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-138609	ENR	Abigail Z Stephens	2008-02-02	UHC-84877-63	9509956346	3394 River Rd, Nashville, TN, 37241	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118729	ENR	Gerld Nguyen	1995-06-26	UHC-55379-89	9272375570	1542 Grand Ave, Miami, FL, 33167	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-137940	ENR	Larry O Burton	1965-02-07	UHC-16584-63	—	782 Pine Dr, Chandler, AZ, 85271	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134425	ENR	Stephen U Morrison	1999-05-03	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV, 89145	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137535	ENR	Stephen Guzman	1973-01-13	UHC-30269-10	—	9781 Palm Dr, Chandler, AZ, 85205	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111703	ENR	Larry Q Simmons	1956-11-11	UHC-21648-82	—	277 Jefferson Ave, Houston, TX, 77069	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-107015	ENR	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr # 257, Tempe, AZ, 85230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138876	ENR	Ruth Carpenter	1944-07-27	UHC-43306-46	9015545220	7473 Meadow Ln, Dallas, TX, 75295	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114252	ENR	Gerald I Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-102060	ENR	Terry Hansen	1956-10-09	UHC-59896-66	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-125106	ENR	Arjun M Ramirez	1990-05-09	UHC-84085-42	3807599608	2896 Sunset Blvd, Gilbert, AZ, 85259	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130371	ENR	Joyce Ray	1942-09-04	UHC-03509-93	9162914096	4023 Central Ave, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-129923	ENR	Jonathan Kelly	1985-10-27	UHC-10931-15	—	5606 Washington St, Phoenix, AZ, 85082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128289	ENR	Donna Vargas	1990-02-18	UHC-71106-61	3266307310	2257 Mountain View Dr, Tucson, AZ, 85776	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138707	ENR	Luis P Hawkins	1938-04-02	UHC-98023-84	6602348668	7734 Mountain View Dr, Charlotte, NC, 28231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115204	ENR	Jessica U Henry	1983-05-03	UHC-28409-11	4709972109	5648 Hillcrest Rd, Nashville, TN, 37288	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-127953	ENR	Rebecca M Mitchell	1963-12-03	UHC-70908-34	—	8905 Canyon Rd, Plano, TX, 75071	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116332	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-139365	ENR	Dorothy I Sanchez	1966-11-16	UHC-92111-83	8366561050	3419 Indian School Rd, Plano, TX, 75048	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121344	ENR	Stphen Weber	1987-01-28	UHC-69344-67	—	8952 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128306	ENR	Eric F Reed	1963-01-18	UHC-79375-83	—	8032 Market St Apt 36, Denver, CO, 80263	0.66	Name re-cased Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-120334	ENR	Samuel U Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-129007	ENR	Austin McDonald	1968-01-21	UHC-07017-18	3145343927	7465 River Rd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-142239	ENR	Denise Morales	1952-09-16	UHC-22051-95	2914943140	6636 Meadow Ln, Charlotte, NC, 28220	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139811	ENR	Teresa Johnston	1981-04-09	UHC-25325-15	7002220142	2565 Market St, Nashville, TN, 37219	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-139739	ENR	Jesse K Flores	2008-11-16	UHC-66809-51	7519891705	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-124510	ENR	Anna P Edwards	—	UHC-19151-80	—	3858 Willow Ct, Seattle, WA, 98135	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103421	ENR	Alice C Taylor	1950-12-28	UHC-23398-26	6818559476	8487 Lake View Rd, Tucson, AZ, 85764	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126194	ENR	Vicky D Vazquez	1968-12-08	UHC-94194-46	—	3230 Oak St, Houston, TX, 77092	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126528	ENR	Hrold W Wells	1973-06-01	UHC-27684-43	—	7618 Mountain View Dr, Minneapolis, MN, 55472	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-106058	ENR	Jason King	1976-08-06	UHC-08657-37	8065873303	9255 Palm Dr, Fresno, CA, 93751	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124643	ENR	Theresa C Hamilton	1978-07-17	UHC-33934-07	2749990981	412 Central Ave, Tampa, FL, 33602	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101708	ENR	Amy P Hayes	1953-06-10	UHC-13328-28	2644830876	8700 Maple Ave, Atlanta, GA, 30392	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-112328	ENR	Heather S Wood	1960-05-18	UHC-98056-68	7263988696	279 Spring St, Las Vegas, NV, 89114	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103901	ENR	Betty L Sullivan	1949-01-03	UHC-92313-03	7915438656	14 Lake View Rd, Minneapolis, MN, 55416	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-120159	ENR	Jack Jordan	1948-03-11	UHC-62945-41	7368521414	622 Mountain View Dr # 656, Gilbert, AZ, 85264	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140337	ENR	Bradley T Matthews	1992-07-15	UHC-27612-44	3774976929	6175 Highland Ave, San Antonio, TX, 78274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135919	ENR	Bobby Y Adams	1989-06-09	UHC-59563-88	2808408769	822 Main St, Tucson, AZ, 85799	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112251	ENR	Cynthia B Elliott	2007-09-02	UHC-38722-48	5113382771	9248 Sage Ct, San Antonio, TX, 78200	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138106	ENR	Amber I Santos	1951-03-28	UHC-12608-93	4906638992	6820 Maple Ave, Chandler, AZ, 85207	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119759	ENR	Olivia Jensen	1991-12-21	UHC-96429-21	5983309649	8697 Grand Ave, Minneapolis, MN, 55457	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101029	ENR	Sam Price	1987-11-25	UHC-07622-81	6732372079	3203 Central Ave, Atlanta, GA, 30365	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120305	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-103504	ENR	Ray C Smith	1940-04-03	UHC-53560-72	—	240 Spring St, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-141015	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	9143633518	7244 Oak St, Miami, FL, 33179	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117724	ENR	Kelly R Hart	1972-01-16	UHC-41768-52	—	1560 Canyon Rd, Miami, FL, 33199	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110798	ENR	Sofia X Smith	1978-12-13	UHC-50362-18	8097645285	7046 Market St Apt 33, Las Vegas, NV, 89158	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101605	ENR	Sam D Lynch	1941-09-16	UHC-07707-06	7803507159	5944 Maple Ave, Tucson, AZ, 85759	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-110643	ENR	Marilyn K Lane	1991-07-26	UHC-43044-27	7837341021	9311 Desert Sky Blvd # 444, Seattle, WA, 98175	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more

16,916 rows, page 124 of 339Previous Next