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
ENR-134206	ENR	Rachel W Wagner	1998-08-17	UHC-27206-41	—	6652 Meadow Ln, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120109	ENR	Randy B Baker	1981-04-09	UHC-05575-14	—	8269 Grand Ave, Mesa, AZ, 85297	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
PRV-27460	PRV	Thomas Matthews	2002-08-28	UHC-58466-91	—	8141 Mountain View Dr, Miami, FL, 33161	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-131019	ENR	Julie Gomez	1941-06-07	UHC-08457-10	—	5130 Bayshore Dr, Gilbert, AZ, 85241	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140687	ENR	Karen I Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414294	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone missing area code City re-cased ZIP missing+2 more
ENR-100857	ENR	Bruce Wang	1968-05-18	UHC-09845-92	—	8904 Sunset Blvd, Eden Prairie, MN, 55356	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408460	CLM	Brenda Garrett	1985-09-28	—	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58769	TPA	Peter Duncan	1950-04-19	—	—	445 Elm St, Gilbert, AZ, 85225	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-419207	CLM	Adam Roberts	1976-02-27	UHC-76557-89	—	5241 Lincoln Way, Minneapolis, MN, 55413	0.64	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+2 more
CLM-406401	CLM	Elijah X West	1967-12-05	UHC-13763-06	—	1172 Mesa Dr, Tampa, FL, 33658	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21084	PRV	Camila Walsh	1956-04-22	—	—	238 Market St, Miami, FL, 33187	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-52269	TPA	Anna Luna	1999-08-19	—	—	5012 Oak St, Jacksonville, FL, 32213	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-127191	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	—	326 Willow Ct, Houston, TX, 77049	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
TPA-60040	TPA	Lsa Willis	1974-09-05	—	—	1426 Park Pl, Tucson, AZ, 85720	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114171	ENR	Julie Stone	1998-01-11	UHC-40739-50	—	1065 Meadow Ln, Phoenix, AZ, 85080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-110525	ENR	Ashley O Fernandez	2003-03-19	UHC-00933-59	—	6961 Lake View Rd, Fresno, CA, 93793	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120935	ENR	Dorothy E Vasquez	1979-11-07	UHC-67174-45	—	7436 Apache Blvd, Plano, TX, 75023	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114548	ENR	Sandra Y Luna	1964-03-12	UHC-78857-62	—	9505 Oak St, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-104767	ENR	Lawrence V Estrada	1944-10-22	UHC-71464-18	—	4645 Harbor Blvd, Columbus, OH, 43290	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-116909	ENR	Judy Ward	1976-07-26	UHC-72375-15	—	398 Main St, Atlanta, GA, 30320	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119620	ENR	Jesse P Crawford	1998-01-07	UHC-88981-84	—	8368 Elm St, Mesa, AZ, 85284	0.64	Middle initial moved out of first name Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-134813	ENR	Mariana Valdez	1982-04-23	—	—	684 Oak St, Columbus, OH, 43207	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128135	ENR	Benjamin Gomez	1944-04-12	UHC-60286-49	—	9609 Harbor Blvd, Seattle, WA, 98150	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415272	CLM	Kimberly Marquez	1942-05-15	UHC-94929-40	—	1432 Valley View Dr, Las Vegas, NV, 89170	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-431877	CLM	Patrick Y Padilla	1968-02-15	UHC-49823-74	—	4783 Oak St, Mesa, AZ, 85264	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-28573	PRV	Christine Vega	1995-04-02	UHC-51289-46	—	3340 Willow Ct, Atlanta, GA, 30342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-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-119954	ENR	Linda C McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
CLM-412880	CLM	Randy H Montgomery	1973-12-01	—	—	1863 Desert Sky Blvd, Houston, TX, 77044	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-133716	ENR	Jessica C Lane	1954-11-05	UHC-34812-69	—	8291 Main St, Eden Prairie, MN, 55378	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140152	ENR	Ahmed H Sullivan	1984-03-15	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-140153	ENR	Ahmed H Sullivan	1984-03-15	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-112063	ENR	Bruce P Adams	1942-10-15	UHC-74963-28	—	6011 Main St, Sacramento, CA	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
ENR-141863	ENR	Jeffrey Z Moore	1938-11-12	UHC-86572-28	—	1943 Hillcrest Rd, Plano, TX, 75061	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120903	ENR	Terry Gomez	2002-01-21	UHC-97945-44	—	875 Grand Ave, Eden Prairie, MN, 55359	0.64	Date of birth reformatted Phone missing area code Member ID reformatted ZIP+4 trimmed+2 more
PRV-20955	PRV	Betty Vega	1988-10-12	—	—	5155 Camelback Rd, San Antonio, TX, 78215	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105049	ENR	Gabriel Fisher	1962-02-02	UHC-15892-86	—	3157 Baseline Rd, Chandler, AZ, 85283	0.64	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+2 more
PRV-27971	PRV	Lauren V Hoffman	1940-07-25	UHC-16769-64	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-124115	ENR	Ethan I Dunn	1982-03-25	UHC-54863-87	—	424 Washington St, Charlotte, NC, 28257	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-124483	ENR	Ruth Weber	1940-05-24	UHC-58634-65	—	9877 Market St, Glendale, AZ, 85334	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
PRV-23904	PRV	Ralph Miller	1968-10-17	—	—	3448 Park Pl, Orlando, FL, 32887	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421472	CLM	Arjun Reynolds	1987-10-08	UHC-54196-28	—	5920 Willow Ct, Glendale, AZ, 85382	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-106491	ENR	Carol H Wallace	1959-08-03	UHC-60601-66	—	7950 Market St, Miami, FL, 33177	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106490	ENR	Carol H Wallace	1959-08-03	UHC-60601-66	—	7950 Market St, Miami, FL, 33177	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117960	ENR	Sara Franklin	1954-09-04	UHC-76769-82	—	3518 Central Ave, Las Vegas, NV, 89141	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126824	ENR	Mary Wheeler	1975-09-27	UHC-61948-57	—	4043 Pine Dr, Seattle, WA, 98133	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-139257	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Middle initial moved out of first name Phone missing area code Member ID reformatted City re-cased+1 more
ENR-136257	ENR	Davis P Stephen	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-53960	TPA	Kathryn Morris	1945-11-03	—	—	2221 Forest Ave, Jacksonville, FL, 32234	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more

2,021 rows, page 22 of 41Previous Next