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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61803	TPA	Gary Riley	1995-08-01	—	9718011881	833 Apache Blvd # 370, Tucson, AZ, 85703	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60305	TPA	Juliia Meyer	1969-08-25	UHC-95875-47	9335474590	5564 Central Ave Apt 35, Minneapolis, MN, 55474	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-126464	ENR	Dunn B Santiago	2004-09-12	UHC-83977-58	4945241192	8384 Park Pl Apt 12, Glendale, AZ, 85349	0.80	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased
CLM-405624	CLM	Timothy Y Howell	1953-09-28	—	5526915775	7581 Meadow Ln Apt 7, Dallas, TX, 75233	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-27798	PRV	Gerald Robertson	1945-09-20	UHC-52253-14	3807900615	2789 Palm Dr Apt 26, Phoenix, AZ, 85083	0.80	Date of birth reformatted Member ID reformatted Unit split from street Placeholder values cleared
CLM-424203	CLM	Laura Z Le	2000-07-01	—	—	103 Harbor Blvd Apt 11, Scottsdale, AZ, 85293	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-119205	ENR	Maria Wheler	1978-02-11	UHC-63171-78	2863458013	6718 Broadway Apt 10, Austin, TX, 78778	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
CLM-432412	CLM	Judy Henry	1987-05-03	—	4822949035	1612 Forest Ave # 114, Tempe, AZ, 85263	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-123949	ENR	Steven Taylor	2003-03-25	UHC-20151-78	8447533790	9165 Palm Dr Apt 29, Gilbert, AZ, 85258	0.80	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased
ENR-122989	ENR	Victoria Gardner	1968-10-13	UHC-97247-28	2696145925	7811 Valley View Dr # 338, Tempe, AZ, 85249	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-121956	ENR	Donna Riley	1995-08-28	UHC-34358-22	6839647626	4358 Forest Ave Apt 3, Tucson, AZ, 85763	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429234	CLM	Natalie Bennett	1981-07-06	—	—	2327 Palm Dr Apt 34, Nashville, TN, 37258	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421062	CLM	Jordan Murphy	1986-12-16	UHC-04857-22	—	621 Indian School Rd Apt 22, Gilbert, AZ, 85230	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
TPA-63473	TPA	Kevin Andrews	1982-03-06	—	—	7867 Ocean Ave # 777, San Diego, CA, 92114	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127004	ENR	Frances Q Brown	2004-12-05	UHC-25113-79	4687767432	3236 Washington St # 549, Atlanta, GA, 30318	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
TPA-62362	TPA	Jose G Williams	1949-06-05	—	—	4096 Oak St Apt 23, Las Vegas, NV, 89125	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-124616	ENR	Russell Luna	1991-11-16	UHC-49314-26	4494539858	3367 Elm St # 402, Columbus, OH, 43218	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-406128	CLM	Michelle Nelson	1947-08-08	—	—	2704 Lincoln Way Apt 15, Nashville, TN, 37286	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
PRV-23787	PRV	Catherine L Peters	1960-04-22	UHC-57239-93	6722681200	387 Park Pl # 939, Tucson, AZ, 85776	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432619	CLM	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	242 Park Pl # 972, Orlando, FL, 32850	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
ENR-102494	ENR	Kyle Guzman	1996-03-24	UHC-29349-66	2119363478	9740 Valley View Dr # 302, Denver, CO, 80268	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
CLM-413055	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St Apt 25, Orlando, FL, 32846	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424091	CLM	Katherine D Warren	1975-08-08	UHC-61644-88	—	8205 Willow Ct # 967, Mesa, AZ, 85201	0.80	Name re-cased Unit split from street Email lower-cased Placeholder values cleared
CLM-406160	CLM	Jennifer S Cook	1997-09-14	UHC-04591-39	—	4635 Camelback Rd Apt 39, Orlando, FL, 32860	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-138896	ENR	Austin O Gordon	1964-09-27	UHC-50210-62	3875910563	2936 Grand Ave # 570, Tempe, AZ, 85241	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-141332	ENR	Carl Carpenter	1968-09-17	UHC-97558-87	6048136335	9581 Broadway # 486, Houston, TX, 77089	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street
