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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119503	ENR	Aaron Castro	1964-03-15	UHC-78946-81	8156440046	4010 Cedar Ln, Minneapolis, MN, 55478	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103281	ENR	Yukki Woods	2004-07-15	UHC-67985-55	9675191979	4369 Highland Ave, Sacramento, CA, 95814	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-101462	ENR	Brian Vargas	1983-06-28	UHC-54744-79	8268500864	5006 Desert Sky Blvd, San Diego, CA, 92125	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402509	CLM	Olivia Vasquez	1939-01-14	—	—	8259 Ocean Ave, Las Vegas, NV, 89156	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116751	ENR	Omar K Ortega	1966-08-02	UHC-37551-44	—	724 Washington St, San Antonio, TX, 78224	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-101421	ENR	John M Scott	2001-12-02	UHC-94559-80	—	6692 Park Pl, Jacksonville, FL, 32253	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-102446	ENR	Lawrence Lawson	1978-12-11	UHC-42800-18	7248360934	5555 Ridge Rd, Houston, TX, 77061	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137693	ENR	Janice Perkins	1959-08-26	UHC-04977-71	5982902949	2707 Lincoln Way, Sacramento, CA	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
TPA-55541	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108736	ENR	Debra Maldonado	1973-10-14	—	7285072872	1488 Union St, Austin, TX, 78724	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-142378	ENR	Grace West	1963-01-26	UHC-87340-82	5803776038	2648 Union St, Seattle, WA, 98160	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25850	PRV	Virginia M Chapman	1962-03-20	UHC-48124-81	7904542493	5683 Forest Ave, Miami, FL, 33147	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-138343	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414416	CLM	Roger Graham	1985-04-21	UHC-31502-30	—	8975 Sage Ct, Phoenix, AZ, 85046	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405745	CLM	Margaret Bryant	1965-09-06	UHC-79598-73	—	1180 Union St, Houston, TX, 77099	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-131453	ENR	Debra F Hanson	1952-05-14	UHC-88261-03	8846283798	2273 Main St, San Diego, CA, 92196	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-106078	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd # 224, Atlanta, GA, 30329	0.66	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-120339	ENR	Theresa R Day	2003-04-11	UHC-77631-82	3798469309	2021 Meadow Ln, Glendale, AZ, 85359	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104995	ENR	Larry Arnold	1978-01-01	UHC-60731-35	—	1043 Ocean Ave, Tucson, AZ, 85745	0.66	Name split from “Last, First”Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-425026	CLM	Geogre Austin	1938-09-20	UHC-22482-04	4903978675	3710 Bayshore Dr, Phoenix, AZ, 85073	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-109625	ENR	Kathyrn L Carpenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
CLM-410893	CLM	Munoz Hiroshi	1976-06-14	—	—	7710 Elm St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-414421	CLM	Carl C Mitchell	1939-12-08	—	—	1902 Mesa Dr, Minneapolis, MN, 55408	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
ENR-134079	ENR	Maria Y Lee	1982-11-17	UHC-04729-89	—	4493 Pine Dr, Minneapolis, MN, 55407	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-108637	ENR	Heather Hawkins	1940-09-04	UHC-59216-69	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-27232	PRV	Marilyn Jones	—	UHC-57668-65	—	9289 Main St, Fresno, CA, 93780	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-412313	CLM	Priya Warren	1987-11-26	UHC-51416-35	5596504206	9787 Park Pl, Glendale, AZ, 85331	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-102796	ENR	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave Apt 23, Columbus, OH, 43267	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101444	ENR	Gregory P Salazar	1967-09-26	UHC-24529-54	6639038016	7702 Apache Blvd, Seattle, WA	0.66	City re-cased ZIP missing Email lower-cased Gender normalised+1 more
ENR-129546	ENR	Frances A Long	1960-08-23	UHC-94571-23	5167277627	3267 Park Pl, Tucson, AZ, 85763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136957	ENR	Isabella Lewis	1952-09-19	UHC-11005-47	8197379585	6395 Valley View Dr, Glendale, AZ, 85326	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
CLM-411918	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-414939	CLM	William Warren	1983-04-21	UHC-39909-15	—	7504 Ocean Ave, San Diego, CA, 92151	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-130989	ENR	Brandon Cunningham	1965-06-20	UHC-63026-22	5048281378	4695 Indian School Rd Apt 17, Sacramento, CA, 95893	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124746	ENR	Priya R Perry	1950-01-09	UHC-68358-88	8784904665	5057 Pine Dr, Las Vegas, NV, 89147	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51914	TPA	Gregory Nichols	1965-12-14	—	7366872442	6469 Central Ave, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
CLM-419676	CLM	Abigail P Armstrong	2006-10-06	UHC-16262-32	—	9469 Apache Blvd, Dallas, TX, 75231	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-115480	ENR	Kim K Davis	—	UHC-16619-94	6874605584	619 Baseline Rd, Columbus, OH, 43206	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-103628	ENR	Susan O Gordon	—	UHC-93650-18	8037048107	7719 Jefferson Ave, Columbus, OH, 43260	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139183	ENR	Valentina Pery	1958-07-19	UHC-68447-74	6945792409	4222 Maple Ave, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-139717	ENR	Jean R Knight	1961-04-01	UHC-93730-39	—	9744 Jefferson Ave, Fresno, CA, 93744	0.66	Phone missing area code City re-cased State name converted to code Whitespace trimmed+1 more
PRV-20546	PRV	Hiroshi Reynolds	1965-06-21	—	3935296025	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415441	CLM	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-121162	ENR	Terry Allen	—	UHC-83931-12	7585004577	3323 Apache Blvd, Seattle, WA, 98157	0.66	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
TPA-53610	TPA	Isabella Fernandez	—	—	—	4521 Jefferson Ave, Orlando, FL, 32843	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
PRV-23011	PRV	Jerry Woods	1995-08-03	UHC-83700-12	—	2742 Oak St, Minneapolis, MN, 55406	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-63041	TPA	Patricia Wilson	1962-09-25	—	—	7558 Mesa Dr, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-55553	TPA	Mark Cllark	1939-01-17	—	3398161429	5557 Meadow Ln, Sacramento, CA, 95837	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more

17,850 rows, page 143 of 357Previous Next