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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104240	ENR	Frances P Baker	1981-09-22	UHC-53863-78	6902125091	2810 Jefferson Ave, Tampa, FL, 33674	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119788	ENR	Adam Shaw	1981-10-13	UHC-03960-88	5076494938	4420 Union St, Columbus, OH, 43274	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-142249	ENR	Angela Riley	1991-01-03	UHC-71344-92	5287036211	1064 Main St, Houston, TX, 77099	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-103451	ENR	Luis Sandoval	1986-02-12	UHC-26897-99	—	2264 Harbor Blvd, Charlotte, NC, 28276	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139412	ENR	Roger Patterson	1990-04-09	UHC-01835-84	5967489966	4484 Sunset Blvd, Miami, FL, 33151	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-111000	ENR	Sarah P Greene	2001-06-16	—	9029335743	8369 Canyon Rd, Los Angeles, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Email lower-cased+1 more
ENR-120244	ENR	Soophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141712	ENR	Janice F Walsh	1992-04-12	UHC-76419-52	2333139032	7091 Bayshore Dr, Charlotte, NC, 28204	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131762	ENR	Jordan M Wood	1979-07-09	UHC-90845-16	—	289 Lake View Rd, Seattle, WA, 98108	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114252	ENR	Gerald I Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130371	ENR	Joyce Ray	1942-09-04	UHC-03509-93	9162914096	4023 Central Ave, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-100946	ENR	Marcus P Wood	1995-06-17	UHC-19067-25	—	9416 Indian School Rd, Denver, CO, 80293	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-115204	ENR	Jessica U Henry	1983-05-03	UHC-28409-11	4709972109	5648 Hillcrest Rd, Nashville, TN, 37288	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-120334	ENR	Samuel U Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-119873	ENR	Virginia Garrett	1989-01-04	UHC-92042-53	6719892736	380 Apache Blvd, Tucson, AZ, 85760	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-120158	ENR	Brandon G Watson	1999-08-03	UHC-65481-98	6572449338	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-112251	ENR	Cynthia B Elliott	2007-09-02	UHC-38722-48	5113382771	9248 Sage Ct, San Antonio, TX, 78200	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119759	ENR	Olivia Jensen	1991-12-21	UHC-96429-21	5983309649	8697 Grand Ave, Minneapolis, MN, 55457	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-110643	ENR	Marilyn K Lane	1991-07-26	UHC-43044-27	7837341021	9311 Desert Sky Blvd # 444, Seattle, WA, 98175	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-128504	ENR	Dennis Morris	1992-03-10	UHC-83204-10	5093429408	1592 Cedar Ln # 237, Seattle, WA, 98162	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-101031	ENR	Zachay E Wheeler	1990-07-19	UHC-14123-52	5793804033	5313 Spring St, San Diego, CA, 92169	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-139835	ENR	Hiroshi N Tran	1986-02-04	UHC-69597-53	2873701322	3262 Lincoln Way, Austin, TX, 78738	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-103477	ENR	Donna Russell	1941-05-01	UHC-55663-84	2965524389	1862 Mesa Dr, Miami, FL, 33125	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123526	ENR	Paul Lucas	1946-06-15	UHC-80625-58	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+1 more
ENR-113597	ENR	Tyler U Perkins	1941-01-20	—	7679793333	4711 Mountain View Dr, Columbus, OH, 43249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138778	ENR	Austin U Duncan	1983-02-11	UHC-96648-07	2826985863	227 Church St, Las Vegas, NV, 89194	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103414	ENR	Nathan M McCoy	1970-12-06	UHC-35142-11	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142690	ENR	Brandon O Graham	1938-02-12	UHC-05149-71	2692926029	8834 Mesa Dr, San Antonio, TX, 78253	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-124657	ENR	Hannah K Owens	1946-10-28	UHC-20754-86	4273007464	6773 Willow Ct, Orlando, FL, 32804	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-118862	ENR	Luis Riley	1971-06-19	UHC-42362-39	2097919867	8644 Apache Blvd, Los Angeles, CA, 90003	0.66	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+1 more
ENR-127074	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ, 85241	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-131395	ENR	Randy A Washington	2008-03-22	UHC-15953-69	6715731701	3155 Sunset Blvd, Minneapolis, MN, 55489	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-134110	ENR	Margaret I Wright	1950-05-07	UHC-58142-21	6668678621	6152 Central Ave, Minneapolis, MN, 55493	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-135423	ENR	Doris Delgado	2008-02-23	UHC-53156-32	8088131526	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-135184	ENR	Rebecca Castillo	1951-09-27	UHC-84696-29	3837443559	5565 Grand Ave, Los Angeles, CA, 90011	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-122465	ENR	Kayla D Kelly	1939-10-19	UHC-96340-54	8818797443	1673 Harbor Blvd, Fresno, CA, 93741	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-104608	ENR	Anna Grant	2008-03-24	UHC-40421-16	7807735515	982 Canyon Rd, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-134264	ENR	Kimberly Black	1991-04-16	UHC-70100-89	5787705024	8087 Pine Dr, Tempe, AZ, 85257	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107030	ENR	Aaron E Pierce	1967-07-04	UHC-65101-06	7818060558	9338 Spring St, Columbus, OH, 43288	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125257	ENR	Sofia G McCoy	1939-12-21	UHC-59505-87	2519864935	5584 Palm Dr, Los Angeles, CA, 90095	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-141144	ENR	Alice Ross	1947-03-08	UHC-93309-28	9642526427	3281 Church St, Plano, TX, 75020	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101956	ENR	Brian Q Hansen	1985-12-21	UHC-10706-35	8674125308	2266 Ridge Rd, Glendale, AZ, 85316	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-109774	ENR	Amy J Vasuez	1951-04-14	UHC-05827-31	4327580267	5795 Maple Ave, Glendale, AZ, 85335	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136337	ENR	Grace Johnston	2008-02-14	UHC-06724-33	3084562016	5768 Jefferson Ave, Fresno, CA, 93759	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-126855	ENR	Jessica Miller	1952-02-08	UHC-28040-04	5825465213	8223 Jefferson Ave, Jacksonville, FL	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-121103	ENR	Marcus J Tucker	2000-11-21	UHC-60936-79	6069159266	6343 Palm Dr, Austin, TX, 78799	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120893	ENR	Judy Lawrence	1948-09-20	—	2638051207	5573 Palm Dr, Orlando, FL, 32828	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105792	ENR	Joyce Q Ran	2008-06-13	UHC-02549-23	3578641578	4345 Pine Dr, Tampa, FL, 33652	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113344	ENR	Frances J Ramirez	1973-08-18	UHC-00741-74	7795811097	5692 Union St, Charlotte, NC, 28232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

2,874 rows, page 39 of 58Previous Next