TPA-56186	TPA	Karen Lucas	1976-10-28	—	8169194594	7119 Palm Dr # 319, Dallas, TX, 75261	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62571	TPA	Michael Holmes	1999-05-15	—	4726286045	6651 Broadway # 297, Dallas, TX, 75263	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-109972	ENR	Jacob Rojas	1939-08-27	UHC-05156-98	7598530750	3308 Bayshore Dr # 222, Columbus, OH, 43219	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
CLM-425615	CLM	Andra McDonald	1964-07-03	UHC-21538-62	5134624801	323 Mountain View Dr # 112, Columbus, OH, 43281	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-411882	CLM	Ahmed D Hicks	1956-08-28	—	—	6618 Lincoln Way # 451, Sacramento, CA, 95893	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-109666	ENR	Betty L Luna	1955-11-20	UHC-59042-26	9149883606	1157 Mountain View Dr # 549, Los Angeles, CA, 90016	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-22966	PRV	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave # 984, Charlotte, NC, 28284	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
TPA-55025	TPA	Wei Hanson	1956-02-20	—	5763019804	7792 Spring St # 509, Nashville, TN, 37238	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-113313	ENR	Rachel C Hughes	1963-04-07	UHC-54765-40	8495526274	6194 Willow Ct # 973, Austin, TX, 78713	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
TPA-57641	TPA	Danielle Rojas	1952-05-16	—	5149509022	4114 Forest Ave Apt 28, Tucson, AZ, 85762	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57642	TPA	Danielle Rojas	1952-05-16	—	5149509022	4114 Forest Ave Apt 28, Tucson, AZ, 85762	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117043	ENR	Christopher N Lopez	1955-01-21	UHC-80979-42	2499506477	6420 Valley View Dr Apt 32, Scottsdale, AZ, 85217	0.80	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed
CLM-407115	CLM	Anna Marshall	2004-09-25	UHC-40846-63	—	3775 Sunset Blvd Apt 39, Minneapolis, MN, 55452	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62176	TPA	Isabella Reed	1987-08-24	—	—	8519 Main St # 450, Gilbert, AZ, 85250	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64443	TPA	Eugene Obrien	2005-10-05	UHC-43357-48	7642122310	3202 Spring St Apt 3, Fresno, CA, 93784	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53839	TPA	Janice T Hicks	2003-12-05	—	—	5392 Ocean Ave # 630, Austin, TX, 78754	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-113814	ENR	Melissa P Patterson	1964-03-08	UHC-28496-26	3085738275	64 Elm St # 866, Sacramento, CA, 95845	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50583	TPA	Raymond U Foster	1973-06-17	—	2869869404	9571 Sunset Blvd # 201, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-113095	ENR	Arjun James	1983-11-06	UHC-46049-75	7398992941	9490 Lake View Rd # 624, Tempe, AZ, 85270	0.80	Phone reformatted Unit split from street Plan code upper-cased Placeholder values cleared
ENR-136955	ENR	Bryan Miller	2005-03-13	UHC-66194-53	2492407213	9132 Spring St # 525, Charlotte, NC, 28290	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street
CLM-428883	CLM	Austin Garcia	1972-07-16	UHC-61676-05	5404448463	8689 Meadow Ln Apt 33, Sacramento, CA, 95863	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20066	PRV	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave Apt 22, Chandler, AZ, 85252	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-56101	TPA	Amanda Johnston	1994-09-04	—	6613493211	4504 Valley View Dr # 504, Scottsdale, AZ, 85253	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429620	CLM	Robert Jacobs	1971-01-14	—	5938408570	7254 Central Ave Apt 6, Atlanta, GA, 30335	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared

6,994 rows, page 132 of 140Previous Next