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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120188	ENR	Bradley Lopez	2005-02-24	UHC-46200-39	4502381175	5000 Central Ave, Denver, CO, 80235	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101714	ENR	Virginia Ruiz	2002-06-11	UHC-83107-13	2748714431	2822 Elm St, Las Vegas, NV, 89175	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114762	ENR	Carlos Spencer	1952-05-26	UHC-03040-35	5722819371	1250 Sage Ct, Minneapolis, MN, 55429	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105184	ENR	Timothy Aronld	1957-04-13	—	7719871622	7089 Mesa Dr, Charlotte, NC, 28227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140535	ENR	Boyd Sara	1989-11-16	UHC-00830-94	8828356136	3848 Bayshore Dr, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101304	ENR	Ralph Y Vargas	1969-06-27	UHC-63428-97	5144147151	5769 Cedar Ln, Tempe, AZ, 85279	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130335	ENR	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	8978 Oak St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-115668	ENR	Jean P Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121475	ENR	Hiroshi Z Sanchez	1999-06-15	UHC-87722-88	—	5705 Union St, Sacramento, CA, 95809	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-138645	ENR	Richard Q Wheeler	1945-09-02	UHC-39801-46	8679540304	4484 Valley View Dr, Charlotte, NC, 28216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128931	ENR	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-102143	ENR	Nicholas Long	2005-07-10	UHC-15445-08	2514724615	8095 Main St, Orlando, FL, 32801	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108093	ENR	Carol J Allen	1949-11-14	UHC-29947-52	5098935303	6323 Elm St, Mesa, AZ, 85257	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-112687	ENR	George D Hernandez	1951-04-18	UHC-03121-86	5543491226	5190 Hillcrest Rd # 802, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-142113	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142114	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122816	ENR	Alexis J West	1996-10-23	UHC-01606-34	3866129530	5812 Church St, Dallas, TX, 75264	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130142	ENR	Mason L Esspinoza	1994-02-10	UHC-05793-04	—	8800 Sage Ct, Eden Prairie, MN, 55358	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102550	ENR	Lucia B Vargas	1975-11-13	UHC-57841-42	5897625824	4762 Lake View Rd, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-110250	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-110249	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+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-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-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-101461	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101460	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110492	ENR	Ethan N Fields	1982-11-04	UHC-38617-49	5795865654	8099 Ridge Rd, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119551	ENR	Gregory U Ramos	1984-08-11	UHC-69287-98	3377004135	843 Harbor Blvd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-121469	ENR	Lucia J Fuller	1976-05-01	UHC-16929-82	2572383298	8952 Park Pl, Fresno, CA, 93730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142316	ENR	George U Sims	1980-09-19	UHC-72547-69	5022844476	6943 Lincoln Way, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102239	ENR	Jacob V Diaz	1951-10-15	UHC-98946-09	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-131486	ENR	Aaron Holmes	1996-05-19	UHC-77158-63	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127905	ENR	Shirley L Morris	1985-03-17	UHC-89888-33	2182862611	7543 Canyon Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
ENR-107301	ENR	Brian X Martin	1955-12-12	UHC-59137-20	—	8828 Cedar Ln, Seattle, WA, 98113	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-119356	ENR	Carol Bishop	1992-06-15	UHC-23853-93	2999235884	8981 Church St, Columbus, OH, 43232	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112485	ENR	Margaret L Stone	1979-11-12	UHC-82032-35	5038517790	5524 Pine Dr, Plano, TX, 75014	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123128	ENR	Jesse Walsh	1944-08-24	UHC-06548-56	—	5398 Willow Ct, Seattle, WA, 98151	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107683	ENR	Randy Reid	1953-07-28	UHC-70283-31	4143437462	8551 Washington St, Las Vegas, NV, 89101	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131733	ENR	Charles P Murray	1952-01-15	UHC-35400-66	6703295030	8544 Apache Blvd, Nashville, TN, 37208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110306	ENR	Christopher I Santos	1995-05-06	UHC-66123-93	3859521845	609 Spring St, Eden Prairie, MN, 55332	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107547	ENR	Anna Meyer	1938-09-23	UHC-27108-48	7529064013	1046 Palm Dr, Houston, TX, 77007	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133401	ENR	Kevin Warren	1988-06-20	UHC-45262-71	5955916148	1936 Indian School Rd, Columbus, OH, 43268	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-127443	ENR	Paul D Benett	1970-06-17	UHC-74898-50	9694094238	479 Camelback Rd, Austin, TX, 78772	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123163	ENR	Lucai Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110999	ENR	Brandon Johnston	1994-03-05	UHC-18239-79	8106611108	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100537	ENR	Jesse W Moreno	1984-12-15	UHC-81082-27	9195504794	3578 Jefferson Ave, Dallas, TX, 75211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132297	ENR	Elizabeth Johnson	1956-08-09	UHC-09419-50	7193118670	6599 River Rd, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-115627	ENR	Aiisha E Kelley	1964-11-03	UHC-96102-18	3852508349	5803 Spring St, Las Vegas, NV, 89131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

4,296 rows, page 38 of 86Previous Next