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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127397	ENR	Emma Soot	1957-10-07	UHC-80867-23	7385433932	3951 Park Pl, Charlotte, NC, 28233	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-118949	ENR	Gregory Cruz	2004-09-18	UHC-59269-27	6396616977	5830 Baseline Rd, Mesa, AZ, 85227	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-106493	ENR	Noah Oliver	1942-01-05	UHC-49295-92	2859681553	8554 Mountain View Dr, Minneapolis, MN, 55424	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-126287	ENR	Chrstian C Watkins	1996-04-09	UHC-91881-93	9836247126	956 Palm Dr, Los Angeles, CA, 90096	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-142704	ENR	Hiiroshi K Willams	1950-01-04	UHC-95783-27	8202222304	232 Mountain View Dr, Denver, CO, 80275	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-118724	ENR	Bittany A Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
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
ENR-118420	ENR	Mdaison P Lopez	1945-02-18	UHC-54424-31	2767735983	673 Grand Ave, Las Vegas, NV, 89177	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-119967	ENR	Diego Lawson	1966-10-07	UHC-46964-36	4479788753	8363 Cedar Ln, Mesa, AZ, 85237	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-117267	ENR	Omar F Harvey	1969-04-10	UHC-40148-92	—	6345 Highland Ave, Columbus, OH, 43216	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-132479	ENR	Kmberly Martinez	1941-03-08	UHC-26260-43	2687677752	4974 Camelback Rd, Columbus, OH, 43209	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-108912	ENR	Melissa E Fox	1979-01-22	UHC-13839-35	4848736745	2330 Ridge Rd, Fresno, CA, 93744	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-119988	ENR	Lisa D Shaw	1989-08-06	UHC-91238-33	7452588793	3486 Elm St Apt 6, San Diego, CA, 92141	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
ENR-128379	ENR	Yuki V Gonzales	1983-06-23	UHC-45856-82	8599703479	7979 Pine Dr, Charlotte, NC, 28244	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased
ENR-104660	ENR	Luis W Ramos	2006-08-19	UHC-23311-92	7167034310	3844 Ridge Rd, San Antonio, TX, 78248	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-139520	ENR	Sarrah Rose	1953-04-13	UHC-73535-83	7587631917	2108 Indian School Rd, Charlotte, NC, 28225	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-134710	ENR	Michael B Schmidt	2004-10-28	UHC-23738-80	5799566239	7258 Harbor Blvd # 156, Dallas, TX, 75268	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
ENR-126646	ENR	Paul Riley	1973-02-14	UHC-16469-58	—	5013 River Rd, Plano, TX, 75008	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-139198	ENR	Ralph Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St # 815, Miami, FL, 33166	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-138637	ENR	Billy V Myers	1989-05-09	UHC-86282-87	9392508107	6003 Oak St, Charlotte, NC, 28225	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-126233	ENR	Fatima P Williams	1997-02-20	UHC-81189-01	5845144627	6965 Sunset Blvd, Dallas, TX, 75297	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-130854	ENR	Peter Y Hernandez	1986-02-20	UHC-11079-43	8894600573	7574 Baseline Rd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-125583	ENR	Peter Fields	1951-08-26	UHC-22629-71	3975399393	3175 Jefferson Ave, Eden Prairie, MN	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-109267	ENR	Roy Allen	1940-01-13	UHC-12521-41	—	5382 Union St, Atlanta, GA, 30363	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-123689	ENR	Henry U Carroll	1968-03-16	UHC-95952-29	7672710341	6390 Willow Ct, Sacramento, CA, 95872	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-140689	ENR	Arthur A Marshall	1983-04-25	UHC-12148-09	5582255662	2973 Forest Ave, Tampa, FL, 33616	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-104669	ENR	Bradley Freeman	1962-05-01	UHC-66492-18	—	2770 Bayshore Dr, Scottsdale, AZ, 85204	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-118524	ENR	George C Aguilar	1944-01-11	UHC-68065-70	2772510291	9173 Church St, Miami, FL, 33164	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-114166	ENR	Lucia F Edwards	1970-06-17	UHC-42348-35	4374751530	6382 Jefferson Ave, Dallas, TX	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-129637	ENR	Justin E McDonald	1969-02-02	UHC-83650-20	3552017981	389 Mountain View Dr, Gilbert, AZ, 85225	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-125060	ENR	Diana D Carlson	2000-05-20	UHC-11155-32	—	9649 Washington St, Seattle, WA, 98186	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-106209	ENR	Amber Martin	2001-04-24	UHC-78848-63	6238907399	9225 Bayshore Dr, Minneapolis, MN, 55475	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-102508	ENR	Jeffrey G Herrera	1956-10-09	UHC-90859-19	7786927500	7013 Oak St, Charlotte, NC, 28219	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-130781	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH, 43249	0.80	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased
ENR-120175	ENR	Brittany Kelley	1943-09-13	UHC-07098-28	3189762810	9482 Meadow Ln, Dallas, TX, 75224	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-114373	ENR	Naoh Roberts	1962-03-21	UHC-53705-72	7397836496	3264 Sunset Blvd, Houston, TX, 77093	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-106921	ENR	Laura W Davis	1997-07-01	UHC-05707-46	9863612157	1357 Maple Ave, Los Angeles, CA, 90079	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-109767	ENR	Sofia Franklin	1968-07-10	UHC-25200-04	5943875669	4146 Park Pl, Plano, TX, 75019	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-130471	ENR	Juan R Graham	1954-01-27	UHC-74875-35	8209215158	2411 Ridge Rd Apt 24, Plano, TX, 75066	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
ENR-142532	ENR	Jeremy Z Murphy	—	UHC-74188-97	6127206749	2694 Ocean Ave, Miami, FL, 33148	0.80	Date of birth missing City re-cased Whitespace trimmed Placeholder values cleared
ENR-127334	ENR	Jessica B Simpson	2004-05-12	UHC-83282-70	8987372832	1318 Lake View Rd, Minneapolis, MN, 55407	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-110560	ENR	Angela E Salazar	2001-02-03	UHC-20499-93	—	9038 Lincoln Way, Atlanta, GA, 30362	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
ENR-126081	ENR	Fatima W Reed	1985-08-22	UHC-50785-10	4962488328	7651 Sage Ct, Minneapolis, MN	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-131002	ENR	Willie Griffin	1973-05-18	UHC-28365-71	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-118549	ENR	Randy T Lopez	1984-03-13	—	7366970823	7109 Ocean Ave, Dallas, TX, 75285	0.80	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased
ENR-138938	ENR	Alexis P Coleman	1961-02-01	UHC-25329-37	—	541 Meadow Ln, San Antonio, TX, 78297	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-134461	ENR	Gerald M Pierce	1971-05-06	UHC-42939-55	8239381658	7921 Canyon Rd, Nashville, TN, 37254	0.80	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed
ENR-135610	ENR	Keenneth Y Burton	1950-06-10	UHC-88371-61	2767546196	8977 Central Ave, Fresno, CA, 93733	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-119953	ENR	Anthony U Hayes	1946-09-03	UHC-47136-42	9296420529	1648 Baseline Rd, Houston, TX, 77003	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-111446	ENR	Grace Padilla	1956-02-27	UHC-44270-79	9179541768	9820 Jefferson Ave, Dallas, TX, 75266	0.80	Name re-cased Phone reformatted City re-cased State name converted to code

8,423 rows, page 132 of 169Previous Next