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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110278	ENR	Kenneth L Austin	1948-09-16	UHC-51251-30	5315242344	4707 Palm Dr, Columbus, OH, 43278	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
CLM-406224	CLM	Jessica C Menndez	1958-11-24	UHC-94335-21	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411130	CLM	Nicole Hughes	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-422201	CLM	Henry Salazar	2006-05-10	—	8067857829	—	0.64	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+2 more
CLM-421594	CLM	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410215	CLM	Gary West	1940-04-16	—	—	5456 Cedar Ln, Eden Prairie, MN, 55398	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109483	ENR	Susan C Estrada	1958-05-10	UHC-65247-52	8356094075	1971 Highland Ave, Seattle, WA, 98119	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117307	ENR	Roy P Smith	1945-01-07	UHC-64287-90	4653773812	5453 Market St, Scottsdale, AZ, 85283	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
PRV-23714	PRV	Josh Herrera	1971-03-17	—	3002743617	7826 Mesa Dr, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-426179	CLM	Jose Hunetr	2001-02-17	—	—	9111 Maple Ave, Seattle, WA, 98100	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136479	ENR	Sean Kelly	2003-08-08	UHC-24159-74	2784826768	4766 Grand Ave, Eden Prairie, MN, 55307	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-429556	CLM	Alexis Elliott	1987-05-15	—	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-128804	ENR	Paul G Perez	1954-11-15	UHC-31595-01	4728829130	7031 Lincoln Way, Sacramento, CA, 95843	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-402042	CLM	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-120110	ENR	Willlie Fisher	1958-02-27	UHC-91303-28	8137603904	2755 Park Pl, Chandler, AZ, 85273	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117385	ENR	Joseph Moore	1979-07-15	UHC-56193-25	3568914993	9013 Oak St, Tempe, AZ, 85281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61573	TPA	Anna Payne	1966-11-27	—	4408977065	3257 Market St, Austin, TX, 78786	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-105552	ENR	Donna B Williams	1984-06-25	UHC-10270-99	4252314592	5938 Ridge Rd, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112168	ENR	Evelyn P Tran	1960-04-17	UHC-24151-63	3892116436	2554 Park Pl, Seattle, WA, 98165	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-428121	CLM	Sophia Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402612	CLM	Adam Long	—	—	2146031253	217 Valley View Dr, Plano, TX, 75043	0.64	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+2 more
CLM-431895	CLM	Melissa Medina	1972-12-23	UHC-00300-86	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432228	CLM	Wayne Contreras	1939-08-03	—	9265272504	8608 Hillcrest Rd, Charlotte, NC, 28217	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-106911	ENR	Sophia Rojas	1998-07-08	UHC-02551-98	—	2983 Canyon Rd, Columbus, OH, 43274	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403416	CLM	Jessica Bennett	1957-09-24	UHC-12177-94	—	41 Indian School Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-55340	TPA	Sean Gonzales	1961-07-11	—	—	1173 Willow Ct, Los Angeles, CA, 90021	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109249	ENR	Danielle N Pierce	1956-11-16	UHC-91432-68	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.64	Phone reformatted SSN last four extracted ZIP+4 trimmed Email lower-cased+2 more
ENR-119018	ENR	Logan O Bailey	1976-05-22	UHC-29079-85	7702634606	9114 Grand Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-411557	CLM	Kelly Watson	1987-01-01	—	8166214642	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
ENR-119080	ENR	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+2 more
ENR-112301	ENR	Ryan Webb	1948-09-17	UHC-74733-63	9635849000	1242 Main St, Tempe, AZ, 85274	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141397	ENR	Victoria Y Jimenez	2004-10-13	UHC-81928-43	4733961226	4112 Baseline Rd, Scottsdale, AZ, 85275	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140616	ENR	Megan I Montgomery	1958-12-25	UHC-67886-41	3756610109	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132267	ENR	Hannah Cooper	1945-03-20	UHC-05330-12	8547649675	6186 Ocean Ave, Denver, CO, 80205	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-130808	ENR	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	—	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-120066	ENR	Philip A Grant	1990-09-27	UHC-64888-16	2138635170	5762 Main St, Mesa, AZ, 85227	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110753	ENR	Ryan Graham	1972-07-09	UHC-26938-57	3389643307	2179 River Rd, Denver, CO, 80267	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120112	ENR	Teresa Y Soto	1938-09-08	UHC-48969-60	4187460156	5777 Hillcrest Rd, San Diego, CA, 92113	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403013	CLM	Elizabeth Carr	—	—	—	8111 Bayshore Dr, San Antonio, TX, 78246	0.64	Date of birth reformatted Date of birth unreadable SSN last four extracted City re-cased+2 more
ENR-103502	ENR	Fox S Christopher	1950-04-28	UHC-01934-28	3226692546	3691 Hillcrest Rd Apt 21, Atlanta, GA, 30320	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-420077	CLM	Keith Bailey	1986-02-12	UHC-91055-84	—	1902 Park Pl, Seattle, WA, 98191	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403458	CLM	Samuel Le	1989-05-21	—	7368141823	8848 Cedar Ln, Columbus, OH, 43229	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430104	CLM	Carol Warren	1952-07-21	—	—	7040 Hillcrest Rd, Gilbert, AZ, 85266	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417354	CLM	Eric Bailey	1988-04-01	UHC-24801-64	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123237	ENR	Nancy T Williams	1983-09-13	UHC-38414-77	3487983527	4029 Harbor Blvd, Dallas, TX, 75225	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-56178	TPA	Julia Holmes	1974-12-28	—	6967289662	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-102292	ENR	Sofia Huunt	2008-11-28	UHC-72477-47	3799944854	7726 Lake View Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
CLM-422862	CLM	Sam Z Maldonado	1981-09-05	UHC-98202-14	2787469307	620 Desert Sky Blvd, Dallas, TX, 75281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128004	ENR	Virginia Clark	1956-11-05	UHC-07844-60	3832297394	8280 Forest Ave, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more

2,817 rows, page 32 of 57Previous Next