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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109478	ENR	Roger Lewis	1956-02-03	UHC-29701-15	8614905018	5339 Ridge Rd, Dallas, TX, 75210	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-109836	ENR	Hannah H Dean	1988-08-19	UHC-24263-66	3712832774	9624 Maple Ave, Dallas, TX, 75217	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-123722	ENR	William Williams	1953-12-19	UHC-77509-21	—	6941 Elm St, Scottsdale, AZ, 85239	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-133851	ENR	Robert S Nichols	1989-09-18	UHC-85627-10	3325387382	8307 Sunset Blvd, Las Vegas, NV	0.70	Name split from “Last, First”Date of birth reformatted ZIP missing
ENR-128122	ENR	Lauren Contreras	1939-12-12	UHC-26709-23	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.70	Name split from “Last, First”City re-cased ZIP+4 trimmed
ENR-138988	ENR	Gerald P Yang	1992-02-21	UHC-93674-92	6988353052	6998 Harbor Blvd, Columbus, OH, 43294	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-137064	ENR	Jacqueline Miller	1946-08-15	UHC-84568-24	5372023901	446 Sunset Blvd, Orlando, FL, 32889	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-141233	ENR	Gabriel Y Arnold	1960-03-04	UHC-31163-02	—	1148 Canyon Rd, San Antonio, TX, 78263	0.70	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed
ENR-115330	ENR	Jason M Moreno	1977-12-24	UHC-09388-80	7708438637	7109 Pine Dr, Mesa, AZ, 85270	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-131174	ENR	Janice Alllen	1969-04-25	UHC-89622-69	7368614572	948 Union St, Nashville, TN, 37289	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-139169	ENR	Lauren K Sullivan	1938-07-08	UHC-65196-52	—	6489 Oak St, Seattle, WA, 98189	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-122850	ENR	Lawrence Q Wong	2006-06-14	UHC-62307-74	—	6041 Sage Ct, Tucson, AZ, 85787	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-112515	ENR	Adam Garrett	1986-12-01	UHC-27878-40	—	1633 Palm Dr, Los Angeles, CA, 90078	0.70	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed
ENR-139980	ENR	Zachary X Ellis	1976-12-09	UHC-43253-25	2462614799	2097 Apache Blvd, Nashville, TN, 37273	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-136356	ENR	Frances Sinh	1963-04-07	UHC-08846-83	2242022959	—	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-119538	ENR	Evelyn Alvarado	—	UHC-71311-51	2384576175	9250 Lincoln Way, Plano, TX, 75077	0.70	Name split from “Last, First”Date of birth unreadable Whitespace trimmed
ENR-109910	ENR	Juan Schultz	1980-11-04	UHC-53321-36	9287367635	8127 Grand Ave # 743, Eden Prairie, MN, 55324	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-141859	ENR	Marilyn P Nguyen	1984-10-01	UHC-90225-34	9305405527	6246 Washington St, Gilbert, AZ, 85237	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-130314	ENR	Austin Cox	1984-02-08	UHC-69639-21	6435734823	9295 Union St, Austin, TX, 78795	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-108963	ENR	Sandovaal Z Thomas	1954-06-23	UHC-38256-64	—	1297 Apache Blvd, Charlotte, NC, 28288	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
ENR-106727	ENR	Dorothy Johnston	1970-12-11	UHC-64629-02	8802990431	5559 Mountain View Dr, Houston, TX, 77072	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
ENR-120950	ENR	Ronald Vargas	2001-06-27	UHC-34390-87	4768636175	4115 Meadow Ln # 959, Chandler, AZ, 85265	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-123452	ENR	Marcus Rogers	1978-02-23	UHC-75022-68	—	9780 Cedar Ln, Dallas, TX, 75275	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-104453	ENR	Joe Carroll	1986-08-05	UHC-17125-04	7885598772	769 Willow Ct, Sacramento, CA, 95813	0.70	Name split from “Last, First”Member ID reformatted Gender normalised
