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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403362	CLM	Donald Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr # 737, Plano, TX, 75073	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-132486	ENR	Stphanie V Bell	1957-03-11	UHC-00317-15	7396026895	8348 Elm St Apt 35, Minneapolis, MN, 55440	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
CLM-430629	CLM	Barbara Stevens	1977-08-17	—	2502990466	720 Main St Apt 37, Las Vegas, NV, 89150	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-124141	ENR	Steven West	1968-04-02	UHC-27799-40	—	16 Mesa Dr Apt 6, Gilbert, AZ, 85268	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-64216	TPA	Helen Jacobs	1998-02-04	—	—	2811 Desert Sky Blvd # 709, Las Vegas, NV, 89160	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-63177	TPA	Lisa Stevens	1986-09-28	—	6476378828	8250 Highland Ave Apt 24, Chandler, AZ, 85205	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-412625	CLM	Michelle Sullivan	1970-09-10	UHC-84688-80	—	5469 Union St Apt 2, Chandler, AZ, 85274	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-115139	ENR	Lawrence G Mills	1946-01-24	UHC-25373-55	7809463080	1067 Jefferson Ave Apt 22, Seattle, WA, 98195	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-102084	ENR	Gloria X Chapman	1945-07-20	UHC-02870-23	—	9217 Elm St Apt 25, Phoenix, AZ, 85055	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
TPA-56194	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-56195	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
ENR-129630	ENR	Dylan R Ramos	1961-07-22	UHC-33618-37	—	1058 Sunset Blvd Apt 22, Atlanta, GA, 30336	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-23664	PRV	Frank West	2008-07-19	—	3652722280	9071 Cedar Ln Apt 4, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
ENR-103134	ENR	Billy Armstrong	1954-11-20	UHC-00799-30	5678662810	2707 Lincoln Way Apt 13, Charlotte, NC, 28217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-106840	ENR	Matthew Aguilar	1967-04-14	UHC-53275-17	3224923904	2553 Ridge Rd Apt 12, Scottsdale, AZ, 85253	0.78	Name re-cased Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-117675	ENR	Edwrad Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr Apt 23, Eden Prairie, MN, 55302	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-429982	CLM	Julie F Romero	1992-06-27	UHC-29496-76	—	5486 Central Ave # 442, Nashville, TN, 37292	0.78	Date of birth reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
ENR-137668	ENR	Omar R Cruz	1940-02-18	UHC-81755-94	5687368832	4576 Jefferson Ave # 141, Phoenix, AZ, 85002	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-25151	PRV	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way # 196, Miami, FL, 33112	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-412004	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	4738258178	9202 Hillcrest Rd Apt 25, Tempe, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-128299	ENR	Ethan Morgan	1964-08-18	UHC-58214-69	6899485344	3620 Spring St # 283, Houston, TX, 77014	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-411924	CLM	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 40, San Antonio, TX, 78290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421269	CLM	Burton Samantha	1972-12-11	UHC-10215-25	8786846900	363 Hillcrest Rd Apt 11, Scottsdale, AZ, 85248	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-409961	CLM	Virginia F Hayes	1980-02-12	UHC-99818-07	6488056139	2603 Jefferson Ave # 211, Los Angeles, CA, 90082	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424057	CLM	Carl U Bennett	1968-11-07	UHC-25577-22	2173091566	9430 Sage Ct # 789, San Antonio, TX, 78267	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
PRV-21895	PRV	Helen Webb	1971-02-27	—	2317395609	8349 Broadway # 599, Los Angeles, CA, 90035	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-403557	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 14, Charlotte, NC, 28207	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-405979	CLM	Alexander Aguilar	1999-03-21	UHC-60515-47	—	2890 Jefferson Ave Apt 9, Columbus, OH, 43238	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-431161	CLM	Larry Carter	1981-10-14	UHC-87408-53	—	1439 Maple Ave # 342, Scottsdale, AZ, 85256	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
PRV-21949	PRV	Randy Lawrence	1981-01-02	—	9258489130	8287 Highland Ave Apt 37, Glendale, AZ, 85316	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424300	CLM	Jordan Wood	1979-07-09	UHC-90845-16	8863070412	289 Lake View Rd Apt 26, Seattle, WA, 98108	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-119360	ENR	Russell Long	1971-08-03	UHC-95571-13	8937257652	2005 River Rd # 537, Atlanta, GA, 30385	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-123625	ENR	Albert Hernandez	1983-09-11	UHC-13118-17	5533754564	3177 Spring St # 340, Las Vegas, NV, 89184	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-53686	TPA	Ahmed H Wagner	1981-01-01	—	3142204944	212 Bayshore Dr # 636, Seattle, WA, 98121	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-138819	ENR	Joan Mason	1973-02-08	UHC-00755-30	6092016351	9406 Central Ave # 927, Columbus, OH, 43270	0.78	Date of birth reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-126942	ENR	Frank Rodriguez	1950-08-15	UHC-76643-98	3388040279	510 Central Ave # 886, Minneapolis, MN, 55466	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-59745	TPA	Alexander Wells	1997-01-06	—	—	5592 Broadway Apt 40, Los Angeles, CA, 90067	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-134769	ENR	Joyce Soto	1946-12-01	UHC-33573-25	3538403056	9290 River Rd # 790, Charlotte, NC, 28262	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
CLM-402077	CLM	Benjamin W Mitchell	1976-12-10	UHC-40333-59	—	7287 Desert Sky Blvd Apt 25, San Diego, CA, 92144	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-405893	CLM	Marcus Lawson	1986-09-06	UHC-23031-42	—	1599 Meadow Ln Apt 10, Orlando, FL, 32899	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-125660	ENR	Albert E Sanders	1976-09-21	UHC-32402-15	—	1619 Broadway Apt 3, Atlanta, GA, 30327	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
ENR-116226	ENR	Shirley J Harris	1994-07-02	UHC-79852-31	5157881596	3593 Grand Ave # 614, Plano, TX, 75006	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-57526	TPA	Christina K Fox	1971-08-23	—	8207544180	8318 Central Ave Apt 3, Dallas, TX, 75209	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-100122	ENR	Jack Valdez	1961-11-24	UHC-57506-56	4688186335	6926 Main St # 374, Seattle, WA, 98198	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-405214	CLM	Barbara Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr Apt 6, Jacksonville, FL, 32235	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424675	CLM	Patricia Gibson	1979-12-07	UHC-40185-58	4874149509	7601 Hillcrest Rd Apt 37, Atlanta, GA, 30327	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-100851	ENR	Brian W Hughes	1973-09-07	UHC-74866-18	4678898577	2261 Mesa Dr # 130, Dallas, TX, 75287	0.78	Phone reformatted Member ID reformatted Unit split from street Plan code upper-cased+1 more
ENR-138111	ENR	Kayla Medina	1970-01-22	UHC-26070-66	2286310482	1870 Grand Ave Apt 11, Nashville, TN, 37243	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-106228	ENR	Jesse X Hernandez	1989-02-19	UHC-29195-03	7966025148	2786 Spring St # 613, Fresno, CA, 93736	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-22815	PRV	Aisha Baker	1944-03-19	—	2258031079	5994 Indian School Rd # 611, Charlotte, NC, 28210	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more

6,994 rows, page 124 of 140Previous Next