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-141763	ENR	Gary Q Peters	1974-05-07	UHC-57117-44	6122374597	157 Spring St, Columbus, OH, 43230	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105355	ENR	Joshua Mendoza	1954-10-27	UHC-08725-60	9532876576	650 Valley View Dr, Houston, TX, 77067	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104002	ENR	Ranyd Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St # 905, Plano, TX, 75009	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-135978	ENR	Hannah Z Palmer	1971-02-15	UHC-66921-31	2983609730	3561 Oak St, Charlotte, NC, 28284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141931	ENR	Michael C Kim	—	UHC-02686-18	9009701989	351 Union St, Austin, TX, 78787	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-111417	ENR	Danielle Warren	1978-07-03	UHC-02346-95	2193497984	4650 Maple Ave, Plano, TX, 75033	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136203	ENR	Kyle D Berry	1974-03-04	UHC-50009-25	7483400614	8080 Jefferson Ave, Chandler, AZ, 85226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100149	ENR	Ahmed W Stevens	—	UHC-43336-16	5772757750	7085 Union St, Denver, CO, 80231	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122711	ENR	Alice Z Lwson	1982-03-08	UHC-22496-68	4876929965	530 Apache Blvd, San Diego, CA, 92114	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106559	ENR	Mateo Snyder	1989-11-28	UHC-54482-18	4754001025	7631 Apache Blvd, Las Vegas, NV, 89157	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-141924	ENR	Bardley F Padilla	1942-06-09	UHC-70138-17	5128902942	1085 Mountain View Dr, Fresno, CA, 93758	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138856	ENR	Dylan Ford	1972-06-04	UHC-15943-69	6816045407	5936 Union St, Dallas, TX, 75255	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138466	ENR	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd, Miami, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120883	ENR	Doris Y Meyer	1961-05-19	UHC-49829-23	7512437439	1523 Lincoln Way, Columbus, OH, 43292	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126978	ENR	Bruce P Perkins	—	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-108383	ENR	Wei Mejia	1960-05-08	UHC-25353-07	—	5907 Canyon Rd, Eden Prairie, MN, 55330	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104568	ENR	Sam Z Bowman	1945-07-09	UHC-16338-08	6874062557	6349 Spring St, Gilbert, AZ, 85276	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-139761	ENR	Jeremy Hunt	1955-08-12	UHC-59297-43	6122857965	4716 Sunset Blvd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131436	ENR	Ruth Z Fox	1997-01-01	UHC-51091-44	4542466460	339 Baseline Rd, Austin, TX, 78765	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137024	ENR	Jerry Dun	1993-02-22	UHC-45079-43	6789921657	5397 River Rd, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140758	ENR	Janice Z Marshall	1985-02-22	UHC-38497-73	9058664819	5578 Bayshore Dr, Sacramento, CA, 95824	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112238	ENR	Kelly C West	—	UHC-89347-77	9192004346	7793 Main St, San Diego, CA, 92187	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120538	ENR	Martha Chen	2005-12-04	UHC-27434-02	2026775133	4460 Desert Sky Blvd, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133086	ENR	Deborah X Owens	1969-09-28	UHC-36207-21	8542928872	7234 Highland Ave, Fresno, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131308	ENR	Bradley Mason	1974-06-15	UHC-79120-53	9364010738	1000 Ridge Rd Apt 28, San Diego, CA, 92152	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109909	ENR	Bell Melissa	1952-08-08	UHC-91197-58	5804404043	4418 Canyon Rd # 223, Las Vegas, NV, 89170	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-113813	ENR	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave, Nashville, TN	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110761	ENR	Joan Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128967	ENR	Julie T Wilson	1948-03-27	UHC-63663-31	7046450516	9556 Ocean Ave, Minneapolis, MN, 55416	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113342	ENR	Bruce Wason	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.60	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+4 more
ENR-102374	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	—	728 Central Ave, Chandler, AZ, 85268	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-129428	ENR	Brittany Vasquez	—	UHC-60118-16	5602418709	8014 Baseline Rd, Tampa, FL, 33684	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-127979	ENR	Eugene T Spencer	1980-09-06	UHC-72821-85	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136244	ENR	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103320	ENR	Bryan B Estrada	1939-02-12	UHC-28517-49	4176645671	2929 Valley View Dr, Columbus, OH, 43238	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102393	ENR	Hyroshi I Reynolds	1965-06-21	UHC-14204-71	3935296025	2054 Sunset Blvd Apt 28, Sacramento, CA, 95897	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-139482	ENR	Valenttina Williams	1982-09-21	UHC-42568-28	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138044	ENR	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135744	ENR	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106225	ENR	Joshua V Brown	1993-10-09	UHC-57400-21	3207121797	509 Sunset Blvd, Tucson, AZ, 85751	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139864	ENR	Vincent J Simpson	1982-02-19	—	7294211676	2192 Meadow Ln, Charlotte, NC, 28219	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142499	ENR	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-118785	ENR	Valentina B Coleman	1984-04-09	—	6408611472	5143 Market St, Nashville, TN, 37207	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109683	ENR	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140978	ENR	Nicole Rojas	1952-11-08	UHC-59108-22	2383635206	5691 Market St, Jacksonville, FL, 32267	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122107	ENR	Kate Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
ENR-112592	ENR	Kelly Q Lucas	1946-08-21	UHC-43173-63	—	8042 Main St, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100973	ENR	Edward V George	1982-05-08	UHC-76499-75	7873153198	9125 Apache Blvd # 424, Houston, TX, 77090	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142136	ENR	Rachel O Vazuez	1983-01-11	UHC-21397-33	3859729498	7668 Central Ave, Atlanta, GA, 30327	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more

16,916 rows, page 52 of 339Previous Next