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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141631	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141632	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112451	ENR	Harold Weest	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102589	ENR	Janice T Adams	1960-10-20	UHC-49605-18	2598933633	6917 Forest Ave, Gilbert, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-126491	ENR	Gabriel Andrews	1952-08-17	UHC-06638-96	8406479207	816 Mesa Dr, Mesa, AZ, 85266	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101999	ENR	Jean E Bell	2006-05-09	UHC-44976-64	9399339866	5048 Palm Dr, Chandler, AZ, 85209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135398	ENR	George T Estrada	2008-02-27	UHC-75585-02	7505009020	5649 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124368	ENR	Cheryl Park	1987-10-12	UHC-30174-71	7484064542	3087 Park Pl, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101124	ENR	Barbara Greene	2007-11-17	—	3764992139	6074 Washington St, Scottsdale, AZ, 85202	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101053	ENR	Sofia Chvaez	1996-12-23	UHC-70365-92	4816672397	3709 Sunset Blvd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121922	ENR	Mihael W Lee	1966-11-28	UHC-18645-50	6432552719	1699 Sage Ct, Nashville, TN, 37298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106032	ENR	Frank E Dunn	1977-06-21	UHC-10912-05	4874379073	4244 Meadow Ln Apt 20, Denver, CO, 80224	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127514	ENR	Gabriel W Torres	1962-04-24	UHC-05549-07	7927469559	2356 Desert Sky Blvd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129754	ENR	Scott Wong	1958-12-14	UHC-42663-34	6313213485	8897 Park Pl, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112439	ENR	Pamela N Yang	1945-01-06	UHC-06553-73	6856135362	4873 Market St, Dallas, TX, 75230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137899	ENR	Maria Freeman	1980-08-07	UHC-85291-03	8626164292	7301 Central Ave, Gilbert, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102577	ENR	Jose Dixon	1941-09-18	UHC-71614-07	6022402723	4623 Camelback Rd, Charlotte, NC, 28219	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100566	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114155	ENR	William T Estrada	1986-03-23	UHC-21935-35	8633448733	8952 Cedar Ln, Plano, TX, 75003	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117549	ENR	Martha T Brooks	2008-12-20	—	3279877861	4853 Apache Blvd, Mesa, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136150	ENR	Santiago Willis	2005-07-22	UHC-49113-42	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119793	ENR	Keith V Fox	1938-04-08	UHC-43336-64	5176711287	4939 Sage Ct, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117197	ENR	Waynne Stewart	1958-11-25	UHC-01428-01	9284096379	6154 Indian School Rd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131272	ENR	Camila Bennnett	1992-08-15	UHC-75138-92	2669895476	5969 Elm St, Atlanta, GA, 30337	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104632	ENR	Paul P Wood	1978-05-20	UHC-52440-42	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141600	ENR	Anna Rice	1938-09-07	UHC-08508-68	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123724	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123723	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103306	ENR	Natalie X Hicks	1986-02-06	UHC-73470-12	—	1023 Baseline Rd, Tampa, FL, 33684	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110617	ENR	Diana Rose	1953-12-09	UHC-04067-20	3523879342	653 Harbor Blvd, Mesa, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106413	ENR	Kathleen R Wallace	2000-03-14	UHC-39042-54	—	2363 Forest Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133768	ENR	Harold Y Porter	1942-05-01	UHC-09588-38	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119856	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA, 93772	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-112570	ENR	Jacob R Aguilar	1970-02-26	UHC-45993-82	3825439235	2492 Lake View Rd, San Diego, CA, 92105	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122601	ENR	Gary R Weber	1992-02-02	UHC-24191-48	2479030019	8978 Pine Dr, Seattle, WA, 98134	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-111356	ENR	Mark G Henderson	1988-11-06	UHC-33626-22	9643562970	3990 Grand Ave Apt 12, Minneapolis, MN, 55431	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119065	ENR	Joan I Torres	1963-04-07	UHC-36583-04	5434484675	7239 Ridge Rd, Orlando, FL, 32894	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112915	ENR	Debra Q Lee	1977-01-25	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134137	ENR	Vigrinia W Stone	1968-02-22	UHC-66168-77	—	329 Spring St, Austin, TX, 78792	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110067	ENR	Jean P Little	1955-10-07	—	4547171982	387 Market St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112647	ENR	Helen L Gilbetr	2004-09-28	UHC-68663-91	9484753207	9033 Spring St, Eden Prairie, MN, 55366	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103068	ENR	Brittany S Watkins	1940-07-23	—	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114719	ENR	Karen Medina	1958-11-26	UHC-59570-63	8462911972	3759 Bayshore Dr Apt 34, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126306	ENR	Judy U Ward	—	UHC-61206-39	2323941431	931 Sunset Blvd, San Antonio, TX, 78219	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125849	ENR	Russell U Turner	1954-06-20	UHC-44249-74	—	31 Maple Ave, San Diego, CA, 92162	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132118	ENR	Ann C White	1957-06-19	UHC-95551-94	9776546532	159 Hillcrest Rd Apt 19, Nashville, TN, 37295	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

26,564 rows, page 151 of 532Previous Next