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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133115	ENR	Judy Woods	1985-03-26	UHC-47262-56	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124028	ENR	Walter R Stewart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-130522	ENR	Cynthia F Riley	2005-03-25	UHC-72872-05	8305091922	6028 Pine Dr, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-129554	ENR	Andrew H Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL	0.54	Name split from “Last, First”SSN last four extracted ZIP missing Email lower-cased+1 more
ENR-113580	ENR	David X Hudson	1941-10-26	UHC-52527-30	—	2624 River Rd, San Antonio, TX, 78204	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
ENR-119708	ENR	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.54	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-101297	ENR	Kenneth I Wong	1994-06-21	UHC-77202-56	—	6751 Central Ave, Chandler, AZ, 85250	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-137581	ENR	Roger C Gomez	2000-11-06	UHC-26333-18	5973257158	3214 Sage Ct, Tempe, AZ	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+1 more
ENR-122203	ENR	Michelle Chavez	1992-04-26	UHC-36979-40	—	5832 Sunset Blvd, Scottsdale, AZ, 85288	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102870	ENR	Christopher U Mendoza	1940-07-08	UHC-01903-53	7615025764	3250 Meadow Ln # 944, Seattle, WA, 98110	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117547	ENR	Walter V Gardner	2006-10-02	UHC-02634-71	4254334483	4041 Bayshore Dr, Denver, CO, 80245	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-127020	ENR	Carolyn Porter	1995-04-15	UHC-44477-87	—	5268 Church St, Seattle, WA, 98188	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122440	ENR	Charlotte M Parker	1975-03-14	—	4225668589	6182 Desert Sky Blvd, Scottsdale, AZ, 85210	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-117565	ENR	Sarah V Brown	1976-04-18	UHC-04155-27	—	9173 Apache Blvd, Minneapolis, MN, 55496	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-137598	ENR	Ralph Arnold	1998-08-26	UHC-79978-65	—	1334 Jefferson Ave, San Antonio, TX, 78254	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-112416	ENR	Catherine C Boyd	1960-06-01	UHC-83433-44	—	8601 Sage Ct, Nashville, TN, 37223	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138548	ENR	Ana Vargas	1979-02-26	UHC-00677-15	—	6532 Harbor Blvd # 829, Austin, TX, 78719	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133276	ENR	Donald Y Lene	1974-01-25	UHC-25028-43	9223675811	4221 Cedar Ln, Denver, CO, 80291	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-127805	ENR	Brian Fuller	1992-11-16	UHC-89616-14	4076237329	8939 Spring St, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-131881	ENR	Joyce Sandoval	1952-02-20	UHC-20229-57	2376170832	8989 Spring St, Chandler, AZ	0.54	Name split from “Last, First”State name converted to code ZIP missing Email lower-cased+1 more
ENR-125050	ENR	Edward T Park	1938-02-05	UHC-91172-71	7577859980	7334 Oak St, Seattle, WA, 98140	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100420	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-113561	ENR	Jesse Herrera	—	UHC-64854-83	5576593124	2531 Grand Ave, Miami, FL, 33186	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137072	ENR	Ryan S Walker	1979-07-19	UHC-79552-94	5897311153	9299 Hillcrest Rd, Las Vegas, NV, 89102	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-138509	ENR	Cheryl S Sanchez	2004-10-26	UHC-38922-46	3358407861	126 Willow Ct, Miami, FL, 33131	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-107857	ENR	Arjun H Lucas	1945-10-23	UHC-89462-94	7826465826	8270 Market St, Fresno, CA, 93720	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112775	ENR	Diane Dellgado	1973-05-02	UHC-09723-27	—	8266 Elm St, San Antonio, TX, 78248	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122427	ENR	Emily E Wallace	1997-05-22	UHC-54030-64	5119659260	189 Palm Dr, Scottsdale, AZ, 85283	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-124012	ENR	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-121657	ENR	Bruce J Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN	0.54	Name split from “Last, First”ZIP missing Email lower-cased Gender normalised+1 more
ENR-138187	ENR	Ralph Howard	1940-12-26	UHC-26532-61	2154523917	9125 Apache Blvd Apt 31, Gilbert, AZ, 85250	0.54	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+1 more
ENR-140703	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140702	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142388	ENR	Joyce B Tucker	1950-08-04	UHC-62211-22	—	3464 Valley View Dr, Los Angeles, CA, 90058	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-125818	ENR	Frances I George	1939-02-15	UHC-23464-33	8102616775	4849 Lincoln Way, Minneapolis, MN	0.54	SSN last four extracted State name converted to code ZIP missing Email lower-cased+1 more
ENR-115661	ENR	Albert L Luna	1957-11-14	UHC-70680-68	9658069568	908 Pine Dr, Columbus, OH, 43206	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105844	ENR	McDonald M Brittany	1983-12-04	UHC-98964-05	9199003356	9355 Willow Ct # 382, Atlanta, GA	0.54	Middle initial moved out of first name Date of birth reformatted Unit split from street ZIP missing+1 more
ENR-114156	ENR	Bryan West	—	UHC-06733-87	9818814683	5578 Main St, Minneapolis, MN, 55420	0.54	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103252	ENR	Peter Scott	1950-11-02	UHC-43722-10	—	2722 Mesa Dr, Scottsdale, AZ, 85217	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104847	ENR	Jennifer Anderson	1975-07-27	UHC-24465-07	4234490921	3368 Willow Ct, Orlando, FL, 32893	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108221	ENR	Jennifer D Reyes	1991-01-16	UHC-48924-09	4437237267	5349 Valley View Dr, Plano, TX, 75006	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State name converted to code+1 more
ENR-137400	ENR	Emma Y Alvarez	1980-08-14	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-139067	ENR	Christian Duncan	1986-08-20	UHC-25272-99	4623183349	2753 Mountain View Dr, Los Angeles, CA, 90002	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-117256	ENR	Sara S Espinoza	1997-01-27	UHC-90159-04	7938200340	5773 Central Ave, Los Angeles, CA, 90072	0.56	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised
ENR-129597	ENR	Helen W Sanders	1964-07-24	UHC-99859-68	5823422381	5250 Oak St, San Antonio, TX, 78293	0.56	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-142202	ENR	Sharon E Alvarado	1977-06-14	UHC-10575-86	7927424094	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-116068	ENR	Edward Z Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121152	ENR	Angela E Bailey	1948-09-23	UHC-80041-28	7426405263	8818 Lincoln Way, Atlanta, GA, 30327	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more

8,934 rows, page 24 of 179Previous Next