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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133385	ENR	Eric I Warren	1998-06-01	UHC-46478-91	2809585707	9407 Cedar Ln, Tampa, FL, 33631	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-130794	ENR	Andrew W Rogers	1961-06-25	UHC-42345-38	7988857752	2616 Bayshore Dr, Austin, TX, 78789	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-405430	CLM	Betty Wallace	1952-03-11	UHC-44888-61	8685377506	3223 Central Ave, Sacramento, CA, 95879	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429279	CLM	John Bell	1979-07-03	UHC-89686-04	—	4113 Market St, Tucson, AZ, 85785	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-58429	TPA	Walter Gilbert	1963-05-27	—	—	2595 Maple Ave, Chandler, AZ, 85266	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-140147	ENR	Luri Bryant	1998-08-20	UHC-70153-08	3555747096	6849 Lincoln Way, Seattle, WA, 98103	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-106487	ENR	Bobby I Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-424644	CLM	Vincent Sullivan	1973-06-20	—	—	8234 Jefferson Ave, San Antonio, TX, 78246	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
CLM-418065	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	—	225 Harbor Blvd, Minneapolis, MN, 55433	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-132462	ENR	Olivia Nunez	1941-10-20	UHC-17412-39	—	8887 Elm St # 732, Phoenix, AZ, 85032	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-133124	ENR	Emma Flores	1988-09-08	UHC-01211-61	4783362031	2371 Church St, Scottsdale, AZ, 85216	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
TPA-54570	TPA	Margaret Owens	1976-07-02	—	—	549 Oak St, Tampa, FL, 33638	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-62094	TPA	Deborah Perry	1941-09-28	—	—	1929 Oak St, Fresno, CA, 93777	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-430837	CLM	Julia Reyes	1980-12-18	—	8485916382	4574 Harbor Blvd, San Antonio, TX, 78214	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-428059	CLM	Eugene S Reyes	1996-11-22	UHC-32191-16	—	4332 Apache Blvd, Columbus, OH, 43231	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401397	CLM	Bryan Cruz	1941-08-23	—	—	2664 Park Pl, Eden Prairie, MN, 55330	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-419642	CLM	Jacob Herrera	1962-03-22	—	—	8167 Highland Ave, Nashville, TN, 37298	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-29552	PRV	Wei Mason	1982-09-01	—	5504373701	9839 Palm Dr # 990, Seattle, WA, 98103	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-140379	ENR	Dot Hansen	1951-06-26	UHC-58649-64	8816362881	5235 Willow Ct, Gilbert, AZ, 85243	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-409160	CLM	Evelyn Austin	1953-04-15	—	6654045053	6261 Church St, Gilbert, AZ, 85299	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-138565	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-138564	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-109941	ENR	Joe Welkh	1963-08-08	UHC-33507-83	7769378095	3036 Highland Ave, Plano, TX, 75029	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
CLM-408913	CLM	Theresa Morrison	1942-12-17	—	—	9222 Baseline Rd, Las Vegas, NV, 89165	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54845	TPA	Alexander T Parker	1977-02-05	—	—	5802 Palm Dr, Nashville, TN, 37282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-141161	ENR	Richard Medina	1972-05-09	UHC-46415-43	—	3811 Mesa Dr, Chandler, AZ, 85214	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-58285	TPA	Amanda McCoy	2002-05-06	UHC-05467-15	—	9338 Jefferson Ave, Chandler, AZ, 85243	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-119220	ENR	Emily Boyd	1995-12-02	UHC-55648-98	3022563119	3089 Park Pl, Chandler, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-140033	ENR	Charlotte M Graham	2008-10-26	UHC-07418-37	4067849980	3828 Meadow Ln, Phoenix, AZ, 85030	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-109986	ENR	Timothy Kim	1949-12-24	UHC-68405-99	3733865400	5736 Grand Ave, San Antonio, TX, 78214	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-131555	ENR	Stephens Dylan	1984-07-11	UHC-50693-09	6137339350	453 Cedar Ln, Las Vegas, NV, 89132	0.68	Date of birth reformatted State name converted to code Email lower-cased Gender normalised
PRV-22856	PRV	Kimberly Hernandez	1979-10-17	—	7288066834	1697 Desert Sky Blvd, Chandler, AZ, 85254	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-429050	CLM	Christopher Mendez	1989-01-10	UHC-78590-93	—	8230 Willow Ct, Miami, FL, 33199	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429510	CLM	Natalie Freeman	1951-03-18	—	—	9006 Sage Ct # 621, Columbus, OH, 43219	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-105646	ENR	Amy Castro	1973-10-09	UHC-78909-25	7684397308	6738 Harbor Blvd, Scottsdale, AZ, 85241	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-60080	TPA	Arthur Mendoza	1978-08-19	—	—	4435 Sage Ct, Tampa, FL, 33615	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-417370	CLM	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-404923	CLM	Janice Ferguson	1969-07-25	UHC-35301-41	—	3531 Ridge Rd, Miami, FL, 33113	0.70	Street suffix standardised Address re-cased State name converted to code
CLM-421856	CLM	Natalie Taylor	1990-05-01	—	—	3265 Main St, Atlanta, GA, 30372	0.70	SSN last four extracted State name converted to code Placeholder values cleared
CLM-409413	CLM	Lori Riley	1951-07-08	—	—	5708 Grand Ave, Nashville, TN	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-110926	ENR	Kevin Weebr	1963-10-24	UHC-17714-93	—	2909 Broadway, Plano, TX, 75012	0.70	City re-cased State name converted to code ZIP+4 trimmed
ENR-100652	ENR	Robert Q Welch	1985-02-09	UHC-71028-83	4636892094	5032 Park Pl, Tempe, AZ	0.70	Phone reformatted State name converted to code ZIP missing
CLM-401832	CLM	Ryan Brooks	2008-12-27	—	—	3718 Main St, Fresno, CA, 93773	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-55717	TPA	Bryan C Soto	1986-10-28	—	—	1605 Lincoln Way, San Antonio, TX, 78221	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-134614	ENR	Rachel Carroll	1968-07-14	UHC-04151-02	6946965889	8789 Valley View Dr, Sacramento, CA, 95843	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-139752	ENR	Sean T Garza	2006-02-24	UHC-91731-85	3047521286	5996 Ridge Rd, Sacramento, CA, 95887	0.70	Phone reformatted State name converted to code Gender normalised
CLM-424716	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-104798	ENR	Fatima Z Graham	1939-01-05	UHC-31447-09	8213957368	2141 Mesa Dr, Tucson, AZ, 85736	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-122800	ENR	Danielle K Rojaas	—	UHC-08006-46	5149509022	4114 Forest Ave, Tucson, AZ, 85762	0.70	Date of birth missing Phone reformatted State name converted to code
TPA-53016	TPA	Susan Edwards	1977-01-25	—	—	1215 Ridge Rd, Orlando, FL, 32867	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared

9,084 rows, page 145 of 182Previous Next