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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
CLM-401163	CLM	Sara Guzman	1958-06-21	—	8154087009	3218 Hillcrest Rd, Eden Prairie, MN, 55354	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
TPA-50179	TPA	Jeremy K Young	2002-05-20	—	—	6020 Jefferson Ave # 274, Columbus, OH, 43287	0.48	Name re-cased Date of birth reformatted Unit split from street 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
CLM-430059	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd # 129, Gilbert, AZ, 85291	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132500	ENR	Zachary Gibson	2001-08-24	UHC-91881-98	4965029512	1442 Maple Ave, Austin, TX, 78796	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431333	CLM	Rebecca Stewart	1941-09-21	UHC-12215-27	5966087482	378 Willow Ct, Plano, TX, 75059	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105254	ENR	Ashley Hayes	1993-03-18	UHC-32375-64	4067729967	3942 Highland Ave, Plano, TX, 75009	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-430051	CLM	Gary Chapman	1981-02-12	—	—	8674 Lake View Rd, San Diego, CA, 92145	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-29104	PRV	Julia Chavvez	1958-02-19	UHC-90166-60	6835403604	6840 Willow Ct, Atlanta, GA, 30300	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50617	TPA	Jack U Hunt	1974-11-04	—	—	8639 Main St, Miami, FL, 33144	0.48	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-107354	ENR	Catherine Hudson	2001-05-05	UHC-76200-83	5978103544	370 Harbor Blvd Apt 12, Miami, FL, 33129	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-55720	TPA	Angela Z Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.48	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
CLM-409279	CLM	Jason Franklin	2003-03-23	UHC-91114-24	8025247804	9488 Forest Ave, Tucson, AZ, 85788	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104515	ENR	David Q Hall	1947-06-04	UHC-32874-59	—	766 Central Ave, Denver, CO, 80252	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-405375	CLM	Sara M Ray	1970-06-23	—	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118369	ENR	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA, 92124	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108023	ENR	Adam Contraras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-56767	TPA	Helen Castillo	1915-10-10	—	—	4757 Highland Ave, Los Angeles, CA, 90010	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-124395	ENR	Russell C Murphy	—	UHC-65080-58	7742284369	3490 Hillcrest Rd, Las Vegas, NV, 89141	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-140491	ENR	Kimberly F Wang	1988-01-05	UHC-99271-57	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136215	ENR	Amber N Lee	2004-04-08	UHC-32742-91	5362651559	8105 Desert Sky Blvd, San Diego, CA, 92184	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-106581	ENR	Andrew Woods	2001-06-02	UHC-24692-84	7913240164	4197 Union St, Eden Prairie, MN, 55336	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107280	ENR	Judith P Rilay	1985-11-28	UHC-59294-39	8332537016	2484 Valley View Dr, Columbus, OH, 43247	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-414041	CLM	Daviid Hernandez	1987-06-28	UHC-79977-02	6913086821	1326 Washington St, Denver, CO, 80226	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126316	ENR	Bryan Fernandez	2000-03-06	UHC-35946-82	4945869374	1410 Jefferson Ave, Houston, TX, 77064	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122585	ENR	Jacob Reyes	1998-07-28	UHC-39351-80	6537723905	2180 River Rd, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20070	PRV	Henry Brown	1998-08-21	UHC-21741-37	7043968916	3158 Indian School Rd # 376, Miami, FL, 33178	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-58572	TPA	Kelly Hernandez	1968-02-05	—	3644454295	5878 Lake View Rd, Atlanta, GA, 30356	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101239	ENR	Brandon Gonzeles	1966-05-07	UHC-09464-72	7926031562	1764 Ocean Ave, Plano, TX, 75060	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63664	TPA	Dylan R Stephens	1982-08-03	—	3878070018	8540 Meadow Ln, Plano, TX, 75048	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131463	ENR	Patricia C Lane	1953-09-16	UHC-02304-16	6766895026	7476 Main St, Eden Prairie, MN, 55332	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133835	ENR	Judy Rogers	—	UHC-61450-81	4593737143	1643 Bayshore Dr, Plano, TX, 75048	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135993	ENR	Maria Z Patterson	1984-10-12	UHC-97217-21	7977509352	2117 Lake View Rd, San Antonio, TX, 78236	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101839	ENR	Amanda M Daniels	1938-08-18	UHC-10897-78	5889986572	8322 Sage Ct, Nashville, TN, 37216	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101840	ENR	Amanda M Daniels	1938-08-18	UHC-10897-78	5889986572	8322 Sage Ct, Nashville, TN, 37216	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-109320	ENR	Linda Torres	1990-08-06	UHC-86330-69	—	6469 Palm Dr, Dallas, TX, 75200	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60639	TPA	Judy X Reed	1995-10-25	UHC-47525-60	—	7590 Grand Ave, Atlanta, GA, 30378	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-121423	ENR	Linda Berry	1952-07-22	UHC-94854-16	9085651714	5051 Sunset Blvd, Minneapolis, MN, 55413	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-419905	CLM	Christine K Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402892	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	5889732840	1559 Willow Ct, Fresno, CA, 93701	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-142487	ENR	Kayla Z Maldondao	1992-01-10	UHC-94753-42	4539296460	4114 Ridge Rd, Austin, TX, 78798	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128369	ENR	Kathleen Riley	1959-03-10	UHC-28508-54	5344058268	6739 Central Ave, Las Vegas, NV, 89160	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133060	ENR	Howell Michael	1990-10-17	UHC-61004-06	3392235079	7155 Palm Dr, Tempe, AZ, 85207	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-114362	ENR	Christine H Black	1998-05-15	UHC-98661-87	3202571623	6515 Central Ave, Gilbert, AZ, 85223	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102545	ENR	Omar X Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln Apt 29, Tempe, AZ, 85280	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417823	CLM	Larry Lynhc	1992-07-16	—	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-421026	CLM	Shirley F Graham	2005-11-13	UHC-24244-75	4215322700	9296 Maple Ave, Sacramento, CA, 95851	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

8,263 rows, page 22 of 166Previous Next