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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123749	ENR	Santiago Martinez	1959-06-09	UHC-34421-47	—	225 Harbor Blvd, Minneapolis, MN	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101975	ENR	Amy R Hawkins	1994-05-13	UHC-63576-09	8703173142	6772 Hillcrest Rd Apt 11, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101874	ENR	Keelly Williamson	2002-09-08	UHC-46667-30	7472615600	9407 Union St, Chandler, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130684	ENR	Kevin X Guerrero	1985-05-16	UHC-46668-36	3487841390	2840 Apache Blvd, Dallas, TX	0.52	Two-digit birth year Phone reformatted ZIP missing Gender normalised+2 more
ENR-113108	ENR	Lori T Ward	1965-06-23	UHC-57208-30	—	5185 Maple Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-127855	ENR	Betsy Parker	1941-06-22	UHC-00177-45	—	1852 Cedar Ln, Seattle, WA, 98141	0.52	Member ID reformatted State name converted to code ZIP+4 trimmed Gender normalised+2 more
ENR-128823	ENR	Elijah N Payne	2000-07-03	UHC-20841-62	—	7940 Hillcrest Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-126621	ENR	Amber T Wellls	1939-12-20	UHC-53150-30	6122633391	7373 Jefferson Ave, Chandler, AZ, 85215	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102426	ENR	Isabella Bowman	1953-10-22	UHC-75417-10	—	1711 Union St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112438	ENR	Sandra Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct Apt 16, Chandler, AZ, 85292	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112667	ENR	William V Vega	1954-01-12	UHC-29188-45	3369658563	6214 Main St, Chandler, AZ	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-130437	ENR	Jennifer G Aguilar	1942-11-23	—	—	3751 Forest Ave, Los Angeles, CA, 90061	0.52	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-104037	ENR	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-113707	ENR	YJunk	1945-01-20	UHC-61792-31	—	9312 Indian School Rd, Orlando, FL	0.52	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+2 more
ENR-118282	ENR	Mason G Young	1971-01-20	UHC-08186-30	—	1217 Oak St, Tempe, AZ, 85262	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-106259	ENR	Megan Andrews	1962-05-13	UHC-94788-82	—	8147 Mesa Dr Apt 13, Jacksonville, FL, 32233	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101279	ENR	Sean Hunter	1944-01-18	UHC-33259-01	6185124174	5604 Pine Dr, Austin, TX, 78795	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113802	ENR	Laura Fox	1975-10-04	UHC-14380-64	—	6335 Church St, San Antonio, TX, 78270	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-103902	ENR	Elizabeth G Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr Apt 22, San Antonio, TX, 78246	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129424	ENR	Larry D Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL, 32834	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104558	ENR	Amber J Alexander	1972-12-15	UHC-39257-43	3264648987	3079 Oak St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-101422	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	8727 Union St, Phoenix, AZ, 85067	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128049	ENR	Stephen K Jimenez	2006-09-27	UHC-39923-61	—	3249 Bayshore Dr, Denver, CO, 80254	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105513	ENR	Martha Willis	1949-05-10	UHC-02418-70	—	1641 Sage Ct Apt 2, Eden Prairie, MN, 55351	0.52	Phone missing area code Unit split from street State code upper-cased Gender normalised+2 more
ENR-124077	ENR	Julie B Riley	1941-02-10	UHC-35425-25	7318609988	6520 Central Ave, Gilbert, AZ	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-116053	ENR	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133197	ENR	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-125536	ENR	Noah Ellis	1958-05-02	UHC-84589-07	6472567487	7018 Maple Ave, Denver, CO, 80271	0.54	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-103292	ENR	Raymond V Gardner	1993-02-28	UHC-88401-12	6157979686	1901 Baseline Rd, Denver, CO, 80242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100695	ENR	Bryan Peterson	—	UHC-76984-96	—	71 Willow Ct # 737, Mesa, AZ, 85234	0.54	Date of birth unreadable Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132441	ENR	Jeremy V McDonald	1940-06-12	UHC-67446-94	—	5567 Willow Ct, Fresno, CA, 93729	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-112297	ENR	Brittany T Gardner	1986-05-11	—	7698887452	1215 Cedar Ln, Plano, TX, 75058	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101141	ENR	Joan IJunk	1949-03-16	—	—	573 Willow Ct, Plano, TX, 75001	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared+1 more
ENR-102147	ENR	Nathan M Armstrong	1942-02-06	UHC-15778-11	—	5140 Highland Ave, Orlando, FL	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-137685	ENR	Lori P Simpson	1941-10-25	UHC-23112-10	6165750709	1352 Cedar Ln Apt 7, Austin, TX, 78765	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-108006	ENR	Ann Anderson	—	UHC-38548-51	—	3585 Union St, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
ENR-136361	ENR	Albert C Delgado	1939-08-14	UHC-47612-02	6594465449	7963 Meadow Ln Apt 28, Plano, TX, 75095	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-104173	ENR	Alice Black	1953-05-07	UHC-76795-83	—	2038 Camelback Rd, Atlanta, GA, 30391	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135524	ENR	James S Banks	1999-03-22	UHC-39366-98	8353343174	2151 Ocean Ave Apt 1, Nashville, TN, 37280	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-127419	ENR	Stephen M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111235	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-135491	ENR	Bryan Bryant	1940-08-23	UHC-64075-40	9323895451	625 Willow Ct, Chandler, AZ, 85253	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117173	ENR	Kathryn Moreno	—	UHC-94649-01	—	9188 Grand Ave Apt 13, Columbus, OH, 43239	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115466	ENR	William T Brooks	1982-01-07	UHC-41838-11	—	2313 Canyon Rd, Chandler, AZ, 85286	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124783	ENR	Heather Moarles	1942-08-03	UHC-30285-90	—	6122 Baseline Rd Apt 26, Austin, TX, 78708	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139756	ENR	Austin H Li	1943-07-11	UHC-37537-13	—	4095 Bayshore Dr, Scottsdale, AZ, 85262	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103599	ENR	Jack Reed	—	UHC-42013-97	—	9195 River Rd, Charlotte, NC, 28255	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-102013	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	—	8827 Main St Apt 35, Chandler, AZ, 85240	0.54	Two-digit birth year Unit split from street State name converted to code Whitespace trimmed+1 more

16,916 rows, page 37 of 339Previous Next