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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123590	ENR	Ann Ford	1943-01-09	UHC-08240-81	6003800885	3659 Ridge Rd Apt 14, Houston, TX, 77081	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134229	ENR	Douglas K Edwards	—	UHC-17771-69	—	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
ENR-121202	ENR	Frances Reed	1990-02-14	UHC-43006-53	7397858502	9448 River Rd, Glendale, AZ, 85372	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138231	ENR	Mei C Banks	1973-01-19	UHC-38033-54	9024266668	2740 Central Ave, Charlotte, NC, 28246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112294	ENR	Shirley U Mills	1949-10-07	UHC-66883-15	6609816753	2854 Bayshore Dr, Chandler, AZ, 85213	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-120806	ENR	Charles Walker	1952-02-15	UHC-36240-36	4335898997	2543 Oak St, Orlando, FL, 32828	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113353	ENR	Roger U Ray	1977-08-03	UHC-43599-50	7875008643	4127 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-130503	ENR	Janice J Rios	2003-04-19	UHC-16842-20	5869491000	3515 Hillcrest Rd, Scottsdale, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131311	ENR	David L Adams	1944-10-08	UHC-00993-52	8316997194	5254 Canyon Rd, Jacksonville, FL, 32296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108553	ENR	Linda I Myers	1975-11-06	UHC-19783-34	2465836521	8146 Church St, Phoenix, AZ, 85039	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-121254	ENR	Bailey Alice	1980-08-28	UHC-17182-10	9022299228	9752 Willow Ct, Glendale, AZ, 85322	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101014	ENR	Stephen V Spencer	1972-06-27	UHC-01478-55	—	334 Spring St, Austin, TX, 78785	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-114735	ENR	Mason R Wagner	1966-04-13	UHC-90831-50	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128831	ENR	Sarah Brown	1973-01-21	UHC-49452-97	7378659813	1396 Apache Blvd, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142329	ENR	Ronald R Ford	1963-10-11	UHC-97301-31	3682391657	137 Hillcrest Rd, Atlanta, GA, 30351	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126960	ENR	Amber S Ross	1963-01-15	UHC-76266-30	—	8205 Spring St Apt 6, Minneapolis, MN, 55414	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-123830	ENR	Robert P Franklin	1956-02-12	UHC-92808-89	7522231700	2377 Camelback Rd, Tucson, AZ, 85789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110248	ENR	Lisa J Berry	1993-11-04	UHC-31792-15	9032765988	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129133	ENR	Dylan King	1987-06-20	UHC-96987-27	4903523959	1249 Washington St Apt 7, Austin, TX, 78754	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123406	ENR	Logna King	1950-04-20	UHC-67632-43	5358279707	7641 Sage Ct, Glendale, AZ, 85316	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-140655	ENR	Omar Moreno	1962-10-03	UHC-86667-03	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131160	ENR	JohnJunk	1973-04-09	UHC-51662-47	5338158149	4512 Mountain View Dr, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-115571	ENR	Doris Q Garza	1984-03-09	UHC-21021-96	9645202486	6498 Market St, Tempe, AZ, 85264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116538	ENR	Joe Ford	1978-09-19	UHC-43516-61	9687738680	1902 Highland Ave, Chandler, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137935	ENR	Paul K Turner	1967-03-08	UHC-87005-81	7197864405	4191 Hillcrest Rd, Miami, FL, 33187	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112998	ENR	Mark Marquez	1973-02-09	UHC-65595-79	4114338695	2581 Maple Ave, San Antonio, TX, 78228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101638	ENR	Luccia K Peters	1980-09-08	UHC-14402-39	7962402987	8664 Market St, Atlanta, GA, 30375	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-121214	ENR	George E Fisher	1961-03-23	UHC-84057-85	8336986277	1435 Grand Ave, Dallas, TX, 75251	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114801	ENR	JJunk	1943-12-03	UHC-02814-75	—	5104 Union St, Gilbert, AZ, 85211	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128810	ENR	George I Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-104235	ENR	Logan Z Estrada	1945-06-01	UHC-51402-46	—	7129 Harbor Blvd, Miami, FL, 33199	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+2 more
ENR-102219	ENR	Virginia Castillo	1992-06-06	UHC-00947-15	7614498180	6133 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127928	ENR	Russell Wells	1999-09-14	UHC-34128-76	—	4983 Sunset Blvd # 682, Mesa, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102830	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108606	ENR	Brian W Maldonado	1942-03-05	—	5295924354	198 Main St, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138568	ENR	Kyle A Diaz	1948-01-21	UHC-72638-46	2704282167	7281 Ridge Rd, Dallas, TX, 75274	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-138336	ENR	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105550	ENR	Jason Sancheez	1960-08-06	UHC-50529-27	—	873 Willow Ct, Tucson, AZ, 85760	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-116117	ENR	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113161	ENR	Wei Bradley	1962-09-24	UHC-76357-55	3147219949	2524 Baseline Rd, Columbus, OH, 43297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110214	ENR	Jennifer Jensen	1977-10-17	UHC-58585-41	—	987 Grand Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131906	ENR	Megan L Nunez	1967-08-04	UHC-57892-81	—	143 Park Pl, Atlanta, GA, 30391	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114102	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-123154	ENR	Charles Q Santos	1962-08-07	UHC-27566-45	6759698776	8576 Jefferson Ave, Dallas, TX, 75270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104468	ENR	Ryan Armstrong	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL, 33687	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 77 of 280Previous Next