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-121505	ENR	Deborah K Jamse	1944-12-13	UHC-46277-47	5233074985	335 Indian School Rd, Tempe, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136503	ENR	Carol E Stevens	1947-08-14	UHC-99194-43	7813958341	5527 Highland Ave, Eden Prairie, MN, 55321	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104705	ENR	Jeffrey B Butler	1961-04-09	UHC-23786-41	5206609486	689 Church St, Fresno, CA, 93765	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108266	ENR	CJunk	1953-10-08	UHC-26846-56	9415282095	3747 Ocean Ave, San Antonio, TX, 78246	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134054	ENR	David Powell	1977-12-09	UHC-52885-07	2035583675	2066 Palm Dr, Miami, FL, 33177	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128075	ENR	Marilyn E Herrera	1950-01-20	UHC-81602-27	3685467433	7170 Meadow Ln, Plano, TX, 75060	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129799	ENR	Fatima U Alvrado	1954-04-01	UHC-94101-36	2188804520	2711 Desert Sky Blvd, Chandler, AZ, 85277	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-130467	ENR	Justin Tucker	1968-12-26	UHC-61253-61	6603413357	7759 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127723	ENR	Robert Z Perez	1995-06-13	UHC-74612-05	9224637523	309 Church St, Phoenix, AZ, 85067	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125379	ENR	Crhistina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104049	ENR	Sofia O Jordan	2004-12-20	UHC-64020-40	4322437969	8382 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130553	ENR	Hannah Z Yang	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134932	ENR	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133034	ENR	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	8892 Willow Ct, Mesa, AZ, 85204	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122132	ENR	Larry V Cunningham	1981-10-10	UHC-55343-96	3823770299	2368 Canyon Rd, Tucson, AZ, 85721	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122129	ENR	—Junk	1978-03-13	UHC-39687-17	4452292900	2215 Valley View Dr, Orlando, FL, 32858	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104409	ENR	Samantha K Ryan	—	UHC-28334-48	6685237823	4238 Pine Dr, San Antonio, TX, 78298	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-135734	ENR	Ahmed D Carter	1994-10-16	UHC-42546-68	5245089289	5512 Sunset Blvd, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103131	ENR	Karen Little	1995-03-03	UHC-06105-79	7352192983	8088 Sunset Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-137784	ENR	Ryan Washington	1986-04-02	UHC-71334-44	4432045515	7264 Lincoln Way, Glendale, AZ, 85361	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110795	ENR	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 558, Columbus, OH, 43248	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105560	ENR	Terry N Gray	1939-08-14	UHC-40056-35	6637867528	1181 Apache Blvd, Plano, TX, 75083	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113073	ENR	Gary Y Stewart	1986-08-02	UHC-91173-07	7799408466	4298 Main St Apt 27, Columbus, OH, 43209	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131544	ENR	Ana Harper	1978-05-11	UHC-01916-90	3689181999	3484 Ocean Ave, San Diego, CA, 92194	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113754	ENR	Cheryl Collins	1992-04-14	UHC-48515-83	4783251355	7644 Washington St, Phoenix, AZ, 85021	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140230	ENR	Julie S Miller	1955-10-16	UHC-57553-35	3925727898	2515 Elm St, Tucson, AZ, 85770	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123641	ENR	Bradley Carroll	1955-08-16	UHC-36238-02	6414835406	3597 Union St, San Antonio, TX, 78288	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105094	ENR	Janice Thompsn	1946-04-25	UHC-84391-77	9724900698	5739 Camelback Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133058	ENR	Bruce U Evans	—	UHC-11065-29	4119456514	2759 Spring St, Charlotte, NC, 28204	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-107495	ENR	Michael Owens	1940-08-19	UHC-07421-16	4108483787	3292 Valley View Dr, Austin, TX, 78773	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134071	ENR	Jonathan W Kim	1958-06-08	UHC-82911-62	4723140887	791 Maple Ave, Plano, TX, 75077	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-120992	ENR	Billy M Fuller	1961-03-05	UHC-50232-64	2473987039	4442 Ocean Ave, Eden Prairie, MN, 55326	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-103905	ENR	Nancy S Vazquez	1967-08-27	UHC-61543-39	6555146171	4030 Maple Ave # 773, Scottsdale, AZ, 85207	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117431	ENR	Gabriel Garcia	1949-10-24	UHC-95145-59	3817068853	6830 Jefferson Ave, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115210	ENR	Samantha Simmons	1997-02-10	UHC-59590-89	6204684948	1931 Mesa Dr, Glendale, AZ, 85369	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-134433	ENR	Jose X Rodriguez	1959-02-22	UHC-57817-31	5067899538	5762 River Rd, Atlanta, GA, 30346	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104081	ENR	Andrea K Jimenez	1972-03-10	UHC-34741-89	5235113994	6052 Jefferson Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128556	ENR	Daniel Brooks	1987-01-01	UHC-14086-28	7997001733	5261 Ridge Rd, Fresno, CA, 93749	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129780	ENR	Theresa T Maldonado	—	UHC-45767-75	8065319468	6139 Elm St, Dallas, TX, 75293	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114309	ENR	Teresa R Payne	1959-09-23	UHC-81632-20	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.62	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-139834	ENR	Wayne Bryant	1973-10-07	UHC-92838-08	2753238938	3838 Hillcrest Rd, Mesa, AZ, 85255	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136400	ENR	Raymond D Black	1939-11-09	UHC-39408-66	8799405782	1444 Sage Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115236	ENR	Diane K Gomez	1967-12-20	UHC-59811-53	2844914092	86 Mountain View Dr Apt 6, Glendale, AZ, 85379	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130812	ENR	Vincent McDonald	1961-05-17	UHC-27362-76	6439926131	620 Market St, Jacksonville, FL, 32215	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108123	ENR	Christian Hduson	1982-04-04	UHC-25514-58	4258402247	3963 Jefferson Ave, Denver, CO, 80255	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112453	ENR	Jess J Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135007	ENR	Olivia S Jordan	1940-11-13	UHC-93774-50	6196589373	8570 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118762	ENR	Ahmed I Jackson	1980-07-21	UHC-85837-40	9165798865	6354 Lincoln Way Apt 4, Eden Prairie, MN, 55395	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-107537	ENR	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-134587	ENR	Jessica Sims	2004-08-08	UHC-47302-21	8963773056	5344 Pine Dr, Los Angeles, CA, 90026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

28,181 rows, page 92 of 564Previous Next