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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100255	ENR	Austin R Hart	1961-05-21	UHC-05343-73	9712668899	6027 Apache Blvd, Mesa, AZ, 85259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134636	ENR	Santiago C Lewis	1975-02-03	UHC-07351-67	2308332714	9229 Hillcrest Rd, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111829	ENR	Jacob Garrett	1939-12-09	UHC-86308-51	8695829637	5038 Desert Sky Blvd, Austin, TX, 78716	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103072	ENR	Jackie Freeman	1945-01-21	UHC-86599-81	2419134654	8928 Union St, Austin, TX, 78733	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-137011	ENR	Kenneth N Smith	1949-11-07	UHC-85947-01	9757673904	8822 Forest Ave, Fresno, CA, 93747	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132125	ENR	Austin W Bell	1993-05-10	UHC-37864-18	—	1433 Maple Ave, Miami, FL, 33150	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141376	ENR	Evelyn M Moore	1955-08-25	UHC-06739-36	—	7193 Elm St, Atlanta, GA, 30339	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-109534	ENR	Isabela Robinson	1956-01-24	UHC-98060-99	4809782818	6536 Sage Ct, Atlanta, GA, 30323	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106924	ENR	Daniel Perkins	—	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ, 85772	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132381	ENR	Stephanie B Jenkins	1973-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-116465	ENR	Virginia Weber	1948-05-14	UHC-05448-55	9184819401	6931 Valley View Dr # 815, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130575	ENR	Laura V Alvarado	1967-03-02	UHC-14487-86	4777190704	8940 Church St, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129700	ENR	Richard Bnnett	1991-07-15	UHC-49791-86	2235134233	7321 River Rd, Tempe, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105359	ENR	Pamela K Williamson	2007-12-19	UHC-74703-04	2715898509	472 Maple Ave, Chandler, AZ, 85223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-100060	ENR	Kayla K Chapman	1944-12-14	UHC-36701-02	6788408311	713 Harbor Blvd, Scottsdale, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125537	ENR	Pat Q Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139908	ENR	Michelle Gordon	1967-03-12	UHC-20218-54	5074035468	5834 River Rd, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109885	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave Apt 35, Tampa, FL, 33653	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-136494	ENR	Roger Z Robertson	2002-05-06	UHC-81335-37	7649410369	2995 Hillcrest Rd, Denver, CO, 80224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104815	ENR	Terry N Morales	1948-08-21	UHC-19948-47	9608529319	8071 Elm St, Charlotte, NC, 28244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110266	ENR	Jean Burns	1980-05-17	UHC-41583-14	5248001381	1940 Pine Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101002	ENR	Vitcoria B Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-118521	ENR	Deborah R Burke	1985-12-12	UHC-62683-57	6935816501	2403 Maple Ave, Columbus, OH, 43209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121681	ENR	Joan J Price	—	—	2766218860	390 Park Pl, Columbus, OH, 43262	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-108107	ENR	Dylan Q Williamson	1965-06-23	UHC-81007-03	2568993960	3643 Desert Sky Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101891	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130455	ENR	Sofia Silva	1960-09-16	UHC-37027-49	2662382510	7071 Maple Ave # 364, Mesa, AZ, 85288	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111222	ENR	Shirley Evans	1970-10-24	UHC-22690-85	6506734147	286 Apache Blvd, San Diego, CA, 92167	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126116	ENR	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-115343	ENR	Valentina K Ramos	1980-08-17	UHC-69832-38	6447470118	2735 Bayshore Dr, Mesa, AZ, 85279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127260	ENR	Raymond Cole	1993-06-08	UHC-49275-83	5529928065	2312 Ocean Ave, Tempe, AZ, 85299	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123712	ENR	Kathy D Walker	1940-08-06	UHC-76486-86	3776547558	1984 Market St, Tampa, FL, 33697	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104900	ENR	Ryan M Rose	1964-12-20	UHC-82883-13	8662211364	2981 Central Ave, Columbus, OH, 43266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128649	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107069	ENR	Natalie Larson	1999-01-13	UHC-29101-12	7118741072	199 Grand Ave, Plano, TX, 75040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-124966	ENR	Ashley D Hall	2002-03-15	UHC-12898-35	2685977492	5373 Jefferson Ave Apt 27, Nashville, TN, 37281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127473	ENR	Marcus Rojas	1979-09-12	UHC-13207-05	9517343345	6350 Sunset Blvd Apt 29, Miami, FL, 33195	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119913	ENR	Natalie Henry	1944-08-18	UHC-47059-01	—	7338 Jefferson Ave, Fresno, CA, 93723	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125750	ENR	Mariana X Kellly	1981-08-25	UHC-11420-45	6816069230	5286 Indian School Rd Apt 40, Miami, FL, 33119	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105077	ENR	Ralph Martin	1998-03-07	UHC-12107-12	8033433261	6955 Harbor Blvd, Glendale, AZ, 85356	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127745	ENR	Doris M Bell	1957-03-09	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135254	ENR	Joseph D Berry	1999-08-25	UHC-73065-25	5198393357	3868 Main St, Atlanta, GA, 30372	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138216	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138217	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137854	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101245	ENR	Douglas J Hughes	1942-02-13	UHC-77466-69	3112311066	9585 Union St, Atlanta, GA, 30383	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100700	ENR	Bobby T Rios	—	UHC-87914-49	8625484940	3864 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 68 of 339Previous Next