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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410605	CLM	Judy Jimenez	1997-08-13	UHC-32177-75	—	8620 River Rd # 264, Phoenix, AZ, 85070	0.66	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street+1 more
CLM-418447	CLM	Maria Castillo	1955-10-06	UHC-23443-73	—	3511 Ocean Ave, Seattle, WA, 98161	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-406045	CLM	Nicole Sullivan	2005-09-21	UHC-05239-58	—	5598 Valley View Dr, Tempe, AZ, 85235	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417552	CLM	Albert Cruz	1992-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-430452	CLM	Juan Munoz	1945-07-17	UHC-06071-85	—	7445 Washington St, Houston, TX, 77064	0.66	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+1 more
ENR-137491	ENR	George H Johnston	1951-05-21	UHC-59881-53	—	962 Park Pl, Tempe, AZ, 85205	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-22146	PRV	Bobby Turner	1938-02-19	UHC-59366-90	—	7255 Church St, Houston, TX, 77053	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-428401	CLM	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416949	CLM	Janice K Johnson	1970-03-24	—	—	1070 Apache Blvd, San Diego, CA, 92198	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-128787	ENR	Mei D Montgomery	1980-10-03	UHC-76866-45	—	3156 Harbor Blvd, Gilbert, AZ, 85276	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-110352	ENR	Sarah Hicks	1969-09-08	UHC-77647-80	—	5662 Mountain View Dr, Tempe, AZ, 85275	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-135839	ENR	Jeffrey Obrien	1967-04-14	UHC-07591-74	—	353 Park Pl, Tempe, AZ, 85229	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107240	ENR	Theresa Harvey	1953-09-10	UHC-27595-69	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-419273	CLM	Vincent E Graham	1962-12-07	—	—	4569 Oak St, Chandler, AZ, 85208	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-102859	ENR	Mary C Ward	1948-03-13	UHC-17625-99	—	4346 Indian School Rd, Houston, TX, 77059	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102860	ENR	Mary C Ward	1948-03-13	UHC-17625-99	—	4346 Indian School Rd, Houston, TX, 77059	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-105281	ENR	Frank V Ramos	2007-03-20	UHC-88144-65	—	8047 Indian School Rd, Charlotte, NC, 28232	0.66	Name split from “Last, First”Phone missing area code Email lower-cased Plan code upper-cased+1 more
ENR-142510	ENR	Kelly King	1960-09-10	UHC-20472-86	—	2448 Broadway Apt 25, Nashville, TN, 37233	0.66	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-142504	ENR	Grace Freeman	1958-06-22	UHC-15006-09	—	8954 Forest Ave, Tampa, FL, 33633	0.66	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-141219	ENR	Joshua Crawford	1966-05-13	UHC-85570-06	—	7519 Elm St, Denver, CO, 80253	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133200	ENR	Body Q Judith	1999-04-08	UHC-79532-53	—	7381 River Rd, Tempe, AZ, 85203	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-125164	ENR	Beverly Singh	1997-06-10	UHC-78170-24	—	33 Ridge Rd, Sacramento, CA, 95818	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122757	ENR	Andrew Jimenez	1966-02-28	UHC-47325-45	—	3408 Spring St, Dallas, TX, 75209	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-113972	ENR	Richard Crawford	1981-01-14	UHC-71282-75	—	8822 Forest Ave, Tampa, FL, 33602	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-123817	ENR	Donna S Bell	1944-10-23	UHC-52060-01	—	2480 Canyon Rd, Jacksonville, FL, 32238	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-407104	CLM	Emmma Harrison	1966-03-10	UHC-63140-98	—	344 Grand Ave, Tampa, FL, 33626	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-407464	CLM	Mateo Ryan	1956-10-22	UHC-46740-85	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-52404	TPA	Keith Hayes	2007-06-13	—	—	6904 Indian School Rd, Dallas, TX, 75283	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140111	ENR	Alexander J Lawrence	1974-03-07	UHC-18319-88	—	4292 Grand Ave, Jacksonville, FL, 32279	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-130961	ENR	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
ENR-118880	ENR	Tyler A Perez	2003-05-23	UHC-26538-21	—	2874 Meadow Ln, Orlando, FL, 32885	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-409521	CLM	Bradley Fernandez	1946-08-11	UHC-37198-75	—	660 Maple Ave, San Antonio, TX, 78285	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141967	ENR	Raymond Marshall	2000-01-09	UHC-03201-32	—	6050 Central Ave, Sacramento, CA, 95876	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23173	PRV	Mateo I Weber	1955-04-19	—	—	3648 Elm St, Miami, FL, 33184	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139053	ENR	David Webb	1962-05-23	UHC-26994-62	—	602 Hillcrest Rd, Tempe, AZ, 85213	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138058	ENR	Sharon Stone	1949-09-05	UHC-07361-35	—	8449 River Rd, Orlando, FL, 32843	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420787	CLM	Janice L Parker	1999-11-16	UHC-98137-03	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-417471	CLM	Bryan W Burke	1977-05-20	UHC-87931-70	—	3778 Oak St, Orlando, FL, 32892	0.66	Middle initial moved out of first name Name re-cased Phone missing area code Whitespace trimmed+1 more
ENR-135988	ENR	Sandra O Lawson	1983-01-01	UHC-77625-31	—	8404 Hillcrest Rd, Tampa, FL, 33640	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26565	PRV	Richard Morales	2008-06-20	—	—	3133 Indian School Rd, Gilbert, AZ, 85267	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
CLM-420161	CLM	Abigail V Gonzalez	1980-11-06	—	—	6210 Highland Ave, San Antonio, TX, 78200	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26879	PRV	Evans Vincent	2007-02-09	UHC-91535-79	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
CLM-422662	CLM	Carlos Nelson	—	UHC-50499-80	—	—	0.68	Date of birth unreadable Phone missing area code Member ID reformatted Placeholder values cleared
ENR-126599	ENR	Melissa I Gibson	1965-07-09	UHC-50376-45	—	9252 Mesa Dr, Mesa, AZ, 85294	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
CLM-402773	CLM	Gabriel J Contreras	2001-04-16	—	—	868 Desert Sky Blvd, Tampa, FL, 33683	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121977	ENR	Omar Chavez	1975-12-25	UHC-90070-55	—	2433 Baseline Rd, Seattle, WA, 98132	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-126532	ENR	Hiroshi S Chavez	2002-04-28	UHC-86634-86	—	8268 Meadow Ln, Los Angeles, CA, 90020	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416378	CLM	Larry Peez	1982-05-22	UHC-26253-85	—	6800 Main St, Gilbert, AZ, 85233	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-136012	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	—	8592 Grand Ave, Miami, FL, 33197	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
TPA-59937	TPA	Tommy Day	1944-02-21	UHC-61347-18	—	1025 Mesa Dr, Miami, FL, 33171	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared

2,021 rows, page 27 of 41Previous Next