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

All sources, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428046	CLM	Roger R Arnold	1998-06-21	—	—	—	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-117678	ENR	Carol Gonzalez	1989-12-08	UHC-29432-01	—	6677 Cedar Ln, Phoenix, AZ, 85098	0.80	Date of birth reformatted Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-142660	ENR	Kevin I Johnston	1956-06-01	UHC-81285-76	3885379182	8262 Maple Ave, Fresno, CA, 93752	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased
CLM-423464	CLM	Amber Willis	1990-08-08	UHC-07211-06	—	—	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401035	CLM	George Hunt	2004-05-18	UHC-97673-28	—	567 Central Ave, San Diego, CA, 92168	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-131931	ENR	Mark Schultz	1984-04-08	UHC-60623-93	—	—	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-124983	ENR	Gerald W Garrett	—	UHC-05394-15	6653687668	1125 Lincoln Way, Los Angeles, CA, 90036	0.80	Date of birth unreadable Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-103962	ENR	Angela H Franklin	1956-01-13	UHC-82634-27	7164370587	4623 Maple Ave, Chandler, AZ, 85255	0.80	Phone reformatted Email lower-cased Gender normalised Plan code upper-cased
ENR-140241	ENR	Frances Q Fowler	1997-09-26	UHC-09436-46	—	—	0.80	Phone missing area code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-130730	ENR	Tyler Taylor	1957-10-27	UHC-30471-03	4296298195	4037 Indian School Rd, Las Vegas, NV, 89163	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-100425	ENR	Douglas George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138993	ENR	Mary W Baker	1991-08-02	UHC-65266-05	—	100 Bayshore Dr, Sacramento, CA, 95802	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-114834	ENR	Jason Y Sims	1915-02-17	UHC-71945-34	—	739 Bayshore Dr, Seattle, WA, 98115	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
CLM-429121	CLM	Charlotte Sandoval	1965-09-28	UHC-46215-36	3118574377	—	0.80	Phone reformatted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-115757	ENR	Albert Butler	—	UHC-78321-66	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.80	Date of birth unreadable City re-cased Plan code upper-cased Placeholder values cleared
ENR-108061	ENR	Megan C Hernandez	1943-10-27	UHC-20733-31	4894356140	2915 Maple Ave, Chandler, AZ, 85226	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-139103	ENR	Jean Q Perez	1990-09-01	UHC-67282-58	3283689619	8720 Bayshore Dr, Austin, TX, 78756	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
CLM-408091	CLM	Hiroshi P Burns	1958-03-23	—	4192530938	1047 Lake View Rd, Dallas, TX, 75232	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
CLM-408090	CLM	Hiroshi P Burns	1958-03-23	—	4192530938	1047 Lake View Rd, Dallas, TX, 75232	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
CLM-427846	CLM	Gluria R Palmer	1944-06-01	UHC-23803-89	—	2787 Mountain View Dr, Tampa, FL, 33666	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
CLM-416128	CLM	George E Fisher	1961-03-23	—	8336986277	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-108969	ENR	Eric Bryant	1977-10-18	UHC-08448-62	9859244520	69 Broadway, Los Angeles, CA, 90004	0.80	Phone reformatted Email lower-cased Gender normalised Plan code upper-cased
ENR-113361	ENR	Albert Kelley	1953-07-14	UHC-77237-65	4836954832	400 Ridge Rd, Fresno, CA, 93732	0.80	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased
CLM-420096	CLM	Hiroshi Espinoza	1942-03-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-400187	CLM	Yuki P Fuller	2003-01-01	UHC-56196-75	—	—	0.80	Middle initial moved out of first name Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-431128	CLM	Saarh Hamilton	1963-02-16	—	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
PRV-24890	PRV	Bradley Ford	1955-09-13	—	—	8827 Sage Ct, Chandler, AZ, 85296	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-142066	ENR	Jesse R Moreno	1971-12-12	UHC-74726-93	7743848274	383 Grand Ave, Seattle, WA, 98153	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-122976	ENR	Aaron Schultz	1961-05-02	UHC-48103-97	8522367303	2191 Oak St, Columbus, OH, 43223	0.80	Two-digit birth year City re-cased Email lower-cased Plan code upper-cased
ENR-107958	ENR	Julia Wallace	1962-12-20	UHC-97794-26	7905243052	9305 Central Ave, Plano, TX, 75073	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-132321	ENR	Timothy Moreno	1986-04-19	UHC-68739-51	5796382277	6169 Ocean Ave, Tucson, AZ, 85716	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
TPA-62205	TPA	Amber Lee	2004-04-08	—	5362651559	5091 Church St, Sacramento, CA, 95883	0.80	Name split from “Last, First”City re-cased Plan code upper-cased Placeholder values cleared
PRV-25893	PRV	Eric Snyder	1971-01-27	UHC-51431-79	—	4671 Union St, Scottsdale, AZ, 85283	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
ENR-127766	ENR	Olivia N Vga	1940-08-25	UHC-07979-12	4563979226	3102 Highland Ave, Tempe, AZ, 85228	0.80	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased
ENR-140772	ENR	Santiago D Harrison	1991-02-26	UHC-19182-27	7725262836	7141 Elm St, Tampa, FL, 33697	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-136120	ENR	Mriana Owens	1998-06-24	UHC-35620-95	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-115581	ENR	Henry Yang	1987-12-03	UHC-64402-89	7117605827	4104 Highland Ave, Dallas, TX, 75298	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased
ENR-126607	ENR	Alexis F Pierce	1993-07-12	UHC-68771-50	—	4047 Spring St, Miami, FL, 33173	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141020	ENR	Joshua M Gonzales	2001-03-06	UHC-38587-47	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.80	State name converted to code Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-62395	TPA	Carl K Austin	1951-01-09	—	—	8305 Broadway Apt 28, San Diego, CA, 92142	0.80	Unit split from street Email lower-cased Plan code upper-cased Placeholder values cleared
CLM-430525	CLM	Grace Hughes	1965-10-15	—	—	181 Central Ave, Tampa, FL, 33632	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-122257	ENR	Elizabeth Vargas	1938-05-23	UHC-09779-90	—	9131 Mountain View Dr, Phoenix, AZ, 85014	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141889	ENR	Ethan Goron	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way Apt 21, Dallas, TX, 75288	0.80	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed
TPA-54958	TPA	Willam Z Coleman	2004-12-19	—	—	2790 Forest Ave, Mesa, AZ, 85200	0.80	Date of birth reformatted State name converted to code Plan code upper-cased Placeholder values cleared
ENR-138606	ENR	Lucia Greene	1952-04-08	UHC-67461-24	—	7328 Sage Ct # 692, Atlanta, GA, 30374	0.80	Name re-cased Member ID reformatted Unit split from street Plan code upper-cased
ENR-117277	ENR	Nathan Cruz	1986-12-27	UHC-61858-81	8128952303	—	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-106438	ENR	Ahmed Alvarado	1962-07-06	UHC-27686-80	2752711424	6223 Broadway, Denver, CO, 80210	0.80	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
ENR-123352	ENR	Grace Romero	1978-08-24	UHC-31170-76	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-103612	ENR	Lori Webb	1953-05-26	UHC-66007-02	3435757831	6897 Spring St, Minneapolis, MN, 55441	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-121064	ENR	Joseph Colle	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.80	Two-digit birth year Phone reformatted City re-cased Plan code upper-cased

3,278 rows, page 49 of 66Previous Next