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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-119499	ENR	Yuki G Hudson	1972-05-22	UHC-52296-87	9442048069	7609 Willow Ct, Fresno, CA, 93734	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114149	ENR	Betty F Scott	1997-04-26	UHC-67968-32	3232394648	9740 Apache Blvd, Chandler, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130829	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130830	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109965	ENR	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121739	ENR	Brenda P Robinson	1946-11-23	UHC-07985-13	3414444166	8740 Sunset Blvd, Nashville, TN, 37205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115742	ENR	Sophia Vasquez	1947-12-15	UHC-21463-60	7814559096	5478 Canyon Rd, Tucson, AZ, 85761	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105633	ENR	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-114777	ENR	Frank Cook	2003-05-03	UHC-32541-41	3734242081	9604 Willow Ct, Seattle, WA, 98189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111704	ENR	Ashley R Tucker	1971-10-22	UHC-02406-38	7717957678	3190 Sunset Blvd, Chandler, AZ, 85295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121309	ENR	Lucia Ortiz	1995-10-09	UHC-96991-92	7549886991	1590 Lake View Rd, San Diego, CA, 92160	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136810	ENR	Lucia Aguilar	2004-07-14	UHC-68965-28	9639222813	6353 Market St, Sacramento, CA, 95897	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105145	ENR	Megan Gonzalez	2005-02-25	UHC-00597-47	4763227799	1165 Hillcrest Rd, Denver, CO, 80289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100382	ENR	Cynthia Reid	1987-11-14	UHC-56937-09	5884430620	7385 Church St, Orlando, FL, 32888	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128532	ENR	Harold P Morales	1949-11-28	UHC-68587-26	4747050032	7282 Lake View Rd, Miami, FL, 33159	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121848	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	8110 Ridge Rd, San Antonio, TX, 78273	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-136793	ENR	Joyce M Ramirez	1983-06-25	UHC-92711-12	8258373093	5983 Park Pl, Orlando, FL, 32899	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116252	ENR	Lawrence Carr	1964-03-12	UHC-86881-25	4006469932	5892 River Rd, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124004	ENR	Thmas Jacobs	1961-11-02	UHC-97013-20	8247339637	7633 Grand Ave, Eden Prairie, MN, 55383	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104072	ENR	Alexander L Nuunez	1985-09-18	UHC-39766-39	9615184929	6480 Cedar Ln, Nashville, TN, 37259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101660	ENR	Christopher Coleman	1950-04-12	UHC-32322-15	5972886469	1911 Ocean Ave, Miami, FL, 33172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139151	ENR	Linda M Stone	1951-09-26	UHC-41370-90	7636395325	896 Grand Ave, Fresno, CA, 93753	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117925	ENR	Kelly Carr	1990-09-04	UHC-56857-38	9442370868	5074 Central Ave # 115, Los Angeles, CA, 90022	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-127206	ENR	Aisha C Gonzales	1980-03-15	UHC-51297-81	8682990074	3446 Main St, San Diego, CA, 92179	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118926	ENR	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142106	ENR	Terry Q Duncan	1972-11-17	UHC-55410-43	8857135600	8349 Sunset Blvd, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133551	ENR	Nancy I Welch	1954-03-08	UHC-74613-35	6589867965	5971 Union St, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-113246	ENR	Sean P Warren	1961-04-01	UHC-92857-60	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103591	ENR	Amanda Burton	1974-06-26	UHC-03306-23	8609514650	9383 Camelback Rd # 591, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119536	ENR	Peter T Gilbert	1961-12-23	UHC-05029-61	3182530104	4458 Canyon Rd, Tucson, AZ, 85775	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-126015	ENR	Alan Coopar	2001-10-17	UHC-35629-61	9555001573	8530 Canyon Rd, Las Vegas, NV, 89175	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-143031	ENR	Patrick Carpenter	1944-07-07	UHC-58366-34	2456011294	8951 Willow Ct, Nashville, TN, 37241	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111552	ENR	Wille F Wood	1978-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114919	ENR	Sharon R Hill	2000-12-09	UHC-83800-64	9092736722	2193 Ocean Ave, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134251	ENR	Richard Espinoza	1957-05-16	UHC-68182-02	5163396241	2683 Mesa Dr, Seattle, WA, 98161	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104056	ENR	Dean V Andea	1940-08-19	UHC-86587-78	8759958211	8518 Spring St, Sacramento, CA, 95863	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101964	ENR	Amanda Lee	1944-07-18	UHC-59152-39	9527612362	114 Mesa Dr, Atlanta, GA, 30338	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118900	ENR	Arnold R Arjun	1960-06-05	UHC-91721-44	5123767257	9660 Broadway, Orlando, FL, 32858	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-139710	ENR	Matthew Kelley	1956-04-10	UHC-28663-60	9389310093	7256 River Rd, Tempe, AZ, 85280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118106	ENR	Dennis F Spencer	1993-03-21	UHC-64143-17	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134201	ENR	Washington O Donald	1999-02-07	UHC-45902-95	7537451819	732 Church St, Glendale, AZ, 85315	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-135784	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St, Tempe, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106147	ENR	Jacob A Elliott	1986-05-14	UHC-71005-90	3314483986	8435 Camelback Rd, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131163	ENR	Raymond L Ortiz	1938-06-26	UHC-59161-48	5678146304	1947 Forest Ave, Plano, TX, 75025	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131157	ENR	Melissa R Bell	1990-04-22	UHC-40093-42	9128823441	2114 Park Pl, Minneapolis, MN, 55436	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102826	ENR	Noah Morris	1981-10-14	UHC-64103-84	2394662279	6769 Park Pl, Glendale, AZ, 85301	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105059	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln, San Antonio, TX, 78264	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141973	ENR	James Parker	2000-05-28	UHC-18847-68	2256025860	4105 Central Ave Apt 23, Atlanta, GA, 30304	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more

28,181 rows, page 145 of 564Previous Next