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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-133260	ENR	Dennis Daniels	1972-02-10	UHC-93018-85	8644685863	3114 Elm St, Houston, TX, 77041	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-129053	ENR	Emily Fuller	1986-02-02	UHC-95211-89	3443081489	5531 Baseline Rd, Tampa, FL, 33671	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104796	ENR	Hiroshi Rliey	1962-01-23	UHC-80208-09	5592561161	8986 Washington St, Atlanta, GA, 30354	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-121029	ENR	Wayne X Robertson	1965-06-04	UHC-05398-93	2534558038	7060 Hillcrest Rd, Nashville, TN, 37202	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-140209	ENR	Willie Soto	2006-09-19	UHC-53600-87	9745816681	8204 Central Ave, Scottsdale, AZ, 85249	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-125749	ENR	Brittany Gardner	2008-08-03	UHC-64858-19	7005355219	7746 Grand Ave, Mesa, AZ, 85279	0.60	Name re-cased 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-127107	ENR	Melissa Raed	1984-05-20	UHC-64718-84	3694919865	3282 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Date of birth reformatted Member ID 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-140668	ENR	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave # 194, Las Vegas, NV, 89194	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142872	ENR	Mei W McCoy	—	UHC-65566-67	7369226577	599 Lincoln Way, Gilbert, AZ, 85262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-142330	ENR	Danielle X Simpson	1995-03-09	UHC-91877-58	—	5969 Church St, Chandler, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-125875	ENR	Natalie G Day	1948-08-27	UHC-79226-35	6486068126	6862 Sage Ct, Tempe, AZ, 85248	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-132844	ENR	Diane W Wells	1941-11-24	UHC-04452-60	6145750929	754 Apache Blvd, San Diego, CA, 92119	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132099	ENR	Kimberly Austin	1982-01-28	UHC-04038-37	5946732869	1515 Maple Ave, Nashville, TN, 37291	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109946	ENR	Mike V Daniels	1961-10-14	UHC-40201-87	7277697198	4583 Valley View Dr, San Antonio, TX, 78222	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119139	ENR	Isabella A Sanchez	1952-07-26	UHC-07904-91	9575266463	3413 Valley View Dr, San Antonio, TX, 78284	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129682	ENR	Marcus Kleley	1976-06-02	UHC-47572-35	8613337771	6515 Elm St, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117593	ENR	Kathleen Gutierrez	2005-02-19	UHC-47968-83	9312004744	8177 Palm Dr, Atlanta, GA, 30319	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129039	ENR	Santiago P Johnston	1951-11-11	UHC-65660-37	3096497686	2725 Washington St Apt 16, Chandler, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-129038	ENR	Santiago P Johnston	1951-11-11	UHC-65660-37	3096497686	2725 Washington St Apt 16, Chandler, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-120136	ENR	Danielle L Banks	1942-10-19	UHC-15373-58	7158864057	38 Forest Ave, Los Angeles, CA	0.60	Name re-cased Date of birth 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-122488	ENR	Emily N Johnston	1949-03-25	UHC-39586-22	7746166825	6047 River Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-121212	ENR	Nancy B Jones	1950-05-18	UHC-53125-95	9827185668	6297 Hillcrest Rd # 320, Las Vegas, NV, 89198	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-122734	ENR	Judy H Kennedy	1943-04-08	UHC-53297-06	5222167917	4863 Park Pl Apt 39, Miami, FL, 33166	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-111057	ENR	Denise Olson	1951-05-11	UHC-65886-44	2374533779	9865 Maple Ave, Phoenix, AZ, 85064	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-117329	ENR	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115720	ENR	Sofia Z Castillo	1951-06-19	UHC-61745-59	3193791070	2371 Willow Ct, Jacksonville, FL, 32241	0.60	Name re-cased Date of birth reformatted Phone 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-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

17,310 rows, page 50 of 347Previous Next