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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122852	ENR	Tyler P Hughes	1985-02-21	UHC-11147-61	3783070468	1804 Lincoln Way, Sacramento, CA, 95829	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-24575	PRV	Alexander Barnes	1958-02-19	—	6844514517	5295 Main St, Charlotte, NC, 28236	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-101704	ENR	Logan Padilla	1976-02-04	UHC-20084-25	5142744796	6627 Apache Blvd, Chandler, AZ, 85245	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103285	ENR	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-63884	TPA	Denise Pena	2001-09-06	UHC-12515-52	—	5007 Pine Dr, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-107214	ENR	Jesse I Pierce	1990-06-05	UHC-18857-43	—	4975 Lincoln Way, Houston, TX, 77067	0.66	Middle initial moved out of first name Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-111096	ENR	Randy T Fisher	1946-10-27	UHC-12537-46	—	4312 Sage Ct, Minneapolis, MN	0.66	ZIP missing Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-125670	ENR	Henry F Shaw	1951-06-13	UHC-39506-66	3537086900	2300 Forest Ave, Nashville, TN, 37232	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106550	ENR	Julia Silva	1961-06-28	UHC-78965-73	4274742207	5029 Palm Dr, Tempe, AZ, 85262	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-137752	ENR	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St, Orlando, FL, 32810	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425906	CLM	Kyle P Fields	1952-05-23	UHC-45606-15	—	7188 Broadway, Plano, TX, 75098	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-108907	ENR	Sara F Augilar	1949-01-09	UHC-97394-26	—	8640 Forest Ave, Las Vegas, NV, 89192	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106181	ENR	Abigail Dean	1998-09-02	UHC-16177-59	6079501508	6212 Forest Ave, Las Vegas, NV	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
TPA-60212	TPA	Mark Larson	1950-10-25	—	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119418	ENR	Benjamin Thompson	1992-01-19	UHC-12484-48	7059932624	6338 Broadway, Los Angeles, CA, 90045	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-63230	TPA	Debra Robertson	1942-12-26	—	—	9263 Palm Dr, Mesa, AZ, 85243	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107848	ENR	Ahmed Gibson	1955-01-10	UHC-88536-62	—	5266 Main St, San Diego, CA, 92155	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-114133	ENR	Edward F Scott	1977-01-11	UHC-52393-57	8308687644	6147 Elm St, Dallas, TX, 75229	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430127	CLM	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-411921	CLM	Kyle Kennedy	1942-03-20	UHC-01849-87	—	5973 Meadow Ln, Orlando, FL, 32876	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128487	ENR	Laura H Bennett	1963-02-07	UHC-69098-58	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-109535	ENR	Carl G Torres	1978-02-05	UHC-71067-71	4438715601	897 Lake View Rd, Austin, TX, 78768	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-109631	ENR	Benjamin Z Webb	1961-05-07	UHC-25854-29	2114613491	2520 Market St, Charlotte, NC, 28216	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-107276	ENR	Danielle Walsh	1984-02-04	UHC-00298-63	9459986966	9278 River Rd, Columbus, OH, 43250	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105618	ENR	Nancy Williams	1978-09-28	UHC-31281-25	2795038535	6471 Forest Ave, San Diego, CA, 92169	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
CLM-407325	CLM	Karen Reynolds	—	UHC-08446-48	—	1841 Spring St, Seattle, WA, 98115	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-410524	CLM	Ann W Hudson	1944-06-11	—	—	1546 Highland Ave, Nashville, TN, 37278	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
PRV-26585	PRV	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-27173	PRV	Helen Hudson	1992-12-26	—	4452204883	3802 Elm St, Jacksonville, FL, 32233	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110619	ENR	Emma Taylor	1990-08-15	UHC-91985-88	3859916016	3820 Baseline Rd, Eden Prairie, MN, 55302	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420672	CLM	Mary Weber	1964-12-04	—	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-138581	ENR	Jerry Q Kim	—	UHC-71331-27	9556628276	4886 Baseline Rd, San Antonio, TX, 78270	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-414387	CLM	Carl Vasquez	—	—	3964821958	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-140543	ENR	Cheryl Chavez	1952-01-05	UHC-41463-71	5309571321	988 Camelback Rd, Sacramento, CA, 95889	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138590	ENR	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	1561 Meadow Ln, Miami, FL, 33182	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115566	ENR	Zachary Z Simpson	1964-12-08	UHC-83668-28	7648769980	5711 Church St, Miami, FL, 33183	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63694	TPA	Michellle Phillips	1946-10-01	—	5899044752	4100 Lake View Rd, Miami, FL, 33148	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142659	ENR	Pamela Alvarado	2003-01-04	UHC-72222-89	6928930604	144 Mountain View Dr Apt 2, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-400975	CLM	Sean F Hunter	1944-01-18	UHC-33259-01	—	5604 Pine Dr, Austin, TX, 78795	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401946	CLM	Christina Nguyen	2003-04-20	UHC-52000-64	—	9150 Harbor Blvd, San Diego, CA, 92182	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-121163	ENR	Matthew V Stevens	1964-03-01	UHC-13745-51	8804965786	477 Sunset Blvd, Fresno, CA, 93760	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51118	TPA	Ken Hughes	1975-08-17	—	—	3248 Bayshore Dr, Miami, FL, 33115	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420794	CLM	Diane Lewis	2003-08-05	—	7765354065	566 Baseline Rd, Atlanta, GA, 30328	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427185	CLM	Albert Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108326	ENR	Katherine X West	1967-06-02	UHC-73815-44	4079822514	5279 Central Ave, Tempe, AZ, 85273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53823	TPA	Billy Parker	1973-06-07	—	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-413102	CLM	Kelly Guarrero	1998-08-13	—	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
PRV-21736	PRV	Michael Wells	1953-10-18	—	6285783924	4425 Mesa Dr, Charlotte, NC, 28254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100354	ENR	Daniel Wang	1972-09-13	UHC-64801-14	9435359067	7349 Elm St, Fresno, CA, 93779	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-429222	CLM	Aisha Laron	1949-09-22	UHC-69901-39	—	3250 Broadway, Eden Prairie, MN, 55381	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more

16,828 rows, page 214 of 337Previous Next