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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421213	CLM	Gerald Rios	1976-03-19	—	—	3000 Maple Ave, San Antonio, TX, 78252	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-141792	ENR	Roy U Jmes	2008-11-12	UHC-07344-39	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-119445	ENR	Abigail G Day	1954-10-15	UHC-60035-57	5772110160	4013 Spring St, Miami, FL, 33127	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-129115	ENR	Melissa S Morgan	1992-09-11	UHC-68202-82	8502646613	7009 Harbor Blvd, Tampa, FL, 33665	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106069	ENR	Gary P Mendez	2008-03-27	UHC-40628-36	—	9612 Washington St, Columbus, OH, 43238	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404927	CLM	Vincent H Hart	1976-04-05	—	8609390189	3166 Oak St, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-411564	CLM	Thomas Dean	1982-06-08	UHC-65674-50	9642354029	8694 Ocean Ave, Miami, FL, 33163	0.76	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+2 more
CLM-432487	CLM	Wallsh Steven	1954-03-24	UHC-25671-25	3194541281	5645 Meadow Ln, San Antonio, TX, 78209	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141550	ENR	Kenneth Sims	1975-11-15	UHC-21958-69	6377579304	4019 Baseline Rd, Minneapolis, MN, 55434	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122571	ENR	Lucia S White	1991-07-18	—	8294112742	4563 Lincoln Way # 449, Sacramento, CA, 95853	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
TPA-64392	TPA	Mark Walsh	1980-06-15	—	—	9283 Bayshore Dr, Atlanta, GA, 30320	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-134593	ENR	Paul J Estrada	1981-06-25	UHC-79041-01	2044476395	6839 Valley View Dr, Mesa, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109601	ENR	Elijah D Sandoval	1995-08-03	UHC-68589-33	2049864171	4630 Market St, Miami, FL, 33145	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427914	CLM	Sarah Y Perkins	1949-06-25	—	9575198479	2882 Indian School Rd, Sacramento, CA, 95822	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432157	CLM	Michael Weber	1950-12-27	—	—	2445 Baseline Rd, Tucson, AZ, 85705	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-118448	ENR	Charles A Cook	2002-03-27	UHC-90698-76	9582719412	6458 Valley View Dr, Columbus, OH, 43282	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424243	CLM	Lawrence Z Richards	1941-01-24	UHC-83053-66	8354589328	6650 Main St, Glendale, AZ, 85314	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-54119	TPA	Omar Bell	1998-05-17	—	—	9649 Camelback Rd, Seattle, WA, 98107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104116	ENR	Diego Williams	1978-12-01	UHC-21645-18	6827659100	1963 Willow Ct, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422585	CLM	Heather Brown	1970-10-02	UHC-40975-16	—	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-138051	ENR	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL, 33609	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140632	ENR	Jason Bennett	1970-08-26	—	3074850798	9140 Lake View Rd, Tempe, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121943	ENR	Mark Mills	1962-04-06	UHC-76696-99	6477423538	5792 Broadway, Glendale, AZ, 85397	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
TPA-51433	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51434	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63338	TPA	Maria Phillips	1946-06-06	UHC-74762-42	—	3708 Spring St, Minneapolis, MN, 55480	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431565	CLM	Jerry A Torres	1947-01-12	UHC-90769-88	—	6118 Elm St, Houston, TX, 77099	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-64406	TPA	Richard Perry	1964-03-20	—	—	1196 Park Pl, Atlanta, GA, 30302	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-118587	ENR	Kathleen C Jmienez	1990-12-27	UHC-82671-06	9205710695	3653 Elm St, Gilbert, AZ, 85276	0.76	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+2 more
CLM-425874	CLM	John E Dean	1983-06-25	UHC-03494-74	—	2971 Broadway, Fresno, CA, 93700	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-119573	ENR	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
CLM-425330	CLM	Amber Contreras	1960-03-11	UHC-34873-58	—	1434 Pine Dr, Plano, TX, 75002	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-136612	ENR	Andrea Olson	1990-04-16	UHC-41097-65	—	4035 Forest Ave, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430099	CLM	Nathan E Campbell	1985-11-19	—	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-53308	TPA	Evelyn Ortega	1986-10-06	—	—	301 Sage Ct, San Antonio, TX, 78260	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104145	ENR	Ann Taylor	1945-09-03	UHC-45596-23	4299117742	7489 Valley View Dr, Scottsdale, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23875	PRV	Frances B Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-417475	CLM	Patterson H Bill	1974-02-18	UHC-70673-52	9662483732	9035 Sunset Blvd, Miami, FL, 33172	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401291	CLM	Nancy George	1946-06-28	UHC-91005-74	3134241295	7699 Grand Ave, Atlanta, GA, 30322	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427934	CLM	Valentina Payne	1974-01-26	—	—	4929 Church St Apt 5, Jacksonville, FL, 32288	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
ENR-136242	ENR	Philip F White	1971-04-21	UHC-55939-39	4866522249	2752 Valley View Dr, Atlanta, GA, 30347	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140098	ENR	Lauren Ryan	2006-01-13	UHC-80172-58	—	4827 Hillcrest Rd, Mesa, AZ, 85239	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139609	ENR	Natalie N Day	1950-02-23	UHC-77153-62	5255357495	2251 Canyon Rd, Las Vegas, NV, 89113	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106353	ENR	Diana Brown	1946-05-23	UHC-33049-18	5719152190	6494 Central Ave, Houston, TX, 77015	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108902	ENR	Mary Arnold	1958-10-12	UHC-95199-57	7179760102	5654 Sage Ct, Columbus, OH, 43243	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429329	CLM	Bryan C Rose	1991-01-28	—	4813886338	3255 Broadway, Chandler, AZ, 85255	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
TPA-55502	TPA	Priya Sanchez	1999-09-05	—	—	8031 Jefferson Ave, Los Angeles, CA, 90012	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22514	PRV	Joan Hanson	1970-10-28	—	3413620546	6881 Grand Ave, Orlando, FL, 32801	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411040	CLM	Martha Gomez	1944-05-11	UHC-87887-56	—	6080 Cedar Ln, Plano, TX, 75035	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61616	TPA	Logan Webb	1979-06-25	—	—	8356 Jefferson Ave, Plano, TX, 75056	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

4,010 rows, page 47 of 81Previous Next