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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118478	ENR	Mateo Singh	1954-05-17	UHC-58469-79	7512856743	739 Harbor Blvd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108804	ENR	Joseph Schultz	1955-04-28	UHC-56387-51	9543192616	8741 Hillcrest Rd, Seattle, WA, 98142	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-102327	ENR	Bobby P Kelly	1975-04-25	UHC-98988-55	3875832552	7032 Mesa Dr, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-109664	ENR	Santiago J Morales	2004-08-22	UHC-21518-10	6337632314	8916 Meadow Ln, Orlando, FL, 32851	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52331	TPA	Christine Hicks	1996-10-24	—	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101607	ENR	Frances S Espinoza	1952-10-13	UHC-41544-16	5162286927	3576 Highland Ave, Dallas, TX, 75226	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432248	CLM	Alan Lynch	1959-07-02	UHC-97250-45	—	7020 Elm St, Orlando, FL, 32886	0.64	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
TPA-54216	TPA	Danielle Torrees	—	UHC-36695-30	8558324572	—	0.64	Date of birth missing Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-416075	CLM	Jordan V Lee	1969-03-03	UHC-83908-16	—	3342 Grand Ave, Los Angeles, CA, 90009	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424486	CLM	Samuel Simmons	1945-05-25	UHC-47169-69	8474100580	519 Grand Ave, Orlando, FL, 32885	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426223	CLM	Joshua Armstrong	1990-12-04	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130374	ENR	Ahmed A Ortiz	1974-12-11	UHC-30129-78	5692420152	8727 Broadway # 355, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-103197	ENR	Charlotte Z Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN, 55447	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-112595	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	4798707852	9117 Market St, Los Angeles, CA, 90091	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110485	ENR	Melissa Foster	1964-05-10	UHC-53100-46	4148654644	4912 Canyon Rd, Atlanta, GA, 30367	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118398	ENR	Mike N Franklin	1977-08-13	UHC-12780-16	2815891955	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-131260	ENR	Keith Contreras	1964-12-24	UHC-96862-87	9154467784	4030 Palm Dr, Eden Prairie, MN, 55353	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426111	CLM	Mary Chen	1953-10-21	UHC-42080-36	8608569938	5728 Desert Sky Blvd, Charlotte, NC, 28248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127268	ENR	Patricia Russlel	1942-07-08	UHC-42955-40	5573859963	754 Mesa Dr, Columbus, OH, 43252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404754	CLM	Jeck T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55811	TPA	Matthew S Medina	1961-09-14	—	6442752167	9132 Spring St, Houston, TX, 77061	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131597	ENR	Joan Kennedy	1947-07-08	UHC-71568-51	6982568383	5239 Indian School Rd, Fresno, CA, 93785	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126479	ENR	Jessica D Morrison	1960-08-27	UHC-17503-90	6717025008	383 River Rd, Fresno, CA, 93761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126291	ENR	Abigail O Ellis	2007-08-21	UHC-11203-18	9086971154	2869 Palm Dr, Phoenix, AZ, 85047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418054	CLM	Karen O Andeson	1974-08-20	—	—	3300 Mountain View Dr, Los Angeles, CA, 90049	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-426568	CLM	Ahmed Fissher	1970-04-26	UHC-88024-63	—	3622 Church St, San Diego, CA, 92106	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106407	ENR	Jacqueline T Carr	1992-04-28	UHC-24246-93	3043923076	1495 Washington St, San Diego, CA, 92113	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20558	PRV	Samuel Burns	2001-12-03	—	6133657225	3883 Canyon Rd, Seattle, WA, 98162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-111741	ENR	Jesse Cole	1951-08-18	UHC-22366-11	2106667069	295 Canyon Rd, Denver, CO, 80230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413926	CLM	Austin Y Patel	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-140159	ENR	Sophia J Patel	2007-09-07	UHC-74674-41	4509419466	6789 Apache Blvd, Denver, CO, 80206	0.64	Name re-cased Member ID reformatted State name converted to code Email lower-cased+2 more
PRV-28558	PRV	Kathleen Le	1987-06-08	UHC-95340-31	—	8323 Bayshore Dr, Tucson, AZ, 85782	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112019	ENR	Donald Walker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-413869	CLM	Jackie Contreras	1958-06-05	—	5819791556	8014 Forest Ave, Gilbert, AZ, 85286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26070	PRV	Patrick Boyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr, Mesa, AZ, 85230	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134313	ENR	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	9058 Ocean Ave, Houston, TX, 77056	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
CLM-429694	CLM	Deebra Wod	1946-09-21	UHC-63319-04	—	3612 Sunset Blvd, Houston, TX, 77029	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27394	PRV	Theresa Taylor	1982-04-11	UHC-55739-27	5392222883	2310 Mesa Dr, Los Angeles, CA, 90081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409651	CLM	Wei Jenkins	1985-01-01	UHC-07937-89	6257616400	2854 Elm St, Nashville, TN, 37253	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415234	CLM	Betty Walsh	1988-09-04	UHC-06757-59	9128288778	3850 Maple Ave, Sacramento, CA, 95804	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414171	CLM	Mateo Wright	1949-05-26	UHC-17285-52	—	4302 Harbor Blvd, Columbus, OH, 43234	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107457	ENR	Cheryl J Lane	1976-02-23	UHC-82490-30	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63615	TPA	Andrea Harrison	1956-06-22	UHC-14709-75	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112881	ENR	Joshua M Diaz	1983-01-17	UHC-62814-55	5379681224	5351 Lake View Rd, Chandler, AZ, 85271	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135856	ENR	Maria P Bryant	1966-11-22	UHC-26238-20	4338030541	756 Cedar Ln, Scottsdale, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100704	ENR	Kimberly S Henry	1947-09-26	UHC-27977-55	7369375607	5008 Desert Sky Blvd, Miami, FL, 33129	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424961	CLM	David Bennett	2008-07-02	UHC-52325-21	6314243075	4502 Sunset Blvd, Los Angeles, CA, 90029	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414145	CLM	Kelly Clark	1954-01-15	—	—	7794 Washington St, Orlando, FL, 32820	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109287	ENR	Alexander A Stewart	1938-11-19	UHC-59828-59	4286297983	4776 Grand Ave, Las Vegas, NV, 89108	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55631	TPA	Jutin Jenkins	2001-04-23	UHC-39390-63	7803143492	2202 Harbor Blvd, Dallas, TX, 75277	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

16,828 rows, page 166 of 337Previous Next