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
PRV-27357	PRV	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-412231	CLM	Jennifer K Le	1952-03-04	—	—	3020 Lake View Rd, Tampa, FL, 33603	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418281	CLM	Abigail Aguilar	1997-05-25	—	7763786207	8621 Hillcrest Rd, Las Vegas, NV, 89184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-132762	ENR	Grgeory McCoy	1943-07-23	UHC-42545-15	5354262329	2161 Maple Ave, Gilbert, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-135324	ENR	Mark J Porter	1946-06-24	UHC-03643-62	2296237132	2738 Canyon Rd, Atlanta, GA, 30314	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-63874	TPA	Christina Silva	1989-01-20	—	5524932005	4021 Maple Ave, Las Vegas, NV, 89161	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122347	ENR	Walter Washington	1981-12-16	UHC-34661-92	5097985418	6312 Park Pl, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425646	CLM	Roy Brooks	2006-11-27	UHC-54707-20	—	6646 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57858	TPA	Virginia Y Wagner	1996-02-14	—	—	992 Cedar Ln, Tucson, AZ, 85721	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119691	ENR	Dorothy J Howard	2004-01-24	UHC-57229-61	—	7635 Pine Dr, Tempe, AZ, 85233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108980	ENR	Cynthia Flores	1953-03-20	UHC-83094-82	—	7392 Pine Dr, Minneapolis, MN, 55481	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53525	TPA	Samantha Nunez	1990-02-28	UHC-31120-14	5365474717	3542 Hillcrest Rd, Los Angeles, CA	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
ENR-127632	ENR	Sharon Y Burton	1955-05-27	UHC-21748-50	6674613291	5914 Baseline Rd, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110136	ENR	Logan O Campbell	1990-09-18	UHC-56514-20	8618049547	2944 Jefferson Ave, Eden Prairie, MN, 55384	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58338	TPA	Evans Joseph	1997-07-02	—	—	7198 Oak St, Tempe, AZ, 85236	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-59586	TPA	Kaen Mills	1992-07-13	—	4169909506	4749 Highland Ave, Denver, CO, 80234	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102857	ENR	Jack Jimenez	1965-07-22	UHC-31944-66	4194069170	1751 Apache Blvd, Tucson, AZ, 85725	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
ENR-138068	ENR	Kyle Hoowell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135470	ENR	Marilyn A Guerrero	1997-05-12	UHC-29798-32	9315663424	3267 Mesa Dr, Orlando, FL, 32804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130672	ENR	Doris R Welch	1975-10-26	UHC-03290-26	5157490853	67 Elm St, Charlotte, NC, 28213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26993	PRV	Timothy Bradley	1982-01-14	UHC-38160-44	8068900272	4594 Baseline Rd, Nashville, TN, 37285	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126616	ENR	Keith I Gordon	1965-09-11	UHC-14722-66	3936293122	9536 Lake View Rd, Dallas, TX, 75240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429773	CLM	Mateo Guerrero	2001-04-08	UHC-46112-25	—	955 Elm St, San Antonio, TX, 78240	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122171	ENR	Jacob Y Little	1974-07-12	UHC-14867-13	6986938137	6323 Canyon Rd, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125192	ENR	Noah Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113587	ENR	Donna O Hoffman	1998-08-07	UHC-23819-12	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105609	ENR	Beverly P Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd, Seattle, WA, 98189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403890	CLM	Raymond Aguilar	1951-04-03	UHC-81281-26	4118760579	1291 Highland Ave, Chandler, AZ, 85250	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419875	CLM	Mary Williams	1960-06-08	UHC-91552-92	—	975 Mesa Dr, Denver, CO, 80254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430320	CLM	Joyce Santos	1986-04-08	—	—	9522 Central Ave, Orlando, FL, 32815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102418	ENR	Gary Walker	1999-02-04	UHC-30122-51	7853045209	2765 Camelback Rd, Charlotte, NC, 28252	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422221	CLM	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63181	TPA	Shyrley Banks	1947-01-01	—	—	125 Lake View Rd, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55155	TPA	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55156	TPA	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-431953	CLM	Dougals Castillo	1962-12-03	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426078	CLM	Lauren Peters	1984-07-16	—	—	1420 Oak St, Glendale, AZ, 85392	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109891	ENR	Bruce K Sanchez	1966-12-13	UHC-67947-39	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427346	CLM	Scott Boyd	1961-05-06	—	5788993387	8030 Forest Ave, Jacksonville, FL, 32299	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411980	CLM	Hiroshi J Lawrence	1943-01-16	UHC-54967-01	—	5431 Hillcrest Rd, San Antonio, TX, 78200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140523	ENR	Joe Z Castillo	2004-07-01	UHC-32471-33	2068476160	3407 Lincoln Way, Seattle, WA, 98139	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-127183	ENR	Patrick Murphy	1956-03-05	UHC-80947-87	4739219594	1182 Desert Sky Blvd, Houston, TX, 77009	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129332	ENR	Mary Dunn	2006-01-08	UHC-29729-74	5104349878	7093 Mountain View Dr, Tampa, FL, 33647	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105508	ENR	Joseph Gray	1954-08-06	UHC-42564-49	3444259461	907 Cedar Ln, Phoenix, AZ, 85044	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104629	ENR	Judith U Mitchell	1989-05-03	UHC-63511-75	3678072816	4147 Valley View Dr, Dallas, TX, 75227	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-400226	CLM	Evelyn Knight	1989-08-28	UHC-87537-12	—	4135 Church St, Glendale, AZ, 85372	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

16,828 rows, page 146 of 337Previous Next