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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138846	ENR	Dylan Fernandez	2006-08-09	UHC-35577-71	8673533307	467 Indian School Rd # 103, Denver, CO, 80234	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113463	ENR	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102039	ENR	Ronald J Crawforrd	1946-11-23	UHC-31165-99	2464405025	8237 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-115315	ENR	Bruce Gordon	—	UHC-76548-65	9128951340	1965 Apache Blvd, Austin, TX, 78712	0.48	Name re-cased Date of birth missing Phone reformatted City re-cased+4 more
ENR-135766	ENR	Alan Gray	2005-10-03	UHC-03446-34	3762867399	4622 Jefferson Ave, Atlanta, GA, 30320	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-111708	ENR	Anthony Vaga	1969-08-01	UHC-69881-96	6212547981	7684 Sage Ct, Charlotte, NC, 28207	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136251	ENR	Philip Perkins	1944-08-04	UHC-20874-77	8628068729	6656 Union St # 806, Gilbert, AZ, 85221	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-141329	ENR	Becky Q Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 9, Seattle, WA, 98182	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116879	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122069	ENR	Peter Gray	1985-08-23	UHC-33256-68	4647764297	876 Spring St Apt 31, Los Angeles, CA	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102978	ENR	Joshua Johnson	—	UHC-72422-30	6657950588	7815 Maple Ave, Tucson, AZ, 85726	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-119042	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104033	ENR	Gerald C Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132964	ENR	Diana Little	1976-07-05	UHC-64760-52	7043619723	346 Jefferson Ave, Eden Prairie, MN, 55312	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126849	ENR	Roger L Howard	2001-08-11	UHC-32346-57	9205552067	9283 Lincoln Way, Nashville, TN, 37209	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117362	ENR	Diana A Cooper	1952-09-12	UHC-80204-72	7916680548	9763 Hillcrest Rd, Las Vegas, NV	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102097	ENR	Douglas Carr	1967-01-03	UHC-34967-07	6544442330	8779 Highland Ave, Phoenix, AZ, 85020	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123698	ENR	Paul M Robertson	—	UHC-98133-86	7868963192	1361 Maple Ave, Jacksonville, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-127848	ENR	Victoria Stewart	1980-01-04	UHC-07460-23	9043190599	860 Forest Ave, San Antonio, TX, 78296	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111732	ENR	LoganJunk	1994-07-22	UHC-07950-97	4009736982	9605 Canyon Rd, Mesa, AZ, 85203	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115996	ENR	Joshua H Jensen	2002-08-16	UHC-44883-71	8132217562	5857 Cedar Ln, Dallas, TX, 75252	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100717	ENR	Dorothy N Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103637	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103636	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119006	ENR	Justin Snyder	1941-02-25	UHC-15556-78	8637442511	6092 Ocean Ave, Scottsdale, AZ	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136144	ENR	Isabella Z Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St, Gilbert, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130856	ENR	Arthur Garrett	1991-02-17	UHC-98433-73	7604555393	4997 Camelback Rd, Miami, FL, 33122	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141932	ENR	Douglas D Castillo	1962-12-03	UHC-86309-17	7402024997	5903 Lake View Rd # 572, Jacksonville, FL, 32208	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-107747	ENR	Larry L Herrera	1954-02-16	UHC-34195-55	2547296438	3663 Mountain View Dr, Austin, TX, 78779	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107604	ENR	Matthew Ryan	1972-02-10	UHC-87039-03	8419439485	2434 Willow Ct, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100409	ENR	Heather H Thomas	1998-02-05	UHC-74493-68	2372145528	7841 Church St # 744, Minneapolis, MN, 55431	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120436	ENR	Katherine N Hawkins	—	UHC-90748-59	8819951080	7014 Valley View Dr, Austin, TX, 78788	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-101263	ENR	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	340 Lake View Rd, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129277	ENR	Samantha F Peters	1997-12-01	UHC-59150-84	6303396349	4730 Mountain View Dr, Miami, FL, 33142	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-117986	ENR	Ann L Morgan	2001-12-12	UHC-18409-32	7677201619	6424 Cedar Ln, San Diego, CA, 92107	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110931	ENR	Alan A Wilson	—	UHC-64460-07	4378382365	9375 Camelback Rd # 395, Columbus, OH, 43279	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-108984	ENR	Jess Chapman	2003-12-21	UHC-58883-44	4519364767	360 Desert Sky Blvd, Tampa, FL, 33619	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132192	ENR	Vincant Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave Apt 18, San Antonio, TX, 78246	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-103683	ENR	Ronald Morales	1967-07-24	UHC-74352-88	3958378373	6914 Cedar Ln, Denver, CO, 80215	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130871	ENR	Wayne Nelson	2003-08-18	UHC-16289-79	6403276604	4213 Spring St, Charlotte, NC, 28293	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120227	ENR	Alice Patterson	—	UHC-05568-65	3976284792	9575 Washington St, Chandler, AZ	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120873	ENR	Lauren E Davis	1980-12-09	UHC-50623-59	7923393453	3712 Main St, Columbus, OH, 43293	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-130287	ENR	Douglas Wallace	2001-08-24	UHC-52717-40	7335890995	6536 Lake View Rd, Glendale, AZ, 85379	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102963	ENR	Diego Carter	1966-08-09	UHC-45682-26	9796565703	1203 Mountain View Dr, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-105303	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105302	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119224	ENR	Frances Z Luna	2001-12-16	UHC-25455-90	3867086336	2882 Canyon Rd, Gilbert, AZ, 85271	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-102066	ENR	Ronald R Howard	2000-04-14	UHC-79531-36	2446930748	4968 Valley View Dr, Jacksonville, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141580	ENR	Christian P Lee	1989-05-03	UHC-56820-66	6987080386	3985 Canyon Rd, Atlanta, GA	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137937	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr Apt 8, Denver, CO	0.48	Phone reformatted Member ID reformatted Unit split from street City re-cased+4 more

28,181 rows, page 28 of 564Previous Next