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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-111683	ENR	Marilyn T Richads	1995-06-26	UHC-52260-31	9079841631	2627 Church St, Denver, CO, 80240	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137201	ENR	Eugene V Watkins	1965-11-24	UHC-59440-01	6562618581	5076 Elm St # 250, Denver, CO, 80295	0.52	Phone reformatted Unit split from street 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-112867	ENR	Zachary Hill	1958-01-15	UHC-33929-52	2539570730	7404 Market St # 840, Sacramento, CA, 95805	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102733	ENR	Greg Chen	—	UHC-87310-18	—	8242 Canyon Rd, Mesa, AZ, 85280	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-122681	ENR	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave, Glendale, AZ, 85394	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+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-111534	ENR	Carol James	1950-05-14	UHC-38761-26	—	34 Sage Ct Apt 39, Scottsdale, AZ, 85209	0.52	Phone missing area code Unit split from street Street suffix standardised Address 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-130254	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120827	ENR	Diane Snyder	—	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133295	ENR	Karen Q Clark	2007-12-06	UHC-47593-45	5647392600	1136 Baseline Rd, Los Angeles, CA, 90084	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142498	ENR	Terry Q Hill	—	UHC-63505-05	7094435864	212 Washington St, Seattle, WA, 98145	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107661	ENR	Sara Carr	1982-05-24	UHC-76869-45	4134100117	3915 Washington St, Nashville, TN, 37293	0.52	Two-digit birth year 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-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-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-127425	ENR	Donna Cook	1978-02-12	UHC-07640-06	8798708298	6772 Desert Sky Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101139	ENR	Brandoon J Munoz	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City 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-125825	ENR	Aaron V Berry	1972-03-04	UHC-34568-51	6329208521	3935 Market St, Chandler, AZ, 85286	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132095	ENR	Jacob Peterson	1947-11-04	UHC-66053-39	2757434217	1241 Washington St Apt 40, Tucson, AZ, 85764	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-134581	ENR	Linda L Washington	—	UHC-77668-48	2757623820	5949 Sage Ct, Houston, TX, 77073	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120486	ENR	Jack Wallae	1988-04-23	UHC-64103-89	5952203699	3117 River Rd, Plano, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-117056	ENR	Sen Holmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140940	ENR	Maria Graham	1961-02-20	UHC-40957-36	7806038887	28 Mountain View Dr # 653, Mesa, AZ, 85261	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+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-122378	ENR	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125892	ENR	Edward S Bradley	1966-09-03	UHC-46461-64	2709348793	5113 Main St, San Antonio, TX, 78243	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115636	ENR	Theresa W Cruz	1962-06-06	UHC-36360-26	—	8152 Camelback Rd # 212, Jacksonville, FL, 32280	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139492	ENR	Samuel Castro	1979-01-22	UHC-38821-19	3734718208	9315 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129306	ENR	Aron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129393	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129392	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130188	ENR	Beverly X Valdez	1989-10-24	UHC-20571-96	2017033754	9115 Canyon Rd, Charlotte, NC, 28227	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109603	ENR	Maria I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109602	ENR	Maria I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111678	ENR	Ahmed Vasquez	1956-06-02	UHC-88338-81	7462383231	6948 Camelback Rd, Gilbert, AZ, 85282	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108355	ENR	Alice F Freeman	1970-09-12	UHC-21999-44	5815901758	9795 Sunset Blvd, Eden Prairie, MN, 55311	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110320	ENR	Joan Ellis	2007-12-16	—	4497779318	3040 Willow Ct, Atlanta, GA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121552	ENR	Jeremy O Bizhop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more

26,564 rows, page 80 of 532Previous Next