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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127025	ENR	Jesse A Williamson	1961-10-13	UHC-57888-13	6374045349	5866 Pine Dr, Austin, TX, 78771	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-62829	TPA	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
CLM-404005	CLM	Ryan Thompson	1943-03-11	—	—	2844 Camelback Rd, Glendale, AZ, 85390	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-56406	TPA	Mariana Evans	1997-10-27	—	—	9718 River Rd, Nashville, TN, 37251	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-120647	ENR	Diana O Wraren	1995-01-12	UHC-51344-07	8415528199	8267 Broadway, Charlotte, NC, 28288	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed
PRV-28442	PRV	Lawrence I Yang	1962-11-07	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-129871	ENR	Timothy U Carpenter	1970-04-07	UHC-24778-33	4365542674	8987 Hillcrest Rd, Mesa, AZ, 85217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-403051	CLM	Larry K Carpenter	1945-06-21	UHC-87326-29	—	9390 Valley View Dr, Miami, FL, 33129	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-112934	ENR	Randy Lucas	1949-01-12	UHC-47089-57	3757401136	9552 Ocean Ave, Miami, FL, 33163	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
ENR-125163	ENR	Melissa M Lucas	1958-02-13	UHC-85278-67	9513257060	3535 Lake View Rd, Seattle, WA, 98151	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-136210	ENR	Madison Y Taylor	1940-07-08	UHC-46048-40	2937995844	3153 Oak St, Fresno, CA, 93751	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-107195	ENR	Steven Weer	1994-06-16	UHC-54394-70	5059510649	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
PRV-21188	PRV	Christine Coleman	1988-07-15	—	—	3974 Desert Sky Blvd, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Plan code upper-cased Placeholder values cleared
CLM-410184	CLM	William Robinson	1980-09-06	UHC-37175-59	—	1200 Valley View Dr, Nashville, TN, 37228	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-416002	CLM	Amanda Mendoza	1941-02-24	UHC-89922-24	—	11 Bayshore Dr, Gilbert, AZ, 85248	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-424907	CLM	Diego Knight	1952-03-13	—	—	6387 Indian School Rd, Dallas, TX, 75233	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421277	CLM	Elizabeth Santiago	1974-02-24	UHC-79914-44	—	1713 Ridge Rd, Mesa, AZ, 85274	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-428015	CLM	Jeffrey Harvey	1990-09-09	UHC-72004-42	—	7611 Oak St, Dallas, TX, 75283	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26113	PRV	Melissa Hansen	1996-03-18	—	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-58418	TPA	Elizabeth Warren	1980-09-25	—	7464714608	8697 Washington St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-126884	ENR	Helen U Dominguez	2000-05-20	UHC-96057-46	2974512622	320 Pine Dr, Eden Prairie, MN, 55369	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-400016	CLM	Margret Bell	2006-07-25	—	—	4859 Elm St, Tampa, FL, 33618	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-119675	ENR	Jonathan B Delgado	1972-05-23	UHC-28899-94	4855058023	5209 Park Pl, Minneapolis, MN, 55407	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-128942	ENR	Mary Reid	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
PRV-25264	PRV	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-103557	ENR	Lori V Santos	1944-01-14	UHC-54330-79	6449584027	5363 Union St, San Antonio, TX, 78287	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-134389	ENR	Olivia Chapman	1956-02-05	UHC-95278-33	5139680812	6806 Bayshore Dr, Jacksonville, FL, 32280	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
CLM-428363	CLM	Bradley J Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63624	TPA	Pamela Wheeler	1971-02-19	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
CLM-412031	CLM	Keith Lopez	1954-12-07	UHC-85819-38	4926077912	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-426056	CLM	Ruh Perez	2002-04-14	—	4504778897	8217 Pine Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-421102	CLM	Jeremy Garcia	1967-05-14	—	—	5842 Forest Ave, Sacramento, CA, 95862	0.68	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised
ENR-106296	ENR	Christian Wright	1969-09-08	UHC-52356-45	9665428328	6460 Sage Ct, Tucson, AZ, 85757	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-103930	ENR	Keith Morales	1973-08-27	UHC-51608-34	—	8899 Park Pl, Las Vegas, NV, 89194	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
CLM-431025	CLM	Amanda G Gibson	1938-02-15	UHC-89438-32	7508292181	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-115362	ENR	Margaret Gilbert	—	UHC-60344-23	3955705572	6590 Canyon Rd, Minneapolis, MN, 55486	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-142958	ENR	Willie George	2000-04-26	UHC-14786-97	—	8864 River Rd, Orlando, FL, 32864	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-100910	ENR	Mariana P Berry	1988-03-20	UHC-67182-96	—	4044 Maple Ave, Denver, CO	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
CLM-425271	CLM	Bruce U Evans	1946-06-09	—	4119456514	2759 Spring St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-128489	ENR	Donald V Rojas	1981-02-18	UHC-71744-36	6118929310	3130 Grand Ave, Charlotte, NC, 28277	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-128205	ENR	Charlie V Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave # 221, Atlanta, GA, 30368	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-114105	ENR	Anna Scott	1966-07-27	UHC-14025-28	4748987062	2964 Central Ave, Columbus, OH, 43293	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-405241	CLM	Dorothy K Moreno	1944-06-07	UHC-95806-45	—	4861 Washington St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411156	CLM	Dylan Palmer	2003-10-15	UHC-54824-76	8592910532	2321 Mesa Dr, Chandler, AZ, 85278	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-425618	CLM	Philip White	1992-10-23	UHC-56598-37	—	208 Washington St, Gilbert, AZ, 85280	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-408628	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-122006	ENR	Dorothy I Johnson	1991-08-11	UHC-06781-18	8607410124	2664 Elm St, Orlando, FL, 32880	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
PRV-29529	PRV	Laura U Fox	1942-12-04	—	2542533119	3669 Spring St, Minneapolis, MN, 55474	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-56836	TPA	Anna Fox	1995-06-05	—	—	8586 Central Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Email lower-cased Gender normalised Placeholder values cleared
PRV-22525	PRV	Jose P Dean	1950-05-02	UHC-46188-06	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared

9,980 rows, page 129 of 200Previous Next