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-123414	ENR	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-132411	ENR	Jaun B Carroll	1973-09-04	UHC-99840-10	5817918030	2647 Sage Ct, Sacramento, CA, 95870	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431601	CLM	Beverly Schultz	1981-07-09	—	—	627 Highland Ave, Dallas, TX, 75261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123108	ENR	Kelly Edwards	2004-12-24	UHC-92632-23	9095066660	150 Lincoln Way, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-122983	ENR	Carolyn H Guzman	1967-06-08	UHC-42076-73	4613107599	963 Bayshore Dr, Tucson, AZ, 85739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21106	PRV	Mark Fox	1993-04-05	—	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-20242	PRV	Mark Y Freeman	2006-04-11	—	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-427303	CLM	Tyler P Cole	1999-01-20	—	—	2050 Indian School Rd, Minneapolis, MN, 55486	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131049	ENR	Billy Dean	1979-11-24	—	5519135207	3731 Bayshore Dr, Miami, FL, 33194	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-123078	ENR	Gloria J Simpson	1956-08-27	UHC-36962-36	7096947847	4897 Oak St, Atlanta, GA, 30301	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424046	CLM	Henry Ross	1987-12-05	—	—	2139 Spring St, Tucson, AZ, 85788	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409393	CLM	Mason Gracia	1938-08-04	UHC-80156-07	—	7806 Spring St, Austin, TX, 78702	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136309	ENR	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA, 93757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124679	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	5496 Spring St, Atlanta, GA, 30365	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132686	ENR	Craol C Meyyer	1979-07-21	UHC-67181-84	2429489581	3897 Camelback Rd, Nashville, TN, 37265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137979	ENR	Fatima Z Sandoval	1958-05-28	UHC-97575-26	6607243580	2226 Elm St, Seattle, WA, 98146	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419150	CLM	Eugene Bell	1961-02-08	—	3255385731	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27697	PRV	Mateo Sims	1959-11-11	—	—	7841 Bayshore Dr, Phoenix, AZ, 85007	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133924	ENR	Santiago Shaw	1950-05-04	UHC-52385-99	7428256905	6613 Harbor Blvd, Phoenix, AZ, 85084	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59534	TPA	Philip Schmidt	2000-12-08	—	4006656162	5704 Bayshore Dr, Jacksonville, FL, 32280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140768	ENR	Madison Ortega	2005-08-14	UHC-04560-91	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63373	TPA	Patrick Robinson	1971-12-01	—	—	1715 Ridge Rd, Denver, CO, 80231	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125591	ENR	Dylan W Morgan	1981-01-19	UHC-86195-65	3859932206	790 Broadway, Seattle, WA, 98119	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-132517	ENR	Kelly Carpenter	2004-07-26	UHC-64131-81	9015597621	9304 Mountain View Dr, Orlando, FL, 32878	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128266	ENR	Christine Simpson	1983-04-24	UHC-84786-76	9419304036	4139 Palm Dr, Nashville, TN, 37269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429943	CLM	Patrick Sanders	2005-09-06	—	—	4835 Apache Blvd, San Diego, CA, 92193	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23608	PRV	Gloria Meyer	1997-04-17	—	7262763795	1137 Pine Dr, Houston, TX, 77008	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-101360	ENR	Cynthia K Delgado	1944-05-25	UHC-58331-57	6984269363	8420 Oak St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22499	PRV	Kayla D Robinson	1970-05-04	UHC-81146-87	4834625711	9260 Canyon Rd, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409231	CLM	Olivia G Ramos	1998-07-18	—	3836580335	6004 Harbor Blvd, Los Angeles, CA, 90046	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127421	ENR	Olivia Rojas	1938-02-03	UHC-14325-16	7802156731	8531 Ocean Ave, Las Vegas, NV, 89191	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133293	ENR	Bobby I Martin	1957-07-06	UHC-94655-70	8695876767	2580 Apache Blvd, Chandler, AZ, 85263	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113625	ENR	Camila H Hamilton	—	UHC-11513-95	9793806921	2058 Broadway, San Antonio, TX, 78253	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
TPA-62307	TPA	Nancy Johnson	1982-09-21	—	—	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-120784	ENR	Daniel Henry	1994-05-09	UHC-35049-99	6498581674	8016 Maple Ave, Eden Prairie, MN, 55363	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58656	TPA	Thomas F Smith	1987-09-18	UHC-95598-56	—	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-418328	CLM	Hannah Willis	1973-05-27	—	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-115390	ENR	Patrick Flores	1988-01-24	UHC-57340-93	5786280882	6167 Oak St, Charlotte, NC, 28236	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427782	CLM	Kren T Nichols	1965-04-02	—	—	87 Bayshore Dr, Scottsdale, AZ, 85258	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23649	PRV	Juan Crawford	1988-02-23	—	3945071908	5169 Valley View Dr, Sacramento, CA, 95858	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134580	ENR	Shirley Soto	1948-09-15	UHC-96595-31	3274211075	6577 Baseline Rd, Nashville, TN, 37217	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101425	ENR	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA, 30382	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-414108	CLM	Walter Estrada	1990-03-23	UHC-60096-29	5776742038	4182 Main St, San Antonio, TX, 78217	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118755	ENR	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV, 89182	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-134829	ENR	Masun X Palmmer	2005-01-19	UHC-10433-05	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113011	ENR	Dine Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.66	Name re-cased Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-424127	CLM	Dorothy Hayes	2007-11-07	UHC-27529-31	—	6272 Bayshore Dr, Tucson, AZ, 85729	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404159	CLM	Priya Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108992	ENR	Victoria Kelley	1970-01-05	UHC-40929-68	2525909094	7982 Palm Dr, Houston, TX, 77008	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

9,084 rows, page 113 of 182Previous Next