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

Third-party administrator, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62240	TPA	Carol Brooks	1953-08-03	UHC-66153-39	2105415131	3003 Oak St, Dallas, TX, 75266	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60404	TPA	Doris Torres	—	—	—	7807 Sunset Blvd, Phoenix, AZ, 85071	0.52	Name split from “Last, First”Date of birth missing City re-cased State name converted to code+2 more
TPA-63999	TPA	Carol J Lane	1971-04-14	—	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60446	TPA	Brenda Munoz	1979-05-11	—	—	6309 Park Pl, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53720	TPA	Cynthia Lewis	1959-05-07	—	—	9721 Apache Blvd, Gilbert, AZ, 85214	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59452	TPA	Frank Thompson	1982-09-06	—	—	5660 Valley View Dr, Fresno, CA, 93730	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50622	TPA	Bobby Jordan	1994-07-21	—	—	7850 Market St, Charlotte, NC	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+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
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
TPA-58987	TPA	Noah Cook	1982-04-09	—	6506429202	496 Market St, Tempe, AZ, 85263	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54706	TPA	Jose Munoz	1982-11-23	—	—	7787 Mesa Dr, Tampa, FL, 33665	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53714	TPA	Roy Mendez	1973-06-03	—	7732206513	9475 Meadow Ln, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57955	TPA	Doroty Griffin	1942-08-16	—	—	968 Camelback Rd, Austin, TX, 78770	0.52	Name split from “Last, First”Two-digit birth year 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
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
TPA-63165	TPA	Donald Chapman	2003-08-09	—	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57998	TPA	Hayes B Gloria	2006-11-05	UHC-74017-49	—	9821 Spring St, Fresno, CA, 93770	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
TPA-63010	TPA	Austin Rogers	1986-07-06	—	—	7743 Sage Ct, San Antonio, TX, 78273	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-61873	TPA	Katherrine Estrada	1969-09-09	—	5177047628	3002 Elm St, Dallas, TX, 75262	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62226	TPA	Russell Young	1950-05-14	—	—	6989 Mountain View Dr, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59506	TPA	Arjun G Morris	1999-02-21	—	—	3815 Cedar Ln, Scottsdale, AZ, 85290	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53166	TPA	Priya U Hunt	1992-04-15	—	—	9005 Ocean Ave, Denver, CO, 80251	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56516	TPA	Billy L Little	2002-08-12	—	—	5327 Canyon Rd, Columbus, OH, 43296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51964	TPA	Chuck Jones	1950-06-21	—	6077012816	1193 Ocean Ave, Mesa, AZ, 85209	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54181	TPA	Bradley Brown	2004-06-11	—	—	4265 Grand Ave, Houston, TX, 77064	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-59754	TPA	Joyce K Reynolds	1963-10-28	—	—	3813 Harbor Blvd, Sacramento, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63561	TPA	Virginia Simmons	1960-12-20	—	—	4459 Canyon Rd, Minneapolis, MN, 55407	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62912	TPA	David Mason	1997-04-19	—	4716776072	8973 Cedar Ln, Seattle, WA, 98181	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64065	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64066	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53094	TPA	Santiago Lewis	1973-11-02	—	—	1083 Sage Ct, Fresno, CA, 93776	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60849	TPA	Amy Collins	1970-09-28	—	—	4997 Maple Ave # 315, Minneapolis, MN, 55493	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52041	TPA	Keith Hall	1966-04-03	—	—	1725 Cedar Ln # 423, Dallas, TX, 75243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55047	TPA	Terry N Arnold	1952-02-27	—	—	5298 Elm St, Sacramento, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63449	TPA	Ralph Phillips	1983-08-09	—	—	6178 Park Pl, Austin, TX, 78712	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61097	TPA	Amber Lawson	1989-08-18	—	—	6226 Indian School Rd, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57171	TPA	Valentina Harvey	1979-04-11	—	—	3650 River Rd, Austin, TX, 78759	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63705	TPA	Madison Spencer	1973-01-18	—	9489971918	8387 River Rd, Denver, CO	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62607	TPA	Michael Johnston	1994-08-25	—	—	9651 Ocean Ave, Charlotte, NC, 28251	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51736	TPA	Diana Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51518	TPA	Betty Carlson	1976-12-24	—	—	3306 River Rd, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55327	TPA	Hirohsi Hanson	1939-12-11	—	—	6791 Baseline Rd, Minneapolis, MN, 55425	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61520	TPA	Samantha Wang	1995-09-10	—	—	570 Ridge Rd, Charlotte, NC, 28202	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
TPA-54871	TPA	Elijah Sullivan	1941-04-26	—	3495992944	7717 Lake View Rd, Eden Prairie, MN, 55373	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58356	TPA	Bradley Soto	1989-06-17	—	—	4949 Lake View Rd, Los Angeles, CA, 90093	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64228	TPA	Lisa Graham	1951-12-26	—	—	4093 Ridge Rd, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54548	TPA	Terresa Myers	1966-05-12	UHC-67569-91	—	3439 Pine Dr # 322, Tucson, AZ, 85763	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-62922	TPA	Thomas Jimenez	1993-09-18	—	—	7889 Forest Ave # 726, Gilbert, AZ, 85267	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61309	TPA	Ahmed Li	—	—	8079369613	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-55690	TPA	John Harper	2004-01-19	—	—	7402 Ocean Ave, Atlanta, GA, 30389	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

1,488 rows, page 7 of 30Previous Next