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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53491	TPA	Thomas Jenkins	1996-01-19	—	—	6365 Oak St, Denver, CO, 80235	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62845	TPA	Maon F Porter	1965-02-15	—	9097807963	6442 Apache Blvd, San Diego, CA, 92148	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-429684	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429683	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55820	TPA	Weyne Y Murray	—	—	4357999217	4458 Lincoln Way, Las Vegas, NV, 89181	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-135678	ENR	Carl M Duncan	2002-05-21	UHC-50959-59	4009045955	6668 Main St, Seattle, WA, 98184	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417578	CLM	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr, Houston, TX, 77096	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124568	ENR	Kyle Wallace	1979-06-21	UHC-43398-94	2492159970	4635 Indian School Rd, Tempe, AZ, 85290	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134021	ENR	Timothy W Lee	1977-03-21	UHC-55038-67	9606702460	2155 Central Ave, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406966	CLM	Laura Burke	1972-11-18	—	—	5085 Market St, Seattle, WA, 98185	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131644	ENR	Michelle Black	1997-12-14	UHC-53857-60	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113285	ENR	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-134995	ENR	Isabella Q Fuller	2002-06-26	UHC-89963-39	—	6088 Pine Dr, Nashville, TN, 37284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420068	CLM	Lauren Kelly	2003-11-07	UHC-96244-64	2879291810	1212 Hillcrest Rd, Chandler, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408534	CLM	Billy K Rice	1949-02-24	—	—	3279 Lake View Rd, Miami, FL, 33183	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26679	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26678	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24151	PRV	Jessica K Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln, Glendale, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111093	ENR	Marilyn Graham	1953-04-24	UHC-90242-40	8423669957	1606 Palm Dr, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-425536	CLM	Beverly K Cunningham	1961-03-23	—	4317146211	5678 Meadow Ln, Miami, FL, 33173	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26008	PRV	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd Apt 13, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-106691	ENR	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln # 826, Denver, CO, 80235	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125648	ENR	Laura Flores	1974-03-11	UHC-25734-32	3973653833	7067 Cedar Ln, Phoenix, AZ, 85018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423100	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-406653	CLM	Kayla N Chapman	1951-09-02	UHC-86296-21	—	4741 Hillcrest Rd, Los Angeles, CA, 90023	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418343	CLM	Carol Kelly	1939-10-17	UHC-09522-48	—	1796 Maple Ave, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430809	CLM	Jordan P Evans	1991-12-13	UHC-87973-57	4886798562	6438 Sage Ct, Columbus, OH, 43256	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118410	ENR	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave, Mesa, AZ, 85223	0.64	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+2 more
ENR-113369	ENR	Henry I Hunter	1991-06-03	UHC-15194-32	9137236559	1192 Oak St # 167, Las Vegas, NV, 89128	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-410182	CLM	Cheryl Murray	2004-09-04	UHC-17856-63	—	8800 Union St, Nashville, TN, 37293	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-103794	ENR	Alexander Wheeler	1942-08-26	UHC-67858-02	3046950738	7083 Grand Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138232	ENR	Tyler O Fowler	1993-06-22	UHC-66179-73	7155884751	1887 Cedar Ln, Jacksonville, FL, 32233	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101830	ENR	Jakc U Hunt	1974-11-04	UHC-18297-25	9866281137	8639 Main St Apt 8, Miami, FL, 33144	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102813	ENR	Bryan I Mills	1951-02-23	UHC-37502-79	5378880359	978 Harbor Blvd, Tempe, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113373	ENR	Lori Mendoza	1966-08-07	UHC-22182-46	3858180499	9878 Willow Ct, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110888	ENR	Linda A Herrera	2006-10-23	UHC-61389-52	5965702528	9034 Washington St, Seattle, WA, 98139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401867	CLM	Dennis Henderson	2006-02-18	UHC-96738-49	—	9816 Washington St, Fresno, CA, 93791	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-423845	CLM	Nicole Mejia	1962-05-14	UHC-35763-47	—	3685 Baseline Rd, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-137132	ENR	Brittany H Moore	1952-10-22	UHC-42987-12	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53786	TPA	Kyle Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137041	ENR	Charles L Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431927	CLM	Isabella White	1963-09-10	—	—	9080 Canyon Rd, Tampa, FL, 33636	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133444	ENR	Noah C Freeman	1985-02-04	UHC-86037-08	8763129833	5114 Grand Ave, Jacksonville, FL, 32237	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54782	TPA	Doris Adams	1984-06-12	—	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-121118	ENR	Grace C Patel	1979-09-18	UHC-58980-35	8918115812	971 Washington St, Orlando, FL, 32808	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117484	ENR	Hannah R Singh	1975-09-09	UHC-64293-94	3426083078	9228 Market St, Tampa, FL, 33629	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58369	TPA	Lori Kim	1969-03-11	—	—	7025 Cedar Ln, Plano, TX, 75076	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-104952	ENR	Patrick Burton	1961-07-21	UHC-55222-39	2849935747	1888 Baseline Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-129311	ENR	Noah L Devis	1943-04-26	UHC-45113-57	4513293861	3479 Lake View Rd # 953, Eden Prairie, MN, 55333	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28215	PRV	Helen Garcia	1973-01-28	UHC-38530-83	9082605200	8801 Forest Ave # 953, Fresno, CA, 93720	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more

39,996 rows, page 175 of 800Previous Next