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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60838	TPA	Diana Castro	1977-10-11	—	—	2172 Ocean Ave, Orlando, FL, 32838	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-53055	TPA	Stephen Bryant	1977-04-15	—	—	9317 Lincoln Way, Glendale, AZ, 85384	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
ENR-132674	ENR	Thomas N Sanchez	1943-03-28	UHC-02366-75	—	9360 Highland Ave, Jacksonville, FL	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+1 more
CLM-419210	CLM	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St, Nashville, TN	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-402244	CLM	Nicholas Santiago	1991-10-19	UHC-71532-02	—	7444 Bayshore Dr, San Diego, CA, 92173	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-141209	ENR	Bradley HJunk	1967-06-08	UHC-08456-54	2419496475	553 Highland Ave, San Diego, CA, 92129	0.66	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-417818	CLM	Ralph Gibson	1987-03-21	—	5698447571	2194 Baseline Rd Apt 31, Miami, FL, 33143	0.66	Two-digit birth year Unit split from street City re-cased State code upper-cased+1 more
PRV-27587	PRV	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.66	Name split from “Last, First”City re-cased State code upper-cased Gender normalised+1 more
ENR-139836	ENR	Hiroshi Tran	1986-02-04	UHC-69597-53	2873701322	5710 Jefferson Ave, Tempe, AZ, 85226	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-23805	PRV	Jannet Gray	2003-04-10	—	—	1374 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-129182	ENR	Timothy Crawford	2008-10-17	UHC-93072-02	6983297596	3992 Market St, Austin, TX, 78771	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-112381	ENR	Olivia K Gibson	1956-06-01	UHC-86207-11	3217201855	8942 Harbor Blvd Apt 37, Chandler, AZ, 85206	0.66	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-106752	ENR	Steven E Elliottt	1998-11-26	UHC-18138-25	3492616419	8792 Pine Dr, Gilbert, AZ, 85241	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124128	ENR	Frank A Phillpis	1966-04-13	UHC-90331-76	—	614 Valley View Dr, Miami, FL	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-113906	ENR	Betty Hunter	—	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-63596	TPA	Wayne Spencr	1999-12-01	—	5534726839	9632 Church St, Houston, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-59173	TPA	Vincent Castro	—	—	—	6652 Valley View Dr, Orlando, FL, 32852	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-102966	ENR	Charlotte V Matthews	2007-07-19	UHC-58416-57	—	9592 Harbor Blvd, Nashville, TN, 37273	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-130439	ENR	Heather N Chavez	1955-08-17	UHC-89788-22	3263375755	1163 Ocean Ave # 209, Nashville, TN, 37224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-114826	ENR	Larry Kelley	1964-05-13	UHC-62577-77	6129031500	4386 Church St, Austin, TX, 78744	0.66	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-137266	ENR	Sofia T Walker	1938-06-11	UHC-82632-05	6896354189	7867 Park Pl, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
CLM-405388	CLM	Maria P Ramso	1947-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-22178	PRV	Jordan Harris	1951-12-25	UHC-98759-35	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-133978	ENR	Martha Ellis	1988-04-26	UHC-36344-06	—	9311 Maple Ave, Phoenix, AZ, 85015	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135109	ENR	Angela O Martinez	1999-10-19	UHC-65881-79	6313887471	8789 Indian School Rd, Tempe, AZ, 85294	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-23122	PRV	Josh Payne	1946-12-20	—	—	8870 Main St, Denver, CO, 80285	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-55314	TPA	Martha Cole	1964-12-06	—	—	7007 Central Ave, Gilbert, AZ, 85258	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-105702	ENR	Brenda Y Walsh	1988-04-20	UHC-09527-12	5647345428	8975 Cedar Ln, Sacramento, CA, 95805	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63070	TPA	Jonathan Gutieerrez	2004-02-09	—	—	2956 Market St, Scottsdale, AZ, 85200	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-113096	ENR	Abigail Hunter	1967-09-17	UHC-85123-87	2189543827	3253 Main St Apt 14, Minneapolis, MN, 55431	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411650	CLM	Alice Red	1960-03-07	—	—	11 Forest Ave, Los Angeles, CA, 90021	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-115521	ENR	Billy U Adams	1990-11-21	UHC-27707-78	8613826438	1666 Park Pl, Phoenix, AZ, 85013	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121665	ENR	Adam Z Kelly	1996-05-07	UHC-34206-78	3575530441	4990 Highland Ave, Jacksonville, FL, 32283	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404617	CLM	Linda Burton	1988-11-06	UHC-38270-36	—	3172 Baseline Rd, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-101810	ENR	Joyce M Oliver	1983-05-10	UHC-53916-48	—	1062 Indian School Rd, Gilbert, AZ, 85292	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28402	PRV	Adam Z Baker	—	UHC-26096-08	7005334140	1209 Park Pl, Eden Prairie, MN	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP missing+1 more
ENR-117440	ENR	Gary L Miller	1993-04-20	UHC-58590-92	—	4974 Union St, Miami, FL, 33144	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-119167	ENR	Ashley Q Harris	1943-06-21	UHC-26122-25	—	9314 Mountain View Dr, Charlotte, NC, 28222	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-430808	CLM	Ryan Martinez	1951-06-25	UHC-35070-76	3435518292	7459 Main St, Gilbert, AZ, 85264	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-103655	ENR	Castro D Laura	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-400034	CLM	Martha V Stone	1952-05-13	—	—	776 Oak St, Eden Prairie, MN, 55332	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-63214	TPA	Janet Olson	1951-03-04	—	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-112865	ENR	Samual Carr	1956-02-23	UHC-86700-07	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-409438	CLM	Jess Ellis	1997-03-05	UHC-51002-75	—	2135 Mesa Dr, Jacksonville, FL, 32280	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-128404	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128405	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
PRV-29186	PRV	Alan Nichols	1975-03-06	UHC-14705-81	5605844566	7434 Cedar Ln, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-117097	ENR	Natalie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave Apt 30, Sacramento, CA, 95892	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-101791	ENR	Keyla W Rojas	1976-04-08	UHC-40844-52	4046509319	114 Baseline Rd, Sacramento, CA	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-127378	ENR	Emily Jones	1983-03-02	UHC-01142-45	6574925047	9687 Valley View Dr, Orlando, FL, 32808	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more

17,850 rows, page 134 of 357Previous Next