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-401063	CLM	Danielle C Harper	1944-08-09	—	3277463618	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-120290	ENR	Jean O Cruz	1960-10-19	UHC-58083-73	2153460920	6465 Indian School Rd, Jacksonville, FL, 32231	0.84	Name split from “Last, First”Phone reformatted
TPA-61215	TPA	Lauren Franklin	1961-08-23	—	—	2015 Lake View Rd, Jacksonville, FL, 32203	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405229	CLM	Heather Willis	1980-05-01	UHC-17983-75	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-116765	ENR	Edward J Hawkins	1963-12-26	UHC-02967-39	2252646439	9094 Sage Ct, Tucson, AZ, 85703	0.84	Name split from “Last, First”Whitespace trimmed
ENR-127424	ENR	Don N Hernandez	1976-04-09	UHC-18780-96	7905633254	8741 Union St, Orlando, FL, 32802	0.84	Name split from “Last, First”Phone reformatted
CLM-426605	CLM	Diane McDonald	1964-07-20	UHC-59434-66	—	1970 Grand Ave, Dallas, TX, 75289	0.84	Name split from “Last, First”Placeholder values cleared
CLM-417240	CLM	Susan Torres	1966-10-26	UHC-91325-54	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431714	CLM	Wei Alvarez	1963-03-21	UHC-06750-23	5357772545	2975 Spring St, Scottsdale, AZ, 85232	0.84	Name split from “Last, First”Whitespace trimmed
ENR-130715	ENR	Omar E Silva	1962-06-26	UHC-10513-43	3564993674	4924 Mountain View Dr, Seattle, WA, 98179	0.84	Name split from “Last, First”Whitespace trimmed
ENR-119847	ENR	Amber Burns	1942-07-07	UHC-27318-12	9218102296	7470 Lincoln Way, Chandler, AZ, 85241	0.84	Name split from “Last, First”Placeholder values cleared
CLM-430901	CLM	Virginia N Harvey	1955-12-22	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-55375	TPA	Wayne Boyd	1960-05-01	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-50331	TPA	Douglas Morales	1952-08-19	UHC-93164-60	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-114604	ENR	Mason C Stevvens	1982-02-28	UHC-29349-67	7133343227	4578 Maple Ave, Gilbert, AZ, 85210	0.84	Name split from “Last, First”Phone reformatted
CLM-402162	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA, 90033	0.84	Name split from “Last, First”Whitespace trimmed
CLM-413728	CLM	Laura Menedz	1995-12-09	UHC-60316-23	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-415354	CLM	Ken Kennedy	1997-07-03	—	—	2830 Valley View Dr, Minneapolis, MN, 55413	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431839	CLM	Mason Mason	1956-07-17	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-114179	ENR	Russell Rodriguez	1970-08-16	UHC-07390-28	6038159420	128 Broadway, Columbus, OH, 43201	0.84	Name split from “Last, First”Whitespace trimmed
ENR-125616	ENR	Nicholas Lynch	1975-03-26	UHC-28009-85	7705191854	8167 Meadow Ln, Scottsdale, AZ, 85201	0.84	Name split from “Last, First”Phone reformatted
TPA-52909	TPA	Betty Baker	2007-02-15	—	—	4417 Mountain View Dr, Fresno, CA, 93743	0.84	Name split from “Last, First”Placeholder values cleared
TPA-52527	TPA	Sharon West	1948-11-11	—	—	773 Hillcrest Rd, Orlando, FL, 32852	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60056	TPA	Benjamin Fuller	1980-12-22	—	—	3136 Main St, Glendale, AZ, 85370	0.84	Name split from “Last, First”Placeholder values cleared
CLM-410675	CLM	Billy Gardner	1967-01-04	—	—	30 Willow Ct, Orlando, FL, 32858	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425903	CLM	Megan Aguilar	1961-12-14	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-401395	CLM	Judith Ross	1991-03-23	UHC-17764-39	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62173	TPA	Brian Patel	1955-12-13	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-50629	TPA	Victoria Meyer	1996-05-01	—	—	5344 Indian School Rd, Las Vegas, NV, 89195	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62926	TPA	Amy Bryant	1959-06-18	—	5296876883	6774 Sage Ct, Phoenix, AZ, 85099	0.84	Name split from “Last, First”Placeholder values cleared
ENR-121192	ENR	Roy R Henderson	2002-09-12	UHC-88476-80	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-125821	ENR	Maria Foster	1999-08-01	UHC-34710-65	8325077332	2348 Apache Blvd, Las Vegas, NV, 89105	0.84	Name split from “Last, First”Phone reformatted
CLM-417601	CLM	Arthur Vargas	1966-01-23	UHC-94619-95	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-127267	ENR	Carl Q Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr, Minneapolis, MN, 55467	0.84	Name split from “Last, First”Placeholder values cleared
CLM-417560	CLM	Christopher Powell	1983-01-17	UHC-31697-64	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-400663	CLM	Nicole Hamilton	1968-10-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-101330	ENR	Diana Jimenez	1993-07-05	UHC-54965-94	5303617820	8766 Lincoln Way, San Diego, CA, 92175	0.84	Name split from “Last, First”Whitespace trimmed
CLM-404360	CLM	George W Bradley	1978-09-01	UHC-28120-86	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-133498	ENR	Lauren P Wang	1963-08-19	UHC-75343-29	8896251698	6246 Park Pl, Nashville, TN, 37252	0.84	Name split from “Last, First”Phone reformatted
TPA-59785	TPA	Janet Morgan	1968-04-24	UHC-17766-52	—	2596 Sunset Blvd, Chandler, AZ, 85228	0.84	Name split from “Last, First”Placeholder values cleared
ENR-137409	ENR	Hannah McDonald	1988-03-19	UHC-53163-98	4688594772	8981 Church St, Phoenix, AZ, 85034	0.84	Name split from “Last, First”Phone reformatted
TPA-54869	TPA	Lori T Garcia	1993-06-24	—	—	988 Sage Ct, Tampa, FL, 33691	0.84	Name split from “Last, First”Placeholder values cleared
CLM-400353	CLM	Elizabeth Munooz	1982-02-13	—	—	4165 Willow Ct, Columbus, OH, 43235	0.84	Name split from “Last, First”Placeholder values cleared
CLM-413333	CLM	Douglas Henderson	1997-01-10	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60043	TPA	Eugene Anderson	1963-08-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-417814	CLM	Karen Bishop	1939-10-24	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
PRV-27915	PRV	Ranndy Munoz	2003-09-18	UHC-21023-01	3436893410	—	0.84	Name split from “Last, First”Phone reformatted
ENR-122061	ENR	Logan Taylor	1982-08-28	UHC-41442-10	4464912602	1147 Valley View Dr, Austin, TX, 78749	0.84	Name split from “Last, First”Member ID reformatted
ENR-122062	ENR	Logan Taylor	1982-08-28	UHC-41442-10	4464912602	1147 Valley View Dr, Austin, TX, 78749	0.84	Name split from “Last, First”Member ID reformatted
ENR-115572	ENR	Tony K Meyer	1985-12-20	UHC-88421-50	2232304602	7567 Harbor Blvd, Dallas, TX, 75269	0.84	Name split from “Last, First”Date of birth reformatted

9,980 rows, page 196 of 200Previous Next