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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142880	ENR	Zachary Allen	1997-01-10	UHC-52129-98	8367894593	2122 Union St, Plano, TX, 75021	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-122704	ENR	Douglas I Rivera	—	UHC-47071-90	5579884573	2311 Park Pl, Los Angeles, CA, 90012	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106186	ENR	Olivia Parker	2005-01-06	UHC-01303-02	5938096749	2862 Sage Ct, Houston, TX, 77017	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142033	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-142034	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-118169	ENR	Maeo Berry	1954-09-13	UHC-37284-15	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-133111	ENR	Patricia Patel	1989-12-23	UHC-55189-29	—	7904 Sage Ct Apt 31, Minneapolis, MN, 55465	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114270	ENR	Katherine L Bell	1997-07-13	UHC-91757-89	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124104	ENR	Bobby Rodrigueez	1967-01-04	UHC-12282-59	9524503408	2655 Bayshore Dr, Phoenix, AZ, 85052	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135995	ENR	Jacob C Estrada	2006-06-14	UHC-26082-11	2784791100	2004 Park Pl, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141322	ENR	Natalie Weaver	1974-07-11	UHC-92525-82	8108554666	2600 Mountain View Dr, Jacksonville, FL, 32215	0.52	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116018	ENR	Deb N Harper	1973-09-28	UHC-63588-98	—	4799 River Rd, Charlotte, NC, 28291	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115408	ENR	Cheryl C Hughes	1944-05-15	UHC-53947-90	7924336738	6375 Mesa Dr, Atlanta, GA, 30399	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-112321	ENR	Elizabeth Carr	—	UHC-23409-23	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143003	ENR	Dorothy J Borwn	1944-01-28	UHC-75100-47	—	8317 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-141529	ENR	Doris H Carter	1972-06-24	UHC-01850-59	9729748519	3192 Cedar Ln Apt 35, Mesa, AZ, 85210	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-124682	ENR	Janice Holmes	1961-11-07	UHC-79640-77	3246797955	8847 Mesa Dr, Tucson, AZ, 85762	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140482	ENR	Andrea Harrison	1956-06-22	UHC-14709-75	4124554478	1180 Meadow Ln, Phoenix, AZ, 85054	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129675	ENR	Angela R Johnston	2004-11-02	UHC-84941-11	2645590013	2218 Apache Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100345	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	—	6472 Desert Sky Blvd, Houston, TX, 77024	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124704	ENR	Amy H Taylor	1947-07-05	UHC-08045-41	5142674776	5915 Pine Dr, San Diego, CA, 92126	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122477	ENR	Jordan A Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118650	ENR	Zachary Aguilar	1985-09-04	UHC-72976-93	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109074	ENR	Mateo Lopez	1978-04-21	UHC-64208-95	7397297859	2923 Desert Sky Blvd, Dallas, TX, 75222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140591	ENR	Susan Snyder	1943-02-09	UHC-74817-71	—	7267 Cedar Ln, Austin, TX, 78774	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112822	ENR	Juaan I Patterson	—	UHC-85494-38	—	6790 Lake View Rd, Dallas, TX, 75208	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-142437	ENR	Arthur E Guerrero	1959-07-27	UHC-80930-80	9566478487	1737 Highland Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137439	ENR	Rick Tran	—	UHC-09404-57	—	7877 Oak St, Plano, TX, 75003	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-103006	ENR	Camila Y Hunt	1977-03-09	UHC-86053-10	8228142755	6537 Hillcrest Rd, Scottsdale, AZ, 85266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135468	ENR	Paul Brooks	1980-03-07	UHC-19750-77	4933946646	2313 Indian School Rd, Plano, TX, 75003	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109377	ENR	Christina Garza	1981-02-15	UHC-89482-73	2033280584	305 Church St, Tampa, FL, 33664	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113616	ENR	Linda V Martin	—	UHC-10140-61	2188808792	318 Valley View Dr, Austin, TX, 78783	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130010	ENR	Zachary Black	1942-11-02	UHC-41546-11	—	292 Hillcrest Rd Apt 16, Denver, CO, 80278	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142811	ENR	Ann Lewis	1960-10-11	UHC-05814-43	8159343553	7741 Mesa Dr, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132457	ENR	Diego Luucas	1978-03-27	UHC-75643-30	6407579479	8646 Washington St, Denver, CO, 80202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112720	ENR	Anthony P Graham	1963-10-09	UHC-93791-07	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-112569	ENR	Douglas Tucker	1992-08-22	UHC-89410-87	9769968532	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116991	ENR	Karen Snyder	1983-11-04	UHC-39600-52	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119347	ENR	Cynthia M King	1956-04-22	UHC-47003-55	2809904207	1946 Jefferson Ave, Austin, TX, 78775	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-116437	ENR	Douglas E Simpson	1967-03-11	—	4032137138	7773 Hillcrest Rd Apt 26, Orlando, FL, 32886	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105151	ENR	Larry Welch	2003-04-21	UHC-16931-54	—	108 Sunset Blvd, Atlanta, GA, 30383	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-141203	ENR	Robert Miller	1984-11-03	UHC-71350-30	4877695536	4044 Market St, Minneapolis, MN, 55403	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108323	ENR	Yuki Perry	1986-12-26	—	2046152118	2416 Indian School Rd, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-125382	ENR	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	1968 Hillcrest Rd, Glendale, AZ, 85392	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117148	ENR	Willie Y Moore	1998-03-23	UHC-93388-11	3167599553	6226 Ocean Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-142068	ENR	Nicholas M Hill	1939-12-25	UHC-19819-24	5237625924	7755 Canyon Rd, Los Angeles, CA, 90089	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-116050	ENR	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137262	ENR	Waltre B Bowman	1971-04-16	UHC-06407-48	8293895963	9491 Apache Blvd, Houston, TX, 77035	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119862	ENR	—Junk	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102575	ENR	Alan Moreno	—	UHC-82912-03	—	5285 Ocean Ave, San Diego, CA, 92140	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more

7,326 rows, page 39 of 147Previous Next