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-118417	ENR	Tyler B Ramrez	1947-05-20	UHC-08984-12	—	2916 Bayshore Dr, Fresno, CA, 93768	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140257	ENR	Carl A Rios	1990-02-14	UHC-55056-63	3394001200	2851 Lake View Rd, Atlanta, GA, 30384	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116000	ENR	Hiroshi S Martinez	—	UHC-93735-65	3742149810	5606 Meadow Ln, Minneapolis, MN, 55435	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140228	ENR	Doris K Evans	1982-09-21	UHC-13778-68	3972229245	7374 Central Ave, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-102966	ENR	Charlotte V Matthews	2007-07-19	UHC-58416-57	—	9592 Harbor Blvd, Nashville, TN, 37273	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-111500	ENR	Charles Vaasquez	2001-09-27	UHC-58751-03	5656372044	8648 Union St, San Antonio, TX, 78232	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-129567	ENR	Jeremy Q Black	1970-05-21	UHC-73903-49	2565526560	9616 Indian School Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105845	ENR	Carol W Cunningham	1982-08-01	UHC-63509-20	9423164227	6317 Spring St, Orlando, FL, 32828	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131588	ENR	Amber T Reed	1964-04-03	UHC-27473-20	—	7366 Pine Dr Apt 32, Phoenix, AZ, 85099	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101542	ENR	Fatima Davis	1997-04-15	UHC-77945-54	9334228741	35 Cedar Ln, Chandler, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-121207	ENR	Adam Vargas	1979-07-24	UHC-55538-09	8482928276	8712 Cedar Ln, Eden Prairie, MN, 55350	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104904	ENR	Victoria L Cook	1942-07-17	UHC-92086-06	5406085923	8105 Cedar Ln # 262, Fresno, CA	0.66	Unit split from street ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-119279	ENR	Danielle Q Rios	1981-12-04	UHC-80470-70	8149148888	943 Oak St, Los Angeles, CA, 90076	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134648	ENR	Maria K Domiinguez	1990-03-10	UHC-80395-08	6915059936	8958 River Rd, Orlando, FL, 32832	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138498	ENR	OJunk	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared+1 more
ENR-113311	ENR	Peter F Brooks	1996-05-06	UHC-55560-09	8859686224	388 Highland Ave # 113, Sacramento, CA, 95832	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-113391	ENR	Christine Morales	2007-01-19	UHC-18121-75	—	9879 Lincoln Way, Fresno, CA, 93702	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-109145	ENR	Priya T Price	1961-02-12	UHC-82854-83	—	8797 Baseline Rd, Charlotte, NC, 28253	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-111490	ENR	Judith U Roberts	2008-06-03	UHC-23840-12	6588340136	3639 Elm St, Jacksonville, FL, 32205	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123060	ENR	Yuki Parker	1978-11-15	UHC-70943-90	5495991759	6713 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104068	ENR	Arthur H Rice	2001-04-24	UHC-69841-73	3569054601	4593 Highland Ave, Nashville, TN, 37279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135717	ENR	Russell V King	1964-12-11	UHC-80971-11	7872580235	9139 Willow Ct, Fresno, CA, 93734	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137163	ENR	Meria Ward	1993-12-23	UHC-62524-86	3626981115	7942 Lincoln Way # 765, Plano, TX, 75034	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-136222	ENR	Alan P Evans	1941-03-07	UHC-27793-94	—	7622 Washington St, Sacramento, CA, 95827	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107754	ENR	Marcus M Lawson	1986-09-06	UHC-23031-42	5963571987	1599 Meadow Ln, Orlando, FL, 32899	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120976	ENR	Donna Weber	1951-08-05	UHC-68630-22	—	3086 Sunset Blvd, Scottsdale, AZ, 85243	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119453	ENR	Luis Delgado	1999-07-17	UHC-53962-42	7199466860	3376 Camelback Rd, Denver, CO, 80216	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-114589	ENR	Carol Thomas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd, San Diego, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-129132	ENR	Anna E Lawrennce	1981-07-14	UHC-64406-85	7848736196	5764 Ocean Ave, Scottsdale, AZ, 85225	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132018	ENR	Eric I Castillo	—	UHC-33264-33	—	8778 Ocean Ave, Minneapolis, MN, 55400	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-126401	ENR	Evelyn Delgado	1961-10-05	UHC-46372-43	3543686826	495 Church St, Plano, TX	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-129908	ENR	Mary Morales	1952-07-05	UHC-12845-55	8899279498	2948 Church St, Glendale, AZ, 85330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104713	ENR	Betty O Johnson	1991-01-24	UHC-60892-14	4397933926	9343 Jefferson Ave, Atlanta, GA, 30356	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112834	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-112833	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-138803	ENR	Katherine N Ramirez	1958-09-11	UHC-39074-82	—	8202 Palm Dr, Gilbert, AZ, 85212	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100458	ENR	Mary B Alvarado	1952-04-10	UHC-92301-91	—	8686 Sunset Blvd, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106693	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-106694	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-117440	ENR	Gary L Miller	1993-04-20	UHC-58590-92	—	4974 Union St, Miami, FL, 33144	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-106106	ENR	George M Kim	1946-06-06	UHC-68057-28	4033784424	4350 Church St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139728	ENR	Stephen D Armstrong	1947-08-05	UHC-85565-84	5363582530	6996 Spring St Apt 22, Phoenix, AZ, 85094	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111921	ENR	Maria Kim	1995-11-26	UHC-78972-88	5455342079	6098 Baseline Rd, Atlanta, GA, 30302	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100349	ENR	Jeremy Adams	1971-07-04	UHC-96734-62	3987907224	4817 Oak St, Austin, TX, 78775	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142175	ENR	Nuyen M Robert	2006-12-04	UHC-46294-99	3033169511	2915 Bayshore Dr, Orlando, FL, 32870	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-119167	ENR	Ashley Q Harris	1943-06-21	UHC-26122-25	—	9314 Mountain View Dr, Charlotte, NC, 28222	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-107470	ENR	Nancy I Soto	1975-04-23	UHC-36039-09	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-127181	ENR	Brian S Parker	1976-11-10	UHC-72365-12	—	6467 Camelback Rd, Plano, TX, 75098	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-127535	ENR	Denise White	1963-07-19	UHC-43105-62	2942934967	1157 Washington St Apt 9, Columbus, OH, 43283	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134042	ENR	Jason L Price	2004-01-17	UHC-96758-59	7195873258	9259 Jefferson Ave, Denver, CO, 80245	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

16,916 rows, page 110 of 339Previous Next