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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127981	ENR	Camila G Jaackson	1961-05-15	UHC-96379-79	3078514175	9839 Lincoln Way, Chandler, AZ, 85221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130789	ENR	Matt Roberts	1981-08-12	UHC-34127-65	9213863935	5944 Bayshore Dr, Las Vegas, NV, 89188	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122318	ENR	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104192	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-127587	ENR	Debra L Garza	1984-04-28	UHC-51147-76	7983785945	6588 Ocean Ave, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-136386	ENR	Deborah O Perkins	2002-08-22	UHC-87285-05	5297969848	2868 Mesa Dr, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114090	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-121148	ENR	Gary G Diaz	1989-06-16	UHC-46839-16	4233148081	4178 Baseline Rd, Chandler, AZ, 85225	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124727	ENR	Larry Chapman	1981-11-16	UHC-75031-60	2542524594	3349 Union St, Eden Prairie, MN, 55390	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139467	ENR	Hannah Howell	1938-12-24	UHC-33142-04	9762549223	550 Palm Dr, Plano, TX, 75033	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138703	ENR	Christopher Davis	1986-04-14	UHC-15407-27	3003032139	6306 Jefferson Ave, Atlanta, GA, 30301	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-109258	ENR	Jeremy K Mitchell	2003-04-22	UHC-39524-30	2295039534	7007 Camelback Rd, Nashville, TN, 37206	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-141527	ENR	Lauren Ramirez	1948-08-16	UHC-84759-98	3914486285	3078 Lincoln Way # 726, San Antonio, TX, 78217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130995	ENR	Amber Morgan	1966-09-01	UHC-85362-43	5143294492	3812 Canyon Rd, Fresno, CA, 93799	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-142155	ENR	Jerry Nelson	1988-01-17	UHC-37494-37	3914462333	1568 Highland Ave, Charlotte, NC, 28216	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123461	ENR	Denise Welch	—	UHC-62650-06	8526940772	2403 Palm Dr, Nashville, TN, 37204	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-135234	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St Apt 37, Los Angeles, CA, 90036	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-109734	ENR	Vincent M Meyer	2005-07-25	UHC-00737-86	7215726749	7588 Camelback Rd, Dallas, TX, 75251	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137600	ENR	Rebecca Chaavez	1950-01-16	UHC-71339-57	7263254587	5053 Pine Dr Apt 20, Houston, TX, 77045	0.48	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133925	ENR	Ben Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111929	ENR	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL, 33141	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139453	ENR	Frank V Morales	1976-04-05	UHC-96271-47	4853542454	5658 Lincoln Way, Eden Prairie, MN	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-138670	ENR	Larry Y Morgan	1971-01-28	UHC-96302-08	8255940810	6143 Oak St, Tucson, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118915	ENR	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101485	ENR	Maria Berry	1946-06-20	UHC-38529-44	2722344177	6589 Camelback Rd, Atlanta, GA, 30314	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-136420	ENR	Rodriguez L Ray	1942-10-26	UHC-95659-03	2328558689	7779 Ridge Rd, Phoenix, AZ, 85003	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127538	ENR	Keith B Burke	1994-12-20	UHC-65252-24	4846619037	4190 Spring St, Austin, TX, 78711	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138245	ENR	Sarha D Green	2005-02-06	UHC-82924-01	5572580730	6549 Apache Blvd, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129148	ENR	Hiroshi U Schultz	—	UHC-49624-39	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129913	ENR	Willie D Matthews	1980-12-05	UHC-09213-65	3737855981	3400 Forest Ave, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-137306	ENR	Shirley Y Gordon	—	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.48	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123536	ENR	Logan Carlson	—	UHC-21993-13	3998860100	3760 Main St, Mesa, AZ	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111477	ENR	Virginia J Le	1958-01-16	UHC-66102-15	2238709435	4073 Forest Ave, Scottsdale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115551	ENR	Peter George	1970-12-27	UHC-53360-70	6559252604	7796 Oak St, San Antonio, TX, 78214	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111811	ENR	Justin Anderson	1986-12-28	—	8695267790	3886 Church St, Glendale, AZ, 85373	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108954	ENR	Mark T Johnston	1981-04-13	UHC-91112-59	6915183756	9121 Ridge Rd, Atlanta, GA, 30338	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129207	ENR	Luis B Thompson	1969-01-01	UHC-10698-32	6079116912	5642 Indian School Rd, Chandler, AZ, 85262	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110474	ENR	Noah H Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122616	ENR	Shirley Bennett	—	UHC-38488-53	3919141801	8915 Canyon Rd, Plano, TX, 75024	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115360	ENR	Arthur L Rice	—	UHC-25386-54	5812371863	4090 Market St, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-126692	ENR	Noah Yang	—	UHC-35553-42	3393466328	1662 Main St, Sacramento, CA, 95892	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-109639	ENR	Brian G Vazquez	1970-07-16	UHC-12630-18	3646615998	4314 Washington St, Sacramento, CA, 95831	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-106498	ENR	Catherine X Garcia	1965-03-14	UHC-49707-14	6736093324	95 Baseline Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118784	ENR	Paul D Collins	—	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.48	Date of birth unreadable Phone reformatted City re-cased State code upper-cased+4 more
ENR-112089	ENR	Anthony Z Herrera	1955-09-22	UHC-04422-46	3183576638	8996 Apache Blvd, Columbus, OH	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137249	ENR	Ann Bowman	1970-06-15	UHC-58657-88	4508444063	6414 Ridge Rd, Phoenix, AZ, 85023	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-115316	ENR	Terry K Coleman	1939-09-10	UHC-28889-03	7553533818	9252 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more

28,181 rows, page 21 of 564Previous Next