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 “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
TPA-57859	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61658	TPA	Tony Thompson	1957-06-26	—	—	7223 Church St, Plano, TX, 75002	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54160	TPA	Diana Woods	1989-12-02	—	6553257920	795 Sage Ct, San Diego, CA, 92137	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52476	TPA	Diego Bradley	1978-04-22	—	—	1851 Ridge Rd, Plano, TX, 75001	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53310	TPA	Abby Kelley	1987-10-27	—	—	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55100	TPA	Jack Carter	1997-04-23	—	6939400690	9198 Mountain View Dr Apt 21, Tucson, AZ, 85754	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-53087	TPA	Heather Vazquez	1979-12-04	UHC-76947-93	—	5238 Harbor Blvd, Chandler, AZ, 85258	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61645	TPA	Jenen Helen	1974-11-10	—	3126737421	5779 Market St, Charlotte, NC, 28244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58896	TPA	Carlos R Wells	2000-05-14	UHC-40662-02	8239587856	3686 Sunset Blvd, Los Angeles, CA, 90008	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53303	TPA	Justin Little	1966-06-17	—	6579115337	7591 Cedar Ln, Houston, TX, 77007	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56019	TPA	Santiago Moore	1963-11-19	—	—	3960 Spring St, Nashville, TN, 37231	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54047	TPA	Madison Garza	1979-04-02	UHC-61120-69	—	1278 Sage Ct, Denver, CO, 80280	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63674	TPA	Christoppher Graham	1994-10-28	—	6759348647	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50953	TPA	Lawrence Montgomery	1986-11-18	—	—	201 Church St, Phoenix, AZ, 85043	0.64	Name re-cased Street suffix standardised Address re-cased 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
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
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
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
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
TPA-50380	TPA	Brandon W Russell	1945-07-24	—	—	7081 Main St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53293	TPA	Evelyn Aguilar	1950-07-13	—	—	2316 Ridge Rd, Tampa, FL, 33637	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53806	TPA	Grace Padilla	1956-02-27	—	9179541768	9820 Jefferson Ave, Dallas, TX, 75266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63838	TPA	Dorothy Sandoval	1994-05-25	UHC-73203-21	—	1738 Mountain View Dr, Seattle, WA, 98108	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53143	TPA	Diaane Alvarez	1998-06-11	—	—	7578 Central Ave, Plano, TX, 75055	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54175	TPA	Victoria Cruz	1988-11-01	—	—	2669 Forest Ave, Glendale, AZ, 85314	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51144	TPA	Samuel Gordon	1999-08-21	—	8877886818	906 Church St, San Antonio, TX, 78212	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61212	TPA	Robert Lee	1999-02-15	—	9123300302	8775 Spring St, Chandler, AZ, 85204	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59209	TPA	Joan Jordan	1971-03-27	—	7723556936	2197 Harbor Blvd, Minneapolis, MN, 55439	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62551	TPA	Jessica Graham	1994-01-22	—	—	8488 Market St, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56098	TPA	Juan Welch	1959-01-05	—	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61887	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55134	TPA	Teresa Burton	1998-07-06	—	3299345762	9371 Pine Dr, Columbus, OH, 43224	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57825	TPA	Brandon Carpenter	1975-06-24	—	2545791030	7531 Cedar Ln, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59849	TPA	Lawrence Soto	1974-08-02	—	5823902790	6232 Willow Ct, Tempe, AZ, 85269	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-60795	TPA	Stephens Fatima	1995-07-04	—	—	1103 Main St, Sacramento, CA, 95862	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57400	TPA	Keith Burke	1951-08-19	—	—	9829 Desert Sky Blvd, Miami, FL, 33192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55774	TPA	Christina Carter	1942-10-03	—	5076300680	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54120	TPA	Nathan Cunningham	1938-05-08	—	5242251717	8203 Lake View Rd, Atlanta, GA, 30399	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62757	TPA	Donna Russell	1981-09-22	—	—	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-59241	TPA	George Estrada	1950-05-27	—	6503148876	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
TPA-57251	TPA	Janet Dean	1989-12-07	—	9548175249	8717 Palm Dr, Phoenix, AZ, 85037	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58890	TPA	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50485	TPA	Park Z Donald	1995-07-25	—	8936697271	8179 Church St, Miami, FL, 33175	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57295	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-50023	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-64090	TPA	Alexis Reed	1955-03-05	—	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-60598	TPA	Rebecca D Garza	1983-04-05	—	—	9302 Harbor Blvd, Glendale, AZ, 85305	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

2,435 rows, page 20 of 49Previous Next