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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135816	ENR	Alexander Obrien	1970-05-20	UHC-27163-89	4972713147	618 Sage Ct, Columbus, OH, 43236	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118650	ENR	Zachary Aguilar	1985-09-04	UHC-72976-93	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109074	ENR	Mateo Lopez	1978-04-21	UHC-64208-95	7397297859	2923 Desert Sky Blvd, Dallas, TX, 75222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126415	ENR	Jacqueline Evans	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28973	PRV	Christopher Evans	1905-10-23	—	8439633499	9894 Maple Ave, Tucson, AZ, 85730	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400384	CLM	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26721	PRV	Heather Hart	1960-06-27	UHC-02743-92	6385063717	8139 Highland Ave, Jacksonville, FL, 32212	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419612	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106913	ENR	Judith M Harris	—	UHC-25584-49	6972632982	1921 Park Pl, Tucson, AZ, 85723	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-125299	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125300	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410949	CLM	Lawrence Ortega	1984-07-09	—	9632023313	1931 Lake View Rd, Plano, TX, 75090	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-120474	ENR	Laura Q Ramos	1995-07-22	UHC-35531-48	—	9515 Jefferson Ave, Tucson, AZ, 85754	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106484	ENR	Gabriel J Owens	1992-12-11	UHC-29998-65	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142760	ENR	Jeremy O Pierce	1955-06-26	UHC-58693-80	7413043936	959 Lincoln Way, Jacksonville, FL, 32283	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53808	TPA	John Lee	1980-12-10	—	—	7726 Mesa Dr, Nashville, TN, 37298	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58561	TPA	QJunk	2001-03-04	UHC-59973-87	6435693627	4763 Church St Apt 38, Plano, TX, 75068	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-52358	TPA	Wayne Cunningham	1947-05-12	—	—	1551 Lincoln Way # 746, Dallas, TX, 75265	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112569	ENR	Douglas Tucker	1992-08-22	UHC-89410-87	9769968532	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28223	PRV	Ronald C Stone	1938-12-18	UHC-53111-75	7609529855	2406 Apache Blvd, Gilbert, AZ, 85295	0.52	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-119347	ENR	Cynthia M King	1956-04-22	UHC-47003-55	2809904207	1946 Jefferson Ave, Austin, TX, 78775	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-429267	CLM	Terry Russell	1940-06-04	UHC-49834-84	—	8387 Apache Blvd Apt 25, Charlotte, NC, 28204	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113001	ENR	Bryan Williams	2007-08-09	UHC-08951-32	2198365668	3380 Park Pl # 671, Tempe, AZ, 85201	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23211	PRV	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137730	ENR	Shirley Patel	1990-11-08	UHC-16580-02	8053178996	8596 Mountain View Dr, Fresno, CA, 93740	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21118	PRV	Hannah X Nguyen	1972-05-08	—	7235525865	8201 Meadow Ln, Dallas, TX, 75293	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59281	TPA	Noah Cuoper	2007-08-28	—	—	3408 Grand Ave, Tempe, AZ, 85254	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-116050	ENR	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54341	TPA	Tommy Jensen	1993-10-28	—	4339903320	2508 Maple Ave, Mesa, AZ, 85243	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425972	CLM	Natalie Johnston	—	—	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-55798	TPA	Roger Gibson	1942-12-06	—	—	2278 Canyon Rd, San Diego, CA, 92154	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-426907	CLM	Frank Garcia	1940-07-01	UHC-99822-51	—	9059 Market St, Denver, CO, 80268	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416732	CLM	Kathryn I Henderson	1953-11-28	UHC-09847-52	—	4192 Market St, Las Vegas, NV, 89134	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137800	ENR	Barbara X Vargas	1982-10-19	UHC-68487-65	5535404131	302 Indian School Rd, Glendale, AZ, 85395	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28605	PRV	Bruce Fox	1979-09-06	UHC-44206-81	7739939925	4844 Cedar Ln, Austin, TX, 78744	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-134779	ENR	Jonh D Payne	1947-12-01	UHC-58602-12	—	4417 Hillcrest Rd, Atlanta, GA, 30363	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106040	ENR	Amber F White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137499	ENR	Billy L Ford	—	UHC-13141-01	4184924143	5605 Sunset Blvd, Tempe, AZ, 85247	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403966	CLM	Mark Crawford	—	UHC-80518-14	—	9452 Mesa Dr, Eden Prairie, MN, 55398	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411628	CLM	Arthur Matthews	1958-09-05	—	—	8260 Palm Dr, Plano, TX, 75035	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139026	ENR	Betty Henderson	1979-05-25	UHC-12907-68	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408807	CLM	Wilson Beverly	—	UHC-39470-08	—	6056 Forest Ave, Jacksonville, FL, 32289	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102106	ENR	Brittany V Contreras	1961-08-02	UHC-96678-57	5372095027	4487 Pine Dr, Nashville, TN, 37283	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104741	ENR	Aaron Brown	2000-01-02	UHC-60711-09	5939337885	1818 Elm St, Sacramento, CA, 95859	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422482	CLM	Bobby Wilson	1980-12-08	—	—	2048 Lake View Rd, San Antonio, TX, 78246	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112819	ENR	Yuki Lynch	1963-06-01	UHC-60388-32	—	1153 Canyon Rd Apt 20, Gilbert, AZ, 85223	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113964	ENR	Mei Chavez	1997-10-09	UHC-94469-58	—	3316 Mesa Dr, Austin, TX, 78799	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-51138	TPA	Eugene Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-407771	CLM	Brian Wang	1954-12-26	UHC-03998-29	—	2019 Valley View Dr # 248, Eden Prairie, MN, 55356	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58407	TPA	Eugene Fields	1946-04-17	—	2327990491	8134 Valley View Dr, Columbus, OH, 43232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more

8,263 rows, page 41 of 166Previous Next