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 “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
CLM-404016	CLM	Terry Carter	2003-06-11	UHC-90297-29	—	721 Apache Blvd, Austin, TX, 78764	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-121217	ENR	Melissa Q Henderson	1956-08-04	—	4466595844	3872 Highland Ave, Los Angeles, CA, 90021	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-429856	CLM	Kyle Austin	1987-03-04	UHC-55692-22	—	8976 Spring St Apt 11, Atlanta, GA, 30387	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117411	ENR	Martha Johnston	1998-12-04	UHC-85943-94	—	6408 Lake View Rd, Fresno, CA	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Placeholder values cleared
CLM-431140	CLM	Roger Franklin	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-125735	ENR	Susan Butler	1977-10-28	UHC-38271-73	6656606122	7733 Bayshore Dr, Orlando, FL, 32872	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-121574	ENR	Alxis Griffin	1944-03-27	UHC-95424-56	5786215383	4091 Palm Dr, Sacramento, CA, 95817	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-53957	TPA	Jacob Fowler	1940-06-26	—	—	2147 Valley View Dr, Miami, FL, 33140	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61846	TPA	Matthew Warren	1958-10-03	—	—	6845 Lake View Rd, San Diego, CA, 92154	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-100636	ENR	Lawrence Jenkins	1977-11-05	UHC-18848-59	4755839696	2633 Elm St Apt 39, Orlando, FL, 32806	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
CLM-405671	CLM	Diego E Johnston	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-56843	TPA	Linda Green	1970-08-10	—	—	8032 Valley View Dr, Los Angeles, CA, 90038	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-410997	CLM	Alvarez Mateo	1941-05-08	UHC-77283-62	5894644929	8785 Meadow Ln, Los Angeles, CA, 90084	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-138697	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-138696	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
CLM-411118	CLM	Kimberly E Duncan	1998-07-10	UHC-38947-74	—	5867 Forest Ave, Columbus, OH, 43229	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57893	TPA	Paul Luucas	1946-06-15	—	—	3616 Camelback Rd, Jacksonville, FL, 32262	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27107	PRV	Kevin Ruiz	1971-07-27	—	—	5977 Desert Sky Blvd, Austin, TX, 78758	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-427766	CLM	Anthony Harris	2002-11-20	—	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-406382	CLM	Vincent Jenkins	1960-10-26	—	5849638809	789 Oak St, Tampa, FL, 33696	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-104198	ENR	Zachary Reynolds	2006-09-10	UHC-13310-72	9077672286	1038 Main St, Plano, TX, 75037	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
TPA-62043	TPA	Olivia Lynch	1991-07-18	—	—	4811 Central Ave, Dallas, TX, 75243	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57661	TPA	Kelly Morris	1994-11-22	—	—	6358 Sage Ct, Orlando, FL, 32856	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-108302	ENR	Mason Wagner	1962-08-16	UHC-02115-55	9143182055	1593 Church St, San Antonio, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
TPA-50560	TPA	Anthony Johnson	1959-04-12	—	—	4195 Meadow Ln, Orlando, FL, 32872	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50561	TPA	Anthony Johnson	1959-04-12	—	—	4195 Meadow Ln, Orlando, FL, 32872	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-56757	TPA	Walter Aguilar	2001-02-15	—	—	2327 Ridge Rd, Dallas, TX, 75247	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-113103	ENR	Sean L Greene	2000-10-22	UHC-39816-71	4653503206	7912 Washington St, Charlotte, NC, 28221	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-105147	ENR	Eric L Myers	1978-08-04	UHC-64051-96	—	4858 Washington St, Glendale, AZ, 85394	0.68	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased
TPA-57876	TPA	Joan Kennedy	1999-02-03	—	—	1032 Highland Ave, Minneapolis, MN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-143030	ENR	Rachel C Brown	1952-05-05	UHC-87859-77	2527223594	4485 Main St, Miami, FL, 33180	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
PRV-24019	PRV	Omar Mason	1987-04-02	UHC-04768-23	5855453290	8246 Union St, Minneapolis, MN, 55445	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-137540	ENR	Adam Z Baker	1998-11-08	UHC-26096-08	—	1209 Park Pl, Eden Prairie, MN, 55324	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-54667	TPA	Martin Mei	1966-04-22	—	—	9829 Hillcrest Rd, San Antonio, TX, 78228	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-117845	ENR	Theresa S McDonald	1945-11-19	UHC-67029-07	7229876265	9572 Baseline Rd, Glendale, AZ, 85332	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
TPA-58675	TPA	Bryan Jenkins	1945-05-18	—	7804210538	5150 Cedar Ln, San Diego, CA, 92139	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121380	ENR	Gloria N Harper	1943-06-01	UHC-02195-39	—	5253 River Rd, Plano, TX, 75089	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-126570	ENR	Sharon Woods	2002-07-05	UHC-33271-36	7842477570	6811 Lake View Rd, Plano, TX, 75035	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-136695	ENR	Raymond Q Reed	1997-07-04	UHC-01048-26	3816512027	8798 Lincoln Way, Orlando, FL, 32856	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed
CLM-413420	CLM	Doris U Hamilton	1949-03-21	—	—	8807 Indian School Rd Apt 7, Los Angeles, CA, 90063	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-414385	CLM	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421821	CLM	Vincent Padilla	1986-01-12	UHC-44861-15	—	1843 Central Ave, San Diego, CA, 92180	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411408	CLM	Nancy V Castillo	1967-03-21	—	5223231228	8927 Pine Dr Apt 40, Tucson, AZ, 85723	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432716	CLM	Randy Riley	1975-07-01	—	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-109899	ENR	Gregory Car	1974-08-10	UHC-45524-46	4787585362	9728 Pine Dr, Dallas, TX, 75245	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-114760	ENR	Daniel B Martinez	1990-03-07	UHC-21660-33	5055815506	8221 Willow Ct, Phoenix, AZ, 85001	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-122262	ENR	Philip D Mejia	1940-07-22	UHC-40092-50	3108702256	6716 Central Ave, Plano, TX, 75019	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-128042	ENR	Diego Garza	1947-03-02	UHC-22440-47	9846521400	9210 Hillcrest Rd, Dallas, TX, 75274	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-400930	CLM	Lisa Campbell	1982-04-21	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-61586	TPA	Samuel George	2008-12-03	—	—	2754 Cedar Ln, Denver, CO, 80222	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared

9,980 rows, page 139 of 200Previous Next