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-128206	ENR	Frances L Ruiz	1994-03-16	UHC-53327-52	3817942729	9212 Main St Apt 2, Atlanta, GA, 30353	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110059	ENR	Peter Fisher	1963-04-24	UHC-16081-29	5572959028	9174 Lincoln Way, Nashville, TN, 37215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-100568	ENR	Madison Elliott	1940-02-25	UHC-89732-71	—	3665 Forest Ave, Las Vegas, NV, 89187	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-106835	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	4489 Union St, Las Vegas, NV, 89155	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-107328	ENR	Joe H Long	1971-11-07	UHC-76912-53	2796141432	5547 Elm St, Tempe, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-130916	ENR	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr, Columbus, OH, 43224	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-136682	ENR	Bradley N Vazquez	1990-11-19	UHC-91363-51	—	7948 Oak St, Columbus, OH, 43256	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116546	ENR	Camila K Elliott	1959-07-08	UHC-73605-99	9686980408	8618 Spring St, Glendale, AZ, 85303	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136601	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-106782	ENR	Judith Morrison	1991-10-09	UHC-95511-59	5369611386	3244 Union St, Denver, CO, 80270	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111953	ENR	Allbert S Hicks	2008-09-12	UHC-44473-39	8072677151	6396 Sage Ct # 768, Sacramento, CA, 95898	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-103021	ENR	Philip Murgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN, 55432	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138923	ENR	Jack Robertson	1976-04-13	UHC-33762-69	9746942829	1846 Main St, Glendale, AZ, 85303	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140441	ENR	Russell R Guzman	2001-07-26	UHC-93271-10	—	2663 Washington St, Scottsdale, AZ, 85222	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-141532	ENR	Robert Y Wagner	1983-01-15	UHC-47936-01	—	3375 Palm Dr, Sacramento, CA, 95829	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137697	ENR	Dennis M Silva	2003-04-26	UHC-11615-13	4198809545	4571 Park Pl, Houston, TX, 77063	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103285	ENR	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-141213	ENR	Jerry Roberts	2005-11-21	UHC-19892-59	—	8059 Valley View Dr Apt 13, Scottsdale, AZ, 85272	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-107214	ENR	Jesse I Pierce	1990-06-05	UHC-18857-43	—	4975 Lincoln Way, Houston, TX, 77067	0.66	Middle initial moved out of first name Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-107043	ENR	Jennifer O Berry	1953-05-01	UHC-30911-04	3217403113	6932 Ocean Ave, Chandler, AZ, 85295	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111096	ENR	Randy T Fisher	1946-10-27	UHC-12537-46	—	4312 Sage Ct, Minneapolis, MN	0.66	ZIP missing Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-123667	ENR	Jacqueline U Baker	1995-07-20	UHC-58335-95	6606386938	838 Mesa Dr, Nashville, TN, 37247	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140224	ENR	Cynthia Z Stone	1942-04-06	UHC-70398-69	2654255337	3601 Canyon Rd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-138501	ENR	Justin M Mason	1995-11-28	—	—	2849 Grand Ave, Denver, CO, 80232	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108907	ENR	Sara F Augilar	1949-01-09	UHC-97394-26	—	8640 Forest Ave, Las Vegas, NV, 89192	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107848	ENR	Ahmed Gibson	1955-01-10	UHC-88536-62	—	5266 Main St, San Diego, CA, 92155	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-114133	ENR	Edward F Scott	1977-01-11	UHC-52393-57	8308687644	6147 Elm St, Dallas, TX, 75229	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140070	ENR	Gary Y Park	1978-04-18	UHC-10824-31	8102382229	2690 Ocean Ave, Tucson, AZ, 85772	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-114584	ENR	Catherine X Cunningham	1972-06-16	UHC-75178-49	—	615 River Rd # 272, Sacramento, CA, 95837	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109631	ENR	Benjamin Z Webb	1961-05-07	UHC-25854-29	2114613491	2520 Market St, Charlotte, NC, 28216	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-123717	ENR	Mariana Burns	1992-05-23	UHC-84637-63	—	8847 Park Pl, Minneapolis, MN, 55481	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-114697	ENR	Helen Q Lawrence	—	UHC-80612-08	—	6412 Grand Ave, Mesa, AZ, 85276	0.66	Name split from “Last, First”Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-110619	ENR	Emma Taylor	1990-08-15	UHC-91985-88	3859916016	3820 Baseline Rd, Eden Prairie, MN, 55302	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123768	ENR	Kimberly Vargas	1986-06-22	UHC-30183-37	—	5236 Cedar Ln Apt 20, Los Angeles, CA, 90023	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-138581	ENR	Jerry Q Kim	—	UHC-71331-27	9556628276	4886 Baseline Rd, San Antonio, TX, 78270	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-105720	ENR	Walter R Little	1951-10-01	UHC-20944-17	—	7642 Pine Dr, Phoenix, AZ, 85002	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-132893	ENR	Amy Laron	1968-11-16	UHC-55275-97	—	9165 Maple Ave, Chandler, AZ, 85267	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-121561	ENR	Theresa Gutierrez	1996-02-01	UHC-87765-01	8984441622	2725 Palm Dr, Miami, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-107975	ENR	Carol H Rose	1947-08-13	UHC-20656-15	8334854430	2218 Apache Blvd, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107976	ENR	Carol H Rose	1947-08-13	UHC-20656-15	8334854430	2218 Apache Blvd, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103451	ENR	Luis Sandoval	1986-02-12	UHC-26897-99	—	2264 Harbor Blvd, Charlotte, NC, 28276	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116931	ENR	—Junk	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave # 803, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared+1 more
ENR-114200	ENR	Teeresa Hudson	1994-02-16	UHC-94742-18	3378304076	7336 Mountain View Dr Apt 20, Nashville, TN, 37259	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-128899	ENR	Fatima Y Thoams	—	UHC-12199-64	4776529298	9534 Sage Ct, Scottsdale, AZ	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-139630	ENR	Christian Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave, Phoenix, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-120244	ENR	Soophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141712	ENR	Janice F Walsh	1992-04-12	UHC-76419-52	2333139032	7091 Bayshore Dr, Charlotte, NC, 28204	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121992	ENR	Lauren Riley	1952-01-08	UHC-01311-77	6992803224	1156 Hillcrest Rd, Minneapolis, MN, 55446	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103816	ENR	Gregory Hudson	2001-05-05	UHC-35926-32	4223891622	3589 Spring St, Tucson, AZ, 85701	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138940	ENR	Arjun D Lane	1947-09-01	UHC-48199-69	3506141099	4271 Lake View Rd, Jacksonville, FL, 32284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more

16,916 rows, page 123 of 339Previous Next