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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-58059	TPA	Evelyn Evans	1988-03-04	—	—	549 Grand Ave, Gilbert, AZ, 85249	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58258	TPA	Aisha Snyder	1967-03-11	—	—	7756 Hillcrest Rd, Atlanta, GA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-51701	TPA	Margaret Kelley	—	—	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+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-58647	TPA	Carolyn Gordn	1956-11-16	UHC-62649-12	—	5433 Desert Sky Blvd, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-59407	TPA	Jeffrey X Prk	1938-06-15	—	—	5894 Pine Dr, Chandler, AZ	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
TPA-53833	TPA	Randy Thompson	1994-11-20	—	—	4277 Elm St, Houston, TX, 77081	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55887	TPA	Eric Jenkinns	2004-02-27	—	4014251483	8967 Pine Dr, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59387	TPA	Larry Bradley	2001-10-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57875	TPA	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+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-61568	TPA	Barbara Dunn	2007-01-04	UHC-34994-98	—	8620 Cedar Ln, Miami, FL, 33198	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58589	TPA	Carolyn Ortiz	1983-01-27	—	—	4744 Cedar Ln, Miami, FL, 33179	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64470	TPA	Wayne Simmons	—	—	—	2699 Ocean Ave Apt 3, Seattle, WA, 98148	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
TPA-61374	TPA	Joan Soto	1981-05-17	—	—	1004 Apache Blvd Apt 14, Los Angeles, CA, 90000	0.52	Name re-cased Unit split from street 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-56677	TPA	Paul Garza	1980-09-17	—	—	9746 Forest Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-52646	TPA	Harold Carr	1978-01-16	—	—	7475 Pine Dr, Denver, CO, 80247	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-50837	TPA	Kyle Z Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
TPA-51163	TPA	Carl George	1959-08-09	—	—	2222 Oak St, Tucson, AZ, 85739	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58643	TPA	Dennis Bowman	2001-08-12	UHC-53395-80	8766362245	4292 Market St Apt 8, Charlotte, NC, 28258	0.52	Unit split from street Street suffix standardised Address re-cased City 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-52868	TPA	Linda Myers	1975-11-06	—	2465836521	8146 Church St, Phoenix, AZ, 85039	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58815	TPA	Jeremy A Roberts	1994-12-02	—	—	9863 Sage Ct, Columbus, OH	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
TPA-59468	TPA	Brittany Medina	1995-11-10	—	3808563600	8502 Baseline Rd, Glendale, AZ, 85311	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57973	TPA	Peter Richardson	1988-10-15	—	—	4232 Mesa Dr, Phoenix, AZ, 85008	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-55740	TPA	Danielle Thompson	1993-05-12	UHC-07773-71	—	5664 Ridge Rd, Columbus, OH, 43221	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56894	TPA	Ashley Kelley	1990-07-03	—	—	9283 Indian School Rd, San Diego, CA, 92129	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61700	TPA	Jordan Greene	—	—	2329202495	2298 Camelback Rd # 808, Scottsdale, AZ, 85255	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+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-61166	TPA	Deborha Owens	1969-09-28	—	—	7234 Highland Ave, Fresno, CA, 93721	0.52	SSN last four extracted Street suffix standardised Address re-cased 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-63948	TPA	Natalie Ryan	2004-06-05	—	—	9790 Washington St # 404, Minneapolis, MN	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
TPA-61511	TPA	Kayla Brooks	—	—	—	9810 Forest Ave, Miami, FL, 33105	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+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-58524	TPA	Marcus Boyd	1980-03-05	—	8852331451	8120 Central Ave Apt 2, Las Vegas, NV, 89144	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-56478	TPA	Steven George	—	UHC-39607-73	—	3251 Desert Sky Blvd, Charlotte, NC	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57168	TPA	Alice I Sanders	2002-07-10	—	—	1418 Forest Ave, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57167	TPA	Alice I Sanders	2002-07-10	—	—	1418 Forest Ave, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61310	TPA	Ahmed I Li	—	—	—	9424 Park Pl, Eden Prairie, MN, 55361	0.52	Name re-cased Date of birth missing State name converted to code Gender normalised+2 more
TPA-61489	TPA	Valentina Morris	2000-09-25	UHC-14927-47	—	1890 Mesa Dr, Austin, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59776	TPA	Nancy Austin	1950-10-02	—	—	3707 Valley View Dr # 833, Austin, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62452	TPA	Denise L Hughes	1997-09-03	—	—	8318 Central Ave, Denver, CO, 80219	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more

14,135 rows, page 22 of 283Previous Next