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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103624	ENR	Victoia T Weber	1939-05-02	UHC-47186-94	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133955	ENR	Diego W Turner	1988-02-28	UHC-92924-96	9767302887	8225 Union St, Tampa, FL, 33644	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100904	ENR	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	8047 Forest Ave, Plano, TX, 75059	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139632	ENR	Paul Carpenter	1986-02-12	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102937	ENR	Timothy Bryant	1965-02-15	UHC-19534-28	9235242946	4738 Park Pl, Phoenix, AZ	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136364	ENR	Susan X Graham	1966-04-08	UHC-42834-64	—	9569 Hillcrest Rd, Phoenix, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-115851	ENR	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	6638 Park Pl, Tempe, AZ, 85247	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103626	ENR	Elizabeth K Porter	1971-02-24	UHC-31356-88	4268497332	4206 Indian School Rd, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428142	CLM	Virginia I Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
ENR-138332	ENR	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ	0.36	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-130949	ENR	Andrew U Nunez	1959-08-24	UHC-64434-62	2167408191	9834 Elm St, Austin, TX, 78793	0.36	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-131991	ENR	Mariana Vasquez	1993-06-07	UHC-75756-09	6483586328	4186 Elm St, Charlotte, NC	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-126195	ENR	Stephen Carter	1972-12-11	UHC-44885-23	8154235061	7606 Pine Dr, Tempe, AZ	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108176	ENR	Kathryn W Perkins	1957-12-14	UHC-93783-49	2203910090	4777 Sage Ct # 305, Minneapolis, MN, 55473	0.36	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-106422	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-106421	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-126077	ENR	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd, Houston, TX, 77011	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102702	ENR	Karen Stevens	1999-11-04	UHC-01616-83	2392191746	491 Highland Ave # 572, Dallas, TX, 75231	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102330	ENR	Frances Jimenez	1975-04-07	UHC-14586-77	2474950765	1433 Mountain View Dr, Jacksonville, FL	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21594	PRV	Luis R Fernandez	1939-03-16	UHC-80478-13	—	6230 Camelback Rd Apt 21, Austin, TX, 78790	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-105528	ENR	Mary Porter	1999-04-07	UHC-89619-36	—	2549 Spring St Apt 22, Houston, TX, 77090	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-400196	CLM	Andrea Mendoza	—	—	—	3821 Willow Ct, Denver, CO	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
TPA-51413	TPA	Jesse Morrison	1941-12-22	—	—	1714 Bayshore Dr, Charlotte, NC, 28236	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-107035	ENR	Roy Sullivan	2003-08-27	UHC-76918-42	5077047747	8596 Apache Blvd, Las Vegas, NV	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-102483	ENR	Emma A Soto	1991-06-25	UHC-16810-12	4086508334	7361 Willow Ct # 632, Tampa, FL, 33665	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-116006	ENR	Roger O Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122479	ENR	Torres Kelly	1948-09-25	UHC-99496-72	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134282	ENR	Carl T Sims	1953-05-05	UHC-71488-13	5227633342	2766 Desert Sky Blvd, Plano, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-112394	ENR	Stephanie J Freeman	—	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.36	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-142211	ENR	Isabella K Mendoza	—	UHC-57834-93	6077213717	2226 Harbor Blvd, Eden Prairie, MN, 55365	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-21012	PRV	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St # 719, Tucson, AZ, 85710	0.36	Phone reformatted Unit split from street City re-cased State name converted to code+4 more
ENR-129993	ENR	Ethan Rice	1949-09-05	UHC-54339-21	—	3615 Maple Ave, Mesa, AZ, 85231	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-50402	TPA	Aaron Payne	—	—	—	9763 Indian School Rd, Glendale, AZ, 85375	0.36	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+4 more
PRV-23856	PRV	Wayne T Pierce	2007-03-17	UHC-88124-91	2775076446	8049 Highland Ave, Dallas, TX	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-118151	ENR	Teresa S Adams	2005-02-23	UHC-94349-39	5178129738	2357 Camelback Rd, Charlotte, NC, 28211	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-138394	ENR	Karen A Lane	1975-08-15	UHC-33643-01	6967369936	6015 Camelback Rd # 932, Eden Prairie, MN, 55378	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106315	ENR	Patrick N Spencer	2007-05-02	UHC-96131-84	—	1958 Park Pl # 338, Nashville, TN, 37297	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-138629	ENR	Timothy V Jacobs	1971-04-01	UHC-40832-18	5884176875	507 Bayshore Dr, Sacramento, CA, 95894	0.36	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-125307	ENR	Madison F Wheeler	1956-01-01	UHC-00040-03	7733851670	612 Oak St # 619, Jacksonville, FL	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-135102	ENR	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+4 more
ENR-114316	ENR	Bradley M Jacobs	1996-07-12	UHC-41318-77	5376424572	3077 Bayshore Dr, Charlotte, NC	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-100344	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	3603387648	6472 Desert Sky Blvd Apt 5, Houston, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107851	ENR	Janet P Davis	—	UHC-07165-08	5759286852	6396 Central Ave, Orlando, FL, 32891	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105495	ENR	Billy N Hunter	1940-03-17	UHC-35886-73	—	7361 Spring St, Plano, TX, 75018	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-124750	ENR	Martha K Gardner	1995-11-13	UHC-10275-62	4033281179	5940 Pine Dr, Columbus, OH	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-106718	ENR	Daniel Q Gardner	1953-02-02	UHC-59419-25	6758621562	4731 Central Ave Apt 26, Orlando, FL	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136958	ENR	MarilynJunk	—	UHC-20716-07	9675299588	4684 Baseline Rd, Fresno, CA	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124696	ENR	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more

11,635 rows, page 4 of 233Previous Next