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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135172	ENR	Stephanie G Ward	1961-08-16	UHC-17778-93	3893373742	765 Jefferson Ave, Orlando, FL, 32835	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57924	TPA	Andrew L Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404891	CLM	Jacqueline Maldunado	1998-04-09	UHC-66870-46	2503266726	7026 River Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423689	CLM	Aaron Johnson	1978-11-04	UHC-30422-67	—	9581 Indian School Rd, San Antonio, TX, 78283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-53367	TPA	Christian Porter	1976-04-05	—	—	7314 Valley View Dr, Los Angeles, CA, 90091	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101267	ENR	Barbara G Fernandez	1968-01-04	UHC-76507-85	8202102452	8766 Oak St, Chandler, AZ	0.62	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+3 more
TPA-59747	TPA	Michael Webb	1984-07-09	—	6366199993	5189 Camelback Rd, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53128	TPA	—Junk	1969-11-13	—	—	1139 Willow Ct # 661, Mesa, AZ, 85254	0.62	Unit split from street City re-cased State code upper-cased Email lower-cased+3 more
ENR-101521	ENR	Jean R Sims	1975-09-27	UHC-38336-47	5675210132	2734 Mountain View Dr, Sacramento, CA, 95876	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133370	ENR	Philip C Garrtet	2001-11-16	UHC-05207-16	3137169825	3577 Main St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-423937	CLM	Gerald Foster	1993-02-26	—	—	8689 Jefferson Ave, Tucson, AZ, 85762	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-124513	ENR	Gary Y Taylor	1950-05-21	UHC-52191-10	9676200728	6786 Main St, Phoenix, AZ, 85016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51516	TPA	Sarah Welch	1949-09-22	—	—	8987 Sage Ct, Phoenix, AZ, 85072	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-401507	CLM	Mariana O Fox	1973-08-19	UHC-10297-93	6068040409	7850 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-119124	ENR	Michael K Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-420241	CLM	Nancy George	1979-06-04	UHC-95306-31	—	436 Bayshore Dr # 320, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-55817	TPA	Ana L Boyd	1955-12-23	UHC-37481-63	—	8426 Central Ave, Mesa, AZ, 85295	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-100650	ENR	Rachel Stevens	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-133568	ENR	Kyle Hill	1959-01-21	UHC-55502-40	9154286656	927 Desert Sky Blvd, Austin, TX, 78708	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-109306	ENR	Charles V Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-122818	ENR	Andrew C Johnson	1988-02-15	UHC-19448-12	3665129442	845 Pine Dr, Plano, TX, 75013	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52639	TPA	Cheryl Fields	2002-02-09	—	—	1426 Washington St, Nashville, TN, 37287	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-115751	ENR	Frances Porter	1962-08-20	UHC-44995-70	6329397159	5689 Bayshore Dr, Las Vegas, NV	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114183	ENR	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.62	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-130123	ENR	Hiroshi R Peterson	1968-09-04	UHC-61159-02	4675183509	2708 Oak St, Miami, FL, 33131	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138604	ENR	Sean X Sims	1945-02-08	UHC-11547-01	4554337047	4081 Mesa Dr, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403922	CLM	Zachary Carlson	2003-10-23	UHC-05862-91	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-416338	CLM	Albert Daniels	1954-05-11	—	6996447748	5558 Oak St # 547, Tampa, FL, 33681	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426627	CLM	Jennifer Cox	1939-01-08	UHC-06372-33	—	9324 Baseline Rd, Glendale, AZ, 85374	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406124	CLM	Reid Teresa	1988-07-24	UHC-23512-04	6166325139	7882 Market St, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133079	ENR	Craolyn D Florees	1999-05-06	UHC-73681-40	8437533164	3976 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21082	PRV	Catherine Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
PRV-22316	PRV	Christopher Santos	1995-05-06	UHC-66123-93	—	609 Spring St, Eden Prairie, MN, 55332	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423141	CLM	Virginia Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-403285	CLM	Judith Gilbert	—	—	—	7478 Market St, Austin, TX, 78715	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
ENR-140922	ENR	Marcus M Nelson	1990-02-05	UHC-78032-35	5155676352	1732 Park Pl, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51826	TPA	Matthew Day	1949-03-08	—	3868458370	4162 Cedar Ln, Tempe, AZ, 85261	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53668	TPA	Camila Lucas	1959-11-09	—	—	1620 Jefferson Ave, Dallas, TX, 75232	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-130620	ENR	Ralph U Montgomery	—	UHC-96182-31	5347781514	887 Washington St, Minneapolis, MN, 55430	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-415054	CLM	Angela Sullivan	2002-10-25	—	—	2017 Desert Sky Blvd, Tucson, AZ, 85783	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-107387	ENR	Jeremy Gibson	1985-04-20	UHC-48164-51	4723551739	6980 Valley View Dr, Nashville, TN, 37205	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427022	CLM	Natalie Cruz	2001-08-03	—	—	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
CLM-421877	CLM	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	6926 Union St, Tempe, AZ, 85228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 21 of 81Previous Next