-47	6449036664	2305 Apache Blvd, Seattle, WA, 98160	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111767	ENR	Jose D Crawford	1991-06-13	UHC-88067-96	8108166307	2181 Willow Ct, Chandler, AZ, 85241	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

3,951 rows, page 36 of 80Previous Next