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 “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
ENR-105600	ENR	Gabriel Russell	—	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-114402	ENR	Gerald Wright	1998-09-24	UHC-16903-15	—	223 Church St, Miami, FL, 33114	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140694	ENR	Michelle Phillips	1946-10-01	UHC-44626-22	5899044752	4100 Lake View Rd Apt 37, Miami, FL, 33148	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-107535	ENR	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	8402 Canyon Rd, Scottsdale, AZ, 85246	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131529	ENR	Dorothy N Hayes	2007-11-07	UHC-27529-31	3326917705	6272 Bayshore Dr, Tucson, AZ, 85729	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126326	ENR	Aisha Salazar	1967-12-18	UHC-25890-60	8404335234	9703 Willow Ct, Las Vegas, NV, 89193	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133159	ENR	Liz Z Pierce	1965-07-21	UHC-28078-48	4284330934	3566 Central Ave, San Antonio, TX, 78213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110763	ENR	Timothy L Ortega	1995-11-14	UHC-61342-15	5465806924	9713 Park Pl, Los Angeles, CA, 90055	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142710	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139497	ENR	Roegr Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122012	ENR	Brandon F Morris	1961-09-27	UHC-64581-74	5829631175	3009 Maple Ave, Tampa, FL, 33626	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138472	ENR	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113830	ENR	Adam Bailey	2000-08-10	UHC-61330-54	6804042855	6587 Jefferson Ave Apt 5, Scottsdale, AZ, 85222	0.52	Name re-cased Unit split from street City re-cased State code upper-cased+2 more
ENR-126277	ENR	Jean J Vargas	1990-06-03	UHC-91924-50	—	3267 Oak St, Mesa, AZ, 85261	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123611	ENR	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	4566 Forest Ave # 209, Phoenix, AZ, 85099	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137918	ENR	Kaayla Lucas	1977-08-04	UHC-47421-09	6537973895	8456 Valley View Dr, Eden Prairie, MN, 55377	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112124	ENR	Jack W Delgado	—	UHC-17106-67	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-107611	ENR	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120223	ENR	Diana A Aguilar	1958-08-04	UHC-33485-42	7774006191	4656 Elm St Apt 6, Chandler, AZ, 85277	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133001	ENR	Scott T Welch	1959-08-19	UHC-58824-47	9268572477	3195 Baseline Rd, Atlanta, GA, 30389	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-110913	ENR	MatthewJunk	1992-09-05	UHC-62583-91	5527562708	6539 Highland Ave, Plano, TX, 75036	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107923	ENR	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 988, Gilbert, AZ, 85254	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121296	ENR	Brittany K Ferguson	1990-09-21	UHC-84955-92	—	8269 Baseline Rd, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118984	ENR	Eevlyn Munoz	1971-10-06	UHC-08992-37	7896126352	6463 Ocean Ave, Glendale, AZ, 85333	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112369	ENR	Brenda M Phillips	1945-10-26	UHC-36458-25	5117760774	5189 Grand Ave, Orlando, FL, 32884	0.52	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+2 more
ENR-112937	ENR	Matthew E Jones	2002-04-11	UHC-71563-08	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107039	ENR	Sandra A Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130976	ENR	Christine Wright	1955-03-17	UHC-12937-89	9174292664	1177 Hillcrest Rd, Chandler, AZ, 85277	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117842	ENR	Alice P Bowman	1941-10-04	UHC-07682-18	7879353391	6661 Main St, Houston, TX, 77040	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142483	ENR	Charlie A Nunez	1953-05-25	UHC-42084-71	8627104283	1663 Mesa Dr, Seattle, WA, 98179	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125182	ENR	Gregory Morgan	1943-01-06	UHC-49778-47	8538846540	3106 Harbor Blvd, Denver, CO	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-113499	ENR	Watkins Maria	1943-09-15	UHC-30542-27	9796542026	7679 Central Ave, Tampa, FL, 33666	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103974	ENR	Jean Santiago	1943-08-12	UHC-49960-87	5786613242	3517 Highland Ave, Los Angeles, CA, 90038	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111687	ENR	Mratha B Soto	1957-12-05	UHC-45087-63	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137038	ENR	Gaary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr, Plano, TX, 75017	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122979	ENR	Diane L Armstrong	2004-04-20	UHC-42308-24	2015399999	3013 Forest Ave # 864, Charlotte, NC, 28246	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125738	ENR	Justin Q Murphy	—	UHC-52723-74	3747576957	8829 Pine Dr, Dallas, TX, 75279	0.52	Date of birth reformatted Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-105592	ENR	Santiago Herrera	1965-05-20	UHC-36829-74	2975336713	9406 Washington St, Mesa, AZ, 85267	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116179	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-142058	ENR	Timothy G Bennett	1940-11-17	UHC-58565-83	3744460647	1538 Harbor Blvd # 855, Tempe, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138758	ENR	Dorothy Y Banks	1968-02-22	UHC-45975-38	7796758829	2711 Baseline Rd, Orlando, FL, 32854	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104227	ENR	Adam H Buurke	1940-09-04	UHC-31213-74	5924843277	1835 Hillcrest Rd, Nashville, TN, 37249	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-118202	ENR	Grace I Ramos	1991-08-09	UHC-74116-69	7933245860	683 Hillcrest Rd, Charlotte, NC, 28231	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131774	ENR	Mendoza Frank	1981-10-06	UHC-46190-14	9387076634	9694 Oak St, Charlotte, NC, 28225	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108112	ENR	Nick Harrison	1986-01-22	UHC-96747-20	5779084010	8587 Maple Ave, Dallas, TX, 75262	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120370	ENR	Mark Hunter	1941-09-01	UHC-16438-98	—	1443 Elm St, San Diego, CA, 92170	0.52	Phone missing area code SSN last four extracted City re-cased Gender normalised+2 more
ENR-100772	ENR	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-140264	ENR	Betty T Griffin	1956-02-08	UHC-23779-75	3918274461	4989 Central Ave, Las Vegas, NV	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122642	ENR	Robert K Sandoval	1983-10-28	UHC-65139-83	2917441160	1782 Mountain View Dr, Fresno, CA, 93776	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122328	ENR	Victoria U Padilla	1959-10-24	UHC-11852-45	7215731861	3519 Willow Ct, Seattle, WA, 98135	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more

7,326 rows, page 41 of 147Previous Next