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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130727	ENR	Walter V Coleman	1968-08-12	UHC-12362-91	—	2052 River Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26640	PRV	Danielle R Martinez	2004-07-22	UHC-78916-82	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115930	ENR	Michael T Mills	1943-11-05	UHC-22066-20	—	5025 Highland Ave, Las Vegas, NV, 89191	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123308	ENR	Joan Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407370	CLM	Jeremy Harvey	1965-06-25	UHC-56546-03	—	3677 Pine Dr # 468, Houston, TX, 77046	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416468	CLM	Gregory F Campbell	2003-06-18	—	6878780418	6371 Mountain View Dr Apt 20, Austin, TX, 78791	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-52985	TPA	Gloria Estrada	1945-01-03	—	9159394695	9236 Spring St, Houston, TX, 77013	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409193	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	2182806063	4528 Maple Ave, Mesa, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50317	TPA	Elizabeth Wilson	1957-02-10	—	—	3145 Desert Sky Blvd, Phoenix, AZ, 85002	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-118849	ENR	Luys A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr, Sacramento, CA, 95822	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102631	ENR	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St # 238, San Antonio, TX, 78296	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-425929	CLM	Stephenie Hayes	1946-07-03	—	—	2981 Park Pl, Charlotte, NC, 28247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22179	PRV	Jordan Harris	1951-12-25	—	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138516	ENR	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61827	TPA	Megan Sandoval	2004-12-05	—	8978076545	8968 Highland Ave Apt 37, Atlanta, GA, 30327	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-57297	TPA	Barbara King	1994-08-04	UHC-36646-18	5698474577	337 Sunset Blvd, Denver, CO, 80229	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125359	ENR	Joseph Moore	1990-05-26	UHC-14260-60	2924703851	5602 Mesa Dr, Tucson, AZ, 85740	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28082	PRV	Josh I Gybson	1987-11-05	UHC-80149-44	3983453076	4752 Washington St, Tempe, AZ, 85232	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118223	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-403830	CLM	Lori Wells	1955-02-07	UHC-79504-51	—	7001 Meadow Ln, Los Angeles, CA, 90036	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112951	ENR	Jose H Jackson	1954-11-11	UHC-92950-03	5845062029	338 Indian School Rd, Mesa, AZ, 85221	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405121	CLM	Steve Knight	2004-04-20	—	8995510778	3377 Apache Blvd, Nashville, TN, 37202	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29568	PRV	Rebekca Salazar	1944-09-24	—	7017061648	5115 Grand Ave, Glendale, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140645	ENR	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139709	ENR	Ashley Q Mejia	1969-02-05	UHC-53643-77	8658817090	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20504	PRV	Judy Schultz	1971-11-05	UHC-68917-11	6744583506	4311 Sage Ct, Mesa, AZ, 85235	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-142154	ENR	Jessica Z Gonzalez	1982-06-25	UHC-56950-38	6133110776	8554 Ridge Rd, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
TPA-64451	TPA	Billy Bailey	1971-02-27	—	4442507929	2261 Pine Dr, Nashville, TN, 37292	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120302	ENR	Priya Simpson	1997-11-22	UHC-26606-78	7079954573	5204 Meadow Ln Apt 29, Columbus, OH, 43257	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120393	ENR	Deborah Lawson	1955-02-26	UHC-80225-75	—	4298 Central Ave Apt 27, Tucson, AZ, 85734	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-59368	TPA	Amy Hamilton	1957-11-14	—	7488178584	6489 River Rd, Gilbert, AZ, 85229	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402090	CLM	Charlotte Moore	2002-02-05	UHC-23929-63	8357656917	3631 Market St, Minneapolis, MN, 55475	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116430	ENR	Samuel C Kelley	1955-07-10	UHC-55006-25	7046110385	6204 Union St, Orlando, FL, 32816	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-142000	ENR	Valentina Medina	1985-10-12	UHC-26308-88	2317529088	1073 Ocean Ave, Tampa, FL, 33641	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113187	ENR	Christian Rogers	1943-09-06	UHC-47495-44	2594153330	5635 Cedar Ln, Dallas, TX, 75261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116672	ENR	Ralph Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421051	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ, 85353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138039	ENR	Charlotte D Perry	1983-12-12	UHC-56932-15	4792872369	6577 Spring St, Scottsdale, AZ, 85266	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420758	CLM	Mark Chen	1961-09-23	—	3624185539	5207 Maple Ave, Dallas, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63302	TPA	Adam Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63815	TPA	Dorothy Lopez	1994-01-02	—	—	2090 Ocean Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55381	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55382	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114929	ENR	Marcus Campbell	1994-03-25	—	4334968311	5934 Canyon Rd, Seattle, WA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141016	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	—	5441 Ocean Ave, Gilbert, AZ, 85279	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27186	PRV	Heather Brooks	1978-07-08	—	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115840	ENR	Rebecca Greee	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411274	CLM	Diego George	—	—	9444057800	251 Apache Blvd, Tucson, AZ, 85792	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
TPA-64088	TPA	Brenda Wallace	2007-02-21	—	3346189246	1270 Park Pl, Orlando, FL, 32880	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128948	ENR	Tyler Barnes	1966-03-01	UHC-63428-80	7433776119	2446 Apache Blvd, Jacksonville, FL, 32219	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

32,400 rows, page 65 of 648Previous Next