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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132886	ENR	Kayla E Edwards	—	UHC-75544-45	6002520497	8770 Lake View Rd # 676, Mesa, AZ, 85288	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
ENR-139236	ENR	Willie Harper	1980-12-06	UHC-18093-71	—	426 Desert Sky Blvd, Houston, TX, 77019	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-130452	ENR	Jacob S Adams	1954-04-07	UHC-83935-46	4555888821	2129 Desert Sky Blvd, Eden Prairie, MN	0.68	Name re-cased Two-digit birth year City re-cased ZIP missing
ENR-124861	ENR	Grant Daniel	1940-01-14	UHC-40051-70	9877211461	3420 Ocean Ave, Phoenix, AZ, 85077	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-120270	ENR	Mariana Valdez	1982-11-22	UHC-75813-69	—	1961 Apache Blvd, Dallas, TX, 75267	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-115355	ENR	Rachel J Rivera	1985-11-07	UHC-18771-42	6879940000	9013 Maple Ave, Dallas, TX, 75202	0.68	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-134621	ENR	Jack A Sullivan	—	UHC-56237-02	—	—	0.68	Name re-cased Date of birth unreadable Phone missing area code Placeholder values cleared
ENR-139075	ENR	Charles X Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-101282	ENR	Ben H Meyer	1985-02-02	UHC-16096-57	4183842251	9288 Market St, Sacramento, CA, 95858	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-115634	ENR	Justin Q Miller	1980-01-22	UHC-90323-11	—	7254 Harbor Blvd, Houston, TX	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-130623	ENR	Wei B Morales	1981-02-10	UHC-24706-71	7476126705	849 Ridge Rd, Tampa, FL	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-109359	ENR	Jennifer Nguyen	1974-10-26	UHC-30768-97	6139616819	5886 Maple Ave, Fresno, CA, 93700	0.68	Name re-cased SSN last four extracted Street suffix standardised Address re-cased
ENR-127624	ENR	Margaret D Yang	1974-11-07	UHC-97427-60	3024015286	5878 Indian School Rd, Los Angeles, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-126176	ENR	Wayne Campbell	—	UHC-79401-10	7167177070	8279 Desert Sky Blvd, Columbus, OH, 43231	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised
ENR-105973	ENR	Sofia Lynch	1995-01-03	UHC-06069-32	2413875761	2142 Meadow Ln, Dallas, TX, 75270	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-126771	ENR	Cynthia Z Silva	1957-06-20	UHC-94337-87	7168928634	434 Highland Ave, Nashville, TN, 37233	0.68	Middle initial moved out of first name Name re-cased Date of birth reformatted Gender normalised
ENR-110347	ENR	Justin R Campbell	1938-08-08	UHC-25971-15	8262074474	525 Sage Ct Apt 40, Jacksonville, FL, 32208	0.68	Middle initial moved out of first name Name re-cased Unit split from street Email lower-cased
ENR-109310	ENR	Sarah Bryant	1943-10-16	UHC-10170-91	7712815140	3900 Meadow Ln, Mesa, AZ, 85253	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-109606	ENR	Carolyn Morales	1953-04-20	UHC-97852-59	9635074445	395 Church St, Austin, TX	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-106662	ENR	Sandra A Adams	1983-12-04	UHC-23338-39	8084253324	589 Pine Dr, Dallas, TX	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-119737	ENR	Arjun P Knight	1947-05-20	UHC-49813-17	9459840769	5006 Palm Dr, Eden Prairie, MN	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-111025	ENR	Mateo I Edwards	1958-09-14	UHC-77692-77	2107032080	746 Maple Ave # 682, Nashville, TN, 37291	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-126837	ENR	Teresa N Carpenter	1939-10-25	UHC-09736-05	—	7659 Grand Ave, Glendale, AZ, 85386	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-109780	ENR	Ana Hunter	2008-10-04	UHC-68356-50	—	6740 Hillcrest Rd, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-124349	ENR	Sarha G Gray	1949-07-02	UHC-28590-44	—	301 Camelback Rd, Orlando, FL, 32810	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-127493	ENR	Steven V Diaz	1974-01-14	UHC-29613-87	8534457097	7108 River Rd, Glendale, AZ, 85316	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-120352	ENR	Jesse D Schultz	1973-12-12	UHC-29889-78	5838717277	1059 Sage Ct, San Antonio, TX, 78274	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-106257	ENR	Katherine Knight	2001-03-26	UHC-38850-15	8915077707	4472 Highland Ave, Las Vegas, NV, 89186	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-104059	ENR	Mei S Brooks	1986-10-23	UHC-98539-12	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-140817	ENR	Bryan Ortega	1959-02-07	UHC-63848-87	7888024049	6900 Union St, San Antonio, TX, 78226	0.68	Name re-cased SSN last four extracted Street suffix standardised Address re-cased
ENR-123219	ENR	Julie X Murphy	1984-05-04	UHC-68695-89	9393807920	2688 Desert Sky Blvd, Atlanta, GA, 30351	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102431	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-102430	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-134922	ENR	Carol P Greeen	—	UHC-41190-11	—	8909 Indian School Rd, San Diego, CA, 92136	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
ENR-107550	ENR	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr, Jacksonville, FL, 32281	0.68	Name split from “Last, First”Name re-cased Date of birth reformatted Gender normalised
ENR-135760	ENR	Madison Adams	1977-04-24	UHC-85490-31	6136132644	7892 Maple Ave, Mesa, AZ, 85280	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-115503	ENR	Jacqueline D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA, 95869	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-117832	ENR	Cynthia Parker	1946-10-14	UHC-94118-51	6839453748	9722 Baseline Rd, Las Vegas, NV, 89133	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-121393	ENR	Ronald Q Brown	1964-02-24	UHC-81582-22	—	758 Elm St, Mesa, AZ, 85204	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-125357	ENR	Carolyn W Silva	1939-11-05	UHC-58261-64	6395086257	9345 Park Pl, Orlando, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-135558	ENR	Jeremy B Howell	1981-03-25	UHC-26033-66	—	6008 Sage Ct, Minneapolis, MN, 55474	0.68	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-141217	ENR	Michelle Bryant	1945-12-02	UHC-17996-45	8424310690	8020 Jefferson Ave, Seattle, WA, 98190	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-142781	ENR	Christine Q Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr, Los Angeles, CA, 90025	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-125600	ENR	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-138206	ENR	Elijah P Wheeler	1960-12-09	UHC-31283-30	2236031565	1233 Union St # 111, Nashville, TN, 37241	0.68	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed
ENR-109571	ENR	Nicole Chavez	2006-01-20	UHC-14317-71	8759477522	7177 Lake View Rd, Seattle, WA, 98199	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138899	ENR	Diane P Snyder	1952-05-14	UHC-24704-03	—	2666 Spring St, Austin, TX, 78738	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-138900	ENR	Diane P Snyder	1952-05-14	UHC-24704-03	—	2666 Spring St, Austin, TX, 78738	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-130847	ENR	Pamela I Franklin	1949-09-20	UHC-20767-08	3253804032	1630 Pine Dr, Tucson, AZ, 85720	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-135433	ENR	Joe Dean	2006-12-13	UHC-39253-08	—	2090 Ridge Rd, Phoenix, AZ, 85043	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared

17,310 rows, page 131 of 347Previous Next