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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62597	TPA	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL	0.66	Name re-cased ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-129072	ENR	Jeremy X Pena	1952-07-10	UHC-96426-62	—	2723 Indian School Rd, Orlando, FL, 32847	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-132541	ENR	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	5146 Jefferson Ave, Miami, FL, 33166	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102751	ENR	Rachel Espinoza	1955-09-10	UHC-13174-25	3506031190	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-106974	ENR	Juan Y Rios	1942-09-18	UHC-68560-80	3795402211	3789 Union St, Charlotte, NC, 28288	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-401131	CLM	Adam Torres	1994-02-07	UHC-94361-64	—	24 Jefferson Ave, Fresno, CA, 93790	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-119311	ENR	Frank Q Walker	1952-01-25	UHC-33096-95	7333134220	9876 Spring St, Mesa, AZ, 85228	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-112148	ENR	Nick Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St # 446, Tempe, AZ, 85259	0.66	SSN last four extracted Unit split from street Email lower-cased Plan code upper-cased+1 more
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
TPA-63624	TPA	Pamela Wheeler	1971-02-19	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
ENR-111121	ENR	Denise O Gordon	1992-06-04	UHC-12890-38	9232226495	4219 Lincoln Way, Sacramento, CA, 95814	0.68	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased
ENR-143042	ENR	Mason M Washington	1965-08-16	UHC-11018-53	6613339695	5155 Ridge Rd, Minneapolis, MN, 55467	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
CLM-408714	CLM	Vincent Gordon	1973-01-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
ENR-138172	ENR	Yukki Walker	1939-08-08	UHC-92170-03	4015321593	3710 Willow Ct, Scottsdale, AZ, 85202	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-138171	ENR	Yukki Walker	1939-08-08	UHC-92170-03	4015321593	3710 Willow Ct, Scottsdale, AZ, 85202	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-108224	ENR	Fatima K Nguyen	1965-07-25	UHC-99893-15	2286079747	8557 Camelback Rd, Miami, FL, 33104	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-124633	ENR	John Henderson	1977-06-20	UHC-90386-33	4096066200	5437 Meadow Ln, Mesa, AZ, 85215	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-109239	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased
ENR-141543	ENR	Christian D Wells	1946-07-26	UHC-13539-06	—	9255 Lake View Rd # 680, Atlanta, GA, 30365	0.68	Date of birth reformatted Phone missing area code Unit split from street Plan code upper-cased
ENR-133165	ENR	Lucia Williams	1996-04-13	UHC-28425-11	5544000611	7236 Central Ave, San Antonio, TX, 78247	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased
CLM-418324	CLM	Omar Moore	—	UHC-47663-42	2598112902	—	0.68	Name re-cased Date of birth unreadable Gender normalised Plan code upper-cased
ENR-118412	ENR	Donald K Kennedy	1971-11-23	UHC-11082-55	8536735200	340 Meadow Ln Apt 28, Gilbert, AZ, 85232	0.68	Unit split from street Email lower-cased Gender normalised Plan code upper-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-124637	ENR	Ralph Z Bell	1976-11-03	UHC-11833-22	4813904799	8457 Apache Blvd, Tempe, AZ, 85201	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
CLM-417656	CLM	Matthew P Rice	1999-03-22	—	—	6058 Apache Blvd, Houston, TX, 77066	0.68	SSN last four extracted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-101455	ENR	Joyce A Cunningham	1968-04-09	UHC-99226-86	—	2453 Union St, Glendale, AZ, 85324	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-124387	ENR	Santiago S Miller	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.68	Phone reformatted State name converted to code Gender normalised Plan code upper-cased
TPA-50594	TPA	Cynthia Hansen	1971-01-22	UHC-95339-89	—	388 Cedar Ln, Tucson, AZ, 85748	0.68	Date of birth reformatted Phone missing area code Gender normalised Plan code upper-cased
ENR-108079	ENR	Austin Robertson	1968-04-21	UHC-38894-44	2078587613	8721 Palm Dr, Las Vegas, NV, 89127	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-140357	ENR	Diego L Weaver	1970-08-19	UHC-97229-55	—	6826 Lincoln Way, Jacksonville, FL, 32241	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-109099	ENR	Joe Carlson	2001-05-21	UHC-06730-30	4792771673	9839 Harbor Blvd, San Antonio, TX, 78297	0.68	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased
ENR-142286	ENR	Megan U Pteers	1957-12-07	UHC-78395-46	5556597564	5477 Church St Apt 1, Jacksonville, FL, 32298	0.68	Two-digit birth year Phone reformatted Unit split from street Plan code upper-cased
ENR-127375	ENR	Debra Estrada	1964-10-01	UHC-99124-42	5718802295	3265 Elm St # 179, Fresno, CA, 93753	0.68	Phone reformatted SSN last four extracted Unit split from street Plan code upper-cased
ENR-107542	ENR	Bobby O Mason	2003-05-20	UHC-43823-71	7065716092	2306 Mesa Dr, Charlotte, NC, 28203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased
ENR-102729	ENR	Kevin G Nelson	—	UHC-08394-23	8234131024	7386 Market St, Dallas, TX, 75269	0.68	Middle initial moved out of first name Date of birth unreadable City re-cased Plan code upper-cased
ENR-112214	ENR	Sam N Harrison	1979-07-20	UHC-41931-54	6039374956	2689 Mountain View Dr, Charlotte, NC, 28247	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-129089	ENR	Heather L Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX	0.68	Middle initial moved out of first name Phone reformatted ZIP missing Plan code upper-cased
ENR-138628	ENR	Sharon V Rose	1956-02-12	UHC-95563-56	6264537870	1190 Grand Ave, Los Angeles, CA, 90044	0.68	Name split from “Last, First”Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-112072	ENR	Nathan Franklin	2002-09-06	UHC-33672-32	—	569 Lincoln Way, Tampa, FL, 33631	0.68	Phone missing area code Gender normalised Plan code upper-cased Whitespace trimmed
ENR-121515	ENR	Sharon Hernandez	1996-02-09	UHC-02207-70	8458628066	7061 Forest Ave, Jacksonville, FL, 32221	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-113254	ENR	Ahmed J Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased
ENR-126915	ENR	Kenneth Munoz	1972-10-21	UHC-58681-80	—	7035 Union St, Jacksonville, FL, 32254	0.68	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased
ENR-100988	ENR	Adam R Simspon	2005-10-07	UHC-19865-62	8162752293	5333 Harbor Blvd, Phoenix, AZ, 85000	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Plan code upper-cased
ENR-100987	ENR	Adam R Simspon	2005-10-07	UHC-19865-62	8162752293	5333 Harbor Blvd, Phoenix, AZ, 85000	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Plan code upper-cased
ENR-130786	ENR	BJunk	1951-04-18	UHC-30141-52	9079492053	1592 Camelback Rd, Sacramento, CA, 95827	0.68	Phone reformatted Gender normalised Plan code upper-cased No usable name (quarantined)
ENR-125432	ENR	Marcus Boyd	1980-03-05	UHC-45116-04	8852331451	8120 Central Ave, Las Vegas, NV, 89144	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130739	ENR	Tyler G Harvey	1949-01-21	UHC-03044-42	2412824433	4173 Elm St, Tampa, FL, 33635	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141159	ENR	Henry Jensen	1975-05-09	UHC-86555-86	8372836491	8650 Sunset Blvd, Las Vegas, NV, 89193	0.70	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-59794	TPA	Jacob C Anderson	1939-07-06	—	5025547768	2590 Maple Ave, Seattle, WA, 98194	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129063	ENR	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more

3,278 rows, page 27 of 66Previous Next