ENR-139334	ENR	Mary G Schultz	1988-03-20	UHC-69606-40	6665292296	2591 Spring St, Phoenix, AZ, 85020	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-140950	ENR	Jon Austin	1939-07-15	UHC-44139-94	4877941078	6587 Bayshore Dr, Eden Prairie, MN, 55331	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
ENR-108225	ENR	Logan L Lucas	1985-09-26	UHC-61131-87	9295223998	3084 Desert Sky Blvd, Mesa, AZ, 85281	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-106148	ENR	Pamela E Romero	—	UHC-33943-25	6897955953	647 Lincoln Way, Chandler, AZ, 85252	0.70	Name split from “Last, First”Date of birth unreadable Phone reformatted
ENR-102449	ENR	Brian Powell	1948-11-01	UHC-32771-56	7782595049	5748 Meadow Ln, Phoenix, AZ, 85080	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-108844	ENR	Scott Perez	1948-05-10	UHC-63802-48	7589754154	7250 Hillcrest Rd, Fresno, CA, 93778	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-128214	ENR	Kevyn P King	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA, 95823	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-141150	ENR	Keyla H Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA	0.70	Name split from “Last, First”ZIP missing Email lower-cased
ENR-119567	ENR	Theresa S Martinez	2003-02-12	UHC-45441-28	9499599770	2399 Valley View Dr, Nashville, TN, 37283	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-115256	ENR	Brandon P Wheeler	1981-12-18	UHC-40767-81	—	3670 Sunset Blvd Apt 30, Los Angeles, CA, 90072	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-116714	ENR	Christopher Graham	1964-03-28	UHC-32719-85	2677736389	3728 Valley View Dr, Tampa, FL, 33649	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-104312	ENR	Gerald V Robertson	1997-03-28	UHC-86460-12	7969302546	7199 Camelback Rd, San Diego, CA, 92127	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-127324	ENR	Shirley Y Brooks	2008-01-09	UHC-97696-13	5898571779	9548 Washington St, Atlanta, GA, 30396	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-112975	ENR	Jessica Chavez	2008-08-08	UHC-93346-83	2198131810	3793 Washington St, Phoenix, AZ, 85091	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-122523	ENR	Lori S Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-121737	ENR	Henry Walker	1949-05-17	UHC-07090-42	7967168117	9002 Oak St, Sacramento, CA, 95823	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-121736	ENR	Henry Walker	1949-05-17	UHC-07090-42	7967168117	9002 Oak St, Sacramento, CA, 95823	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-140608	ENR	Barbara R Guerrero	1968-05-23	UHC-21791-45	3894558954	2245 Hillcrest Rd, Eden Prairie, MN, 55384	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-100279	ENR	Ann N Flores	1978-10-19	UHC-43456-24	—	5599 Broadway, Nashville, TN, 37234	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-112818	ENR	Gabriel C Wagner	1959-04-13	UHC-51157-17	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-136693	ENR	Emily E Howell	1981-01-27	UHC-11036-74	3025679301	5799 Market St, Columbus, OH, 43267	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-107338	ENR	Arthur George	1979-07-14	UHC-27469-48	5108137191	6880 Central Ave, San Antonio, TX, 78239	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-132131	ENR	Alexander C Moore	1976-02-04	UHC-19433-71	3414943983	6873 Pine Dr, Scottsdale, AZ, 85215	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-117051	ENR	Scott P Fisher	1993-01-07	UHC-42842-40	5197242915	3131 Jefferson Ave, Austin, TX, 78721	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-123850	ENR	Lori Willis	2008-09-22	UHC-64947-31	2573781870	1029 Pine Dr, Columbus, OH, 43249	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-110364	ENR	Judy R Mills	1940-08-26	UHC-25520-89	3664549843	1260 Mountain View Dr, Dallas, TX, 75211	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted

4,309 rows, page 69 of 87Previous Next