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
CLM-425645	CLM	Roy Brooks	2006-11-27	—	9293353650	6646 Sunset Blvd # 534, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123535	ENR	Justin P Tran	1941-03-07	UHC-17587-12	4994592312	3195 Market St # 222, Mesa, AZ, 85232	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418252	CLM	Sharon K Mendoaz	1971-11-23	UHC-45600-90	7394275559	8627 Willow Ct # 322, Jacksonville, FL, 32294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420843	CLM	Kyle Silva	1968-07-18	UHC-98556-49	8197027654	4890 Bayshore Dr Apt 25, Phoenix, AZ, 85019	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422439	CLM	Emma Silva	1977-06-11	—	—	6272 Church St Apt 4, Plano, TX, 75038	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116704	ENR	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave Apt 13, Phoenix, AZ, 85052	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51242	TPA	Peter Brooks	1965-09-18	—	—	2138 Union St # 748, Seattle, WA, 98164	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-411642	CLM	Hiroshi Hamilton	1978-05-02	—	—	2346 Harbor Blvd Apt 3, Atlanta, GA, 30368	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407553	CLM	Josh Turner	2005-08-27	UHC-57288-86	—	7345 Cedar Ln # 264, Eden Prairie, MN, 55377	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52887	TPA	Evelyn Green	2006-05-03	—	—	5420 Jefferson Ave Apt 22, Los Angeles, CA, 90036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63900	TPA	Henry Jacobs	1962-05-18	—	—	6411 Forest Ave # 557, Las Vegas, NV, 89188	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26917	PRV	Carlos Palmer	1983-09-21	—	4607233450	9440 Palm Dr # 423, Tampa, FL, 33651	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120468	ENR	Jacob Young	2000-11-25	UHC-81162-01	9792463169	8831 Grand Ave Apt 34, Atlanta, GA, 30339	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-414119	CLM	Joseph Greene	1966-11-03	UHC-02610-23	8104090778	2364 Palm Dr Apt 10, Tempe, AZ, 85298	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137694	ENR	Gloria Wright	1947-04-09	UHC-54573-38	5523810019	8500 Indian School Rd Apt 31, Tucson, AZ, 85773	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129854	ENR	Bruce W Wells	1978-11-17	UHC-75374-68	5457998325	7373 Pine Dr Apt 23, Charlotte, NC, 28233	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134876	ENR	Ethan Contreras	1958-01-25	UHC-15291-50	5659145136	2575 Ocean Ave Apt 26, Las Vegas, NV, 89191	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-429292	CLM	Padilla Ann	2008-10-04	UHC-67047-34	—	6081 Lake View Rd Apt 17, Minneapolis, MN, 55439	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-111493	ENR	Yuki Y Miller	1954-04-26	—	6075205023	1468 Apache Blvd # 946, Miami, FL, 33139	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-51724	TPA	Sharon Mason	1939-03-23	—	—	6653 Park Pl # 183, Chandler, AZ, 85209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137746	ENR	Adam Estrada	2007-09-23	UHC-32692-40	6159754445	6239 Canyon Rd # 901, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116860	ENR	Abigail Johnson	1969-11-17	UHC-27991-80	7167919653	1190 Park Pl Apt 18, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137661	ENR	Betty U Mendoza	2008-05-14	UHC-11236-54	8687408613	4088 Grand Ave # 517, Sacramento, CA, 95876	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56932	TPA	Jean Russell	1947-05-17	—	2777580393	8519 River Rd # 721, Orlando, FL, 32896	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-403118	CLM	Doris H Weber	1959-08-24	—	—	851 Mountain View Dr Apt 40, Chandler, AZ, 85236	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60699	TPA	Charles Murray	1951-01-15	—	—	5473 Mesa Dr # 768, San Diego, CA, 92199	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-432591	CLM	Christine Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr # 847, Los Angeles, CA, 90025	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102617	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St Apt 17, Dallas, TX, 75296	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112054	ENR	Nicole Wells	2008-03-11	UHC-66998-22	3504818198	3543 Central Ave Apt 19, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-419698	CLM	Ralph Fisher	1980-10-06	UHC-03677-05	—	4339 Elm St # 241, Charlotte, NC, 28268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424384	CLM	Steve Campbell	1987-11-27	—	7257192835	4595 Union St # 765, Plano, TX, 75099	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103207	ENR	Natalie Z Romero	1970-11-09	UHC-05876-88	2439531214	1511 Baseline Rd # 535, Glendale, AZ, 85339	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135252	ENR	Andrea Mendosa	1939-05-07	UHC-86485-66	4854877644	3886 Sunset Blvd Apt 23, Scottsdale, AZ, 85234	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420957	CLM	Dennis Baker	1960-04-15	UHC-04952-25	7579563538	954 Sunset Blvd Apt 19, Scottsdale, AZ, 85288	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57850	TPA	Arjun Jimenez	1994-06-09	—	2808052611	7369 River Rd # 881, Phoenix, AZ	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
CLM-425335	CLM	Marcus Porter	1949-11-29	—	2345966785	958 Market St # 936, Fresno, CA, 93784	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104191	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct # 251, Seattle, WA, 98164	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-135974	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr Apt 24, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-138687	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave Apt 9, Tempe, AZ, 85223	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-429070	CLM	Catherine Sanchez	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr Apt 29, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54754	TPA	Amy Martin	1950-07-24	UHC-11699-14	2844651645	5564 Apache Blvd # 266, Mesa, AZ, 85212	0.64	Name re-cased Member ID reformatted Unit split from street State name converted to code+2 more
ENR-109305	ENR	Sandra D Guzman	2007-11-26	UHC-35500-64	3963470860	7954 Desert Sky Blvd Apt 10, Houston, TX, 77083	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-423941	CLM	Marcus Myers	1949-12-23	UHC-16071-16	—	2919 Harbor Blvd # 295, Scottsdale, AZ, 85218	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123010	ENR	Brittany M Kennedy	1981-03-19	UHC-32345-17	6388178975	7007 River Rd Apt 39, Nashville, TN, 37259	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129259	ENR	Hiroshi W Morgan	1994-04-16	UHC-20795-47	9135564881	1282 Sunset Blvd # 577, Atlanta, GA, 30361	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106222	ENR	Daniel O Fernandez	1960-11-15	UHC-20537-71	8793437255	9880 Forest Ave Apt 17, Charlotte, NC, 28257	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137095	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137094	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-121613	ENR	Mary Alvarado	1938-10-26	UHC-45054-41	2634016797	7921 Mesa Dr Apt 23, Columbus, OH, 43220	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more

6,994 rows, page 85 of 140Previous Next