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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123947	ENR	Diana H Lopez	1990-12-20	UHC-00021-65	6766634845	7282 Sunset Blvd, Tempe, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137201	ENR	Eugene V Watkins	1965-11-24	UHC-59440-01	6562618581	5076 Elm St # 250, Denver, CO, 80295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423827	CLM	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct, Tucson, AZ, 85773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53833	TPA	Randy Thompson	1994-11-20	—	—	4277 Elm St, Houston, TX, 77081	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425246	CLM	Martha Watson	1976-12-23	UHC-66588-79	—	6159 Union St, Eden Prairie, MN, 55365	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112867	ENR	Zachary Hill	1958-01-15	UHC-33929-52	2539570730	7404 Market St # 840, Sacramento, CA, 95805	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122681	ENR	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave, Glendale, AZ, 85394	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113499	ENR	Watkins Maria	1943-09-15	UHC-30542-27	9796542026	7679 Central Ave, Tampa, FL, 33666	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128139	ENR	Noah S Torres	1979-09-16	UHC-06965-04	7199117989	2460 Grand Ave, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+2 more
CLM-427637	CLM	Roy G Burns	1996-01-06	UHC-22217-24	—	1170 Church St, Denver, CO, 80296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55887	TPA	Eric Jenkinns	2004-02-27	—	4014251483	8967 Pine Dr, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21961	PRV	Noah Nguyen	1976-10-23	UHC-84004-09	9623949341	2884 Lake View Rd Apt 7, Gilbert, AZ, 85245	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120827	ENR	Diane Snyder	—	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133295	ENR	Karen Q Clark	2007-12-06	UHC-47593-45	5647392600	1136 Baseline Rd, Los Angeles, CA, 90084	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142498	ENR	Terry Q Hill	—	UHC-63505-05	7094435864	212 Washington St, Seattle, WA, 98145	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107661	ENR	Sara Carr	1982-05-24	UHC-76869-45	4134100117	3915 Washington St, Nashville, TN, 37293	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137038	ENR	Gaary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr, Plano, TX, 75017	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59387	TPA	Larry Bradley	2001-10-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57875	TPA	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-25862	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl Apt 12, Tempe, AZ, 85233	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-58589	TPA	Carolyn Ortiz	1983-01-27	—	—	4744 Cedar Ln, Miami, FL, 33179	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412688	CLM	Isabella P Wilson	2003-04-02	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101139	ENR	Brandoon J Munoz	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-104227	ENR	Adam H Buurke	1940-09-04	UHC-31213-74	5924843277	1835 Hillcrest Rd, Nashville, TN, 37249	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-125825	ENR	Aaron V Berry	1972-03-04	UHC-34568-51	6329208521	3935 Market St, Chandler, AZ, 85286	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418585	CLM	Christian Chavez	1996-01-20	UHC-18389-73	5037920366	7834 Oak St # 917, Seattle, WA, 98113	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418584	CLM	Christian Chavez	1996-01-20	UHC-18389-73	5037920366	7834 Oak St # 917, Seattle, WA, 98113	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419741	CLM	Beverly Young	1994-03-25	UHC-66215-27	—	2556 Sunset Blvd, Minneapolis, MN, 55492	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400156	CLM	Harold Bursn	1974-12-10	—	—	8011 Ocean Ave, Miami, FL, 33150	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117056	ENR	Sen Holmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21142	PRV	Valentina Saalazar	1971-07-20	UHC-13048-68	7558263969	7124 Desert Sky Blvd, Charlotte, NC, 28265	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56677	TPA	Paul Garza	1980-09-17	—	—	9746 Forest Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100772	ENR	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61520	TPA	Samantha Wang	1995-09-10	—	—	570 Ridge Rd, Charlotte, NC, 28202	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
PRV-22171	PRV	Dorothy Medina	1967-10-19	UHC-55197-73	—	1837 Pine Dr, Houston, TX, 77041	0.52	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed+2 more
ENR-122378	ENR	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417803	CLM	Cheryl Butler	1972-02-27	—	—	7407 Ocean Ave, Atlanta, GA, 30320	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-125892	ENR	Edward S Bradley	1966-09-03	UHC-46461-64	2709348793	5113 Main St, San Antonio, TX, 78243	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129393	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129392	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432503	CLM	Evelyn Wright	1986-04-13	UHC-14032-27	—	7919 Harbor Blvd, Jacksonville, FL, 32236	0.52	Two-digit birth year Phone missing area code City re-cased State name converted to code+2 more
PRV-25228	PRV	Adam I Lttle	1943-08-22	—	5515424028	1689 Mountain View Dr, Nashville, TN, 37201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52646	TPA	Harold Carr	1978-01-16	—	—	7475 Pine Dr, Denver, CO, 80247	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-406545	CLM	Brian Y Nunez	1966-01-09	—	—	8089 Sunset Blvd, Las Vegas, NV, 89166	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-108355	ENR	Alice F Freeman	1970-09-12	UHC-21999-44	5815901758	9795 Sunset Blvd, Eden Prairie, MN, 55311	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100229	ENR	Alexis M Jensen	1969-07-01	UHC-56840-44	3365167614	6717 Pine Dr, Phoenix, AZ, 85067	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-58643	TPA	Dennis Bowman	2001-08-12	UHC-53395-80	8766362245	4292 Market St Apt 8, Charlotte, NC, 28258	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-110873	ENR	Marcus P Parker	1974-11-24	UHC-90476-58	9294408641	8429 Camelback Rd, Chandler, AZ, 85255	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120454	ENR	Sean A Fisher	—	UHC-79579-41	7108855381	2407 Market St, San Diego, CA, 92148	0.52	Date of birth unreadable Phone reformatted State name converted to code Gender normalised+2 more
ENR-112428	ENR	Joan Dominguez	2006-01-28	UHC-90621-19	3473873436	3534 Canyon Rd # 389, Miami, FL, 33119	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

9,084 rows, page 55 of 182Previous Next