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
ENR-137244	ENR	Daniel Yang	1950-03-26	UHC-28538-36	—	8826 Valley View Dr, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140520	ENR	Emma G Richaardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126051	ENR	Grrace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
TPA-55113	TPA	Julie Chen	1981-10-26	—	6966381928	6058 Church St, Dallas, TX, 75259	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-421664	CLM	Rebecca Gonzalez	1944-09-04	UHC-31410-51	—	8753 Ocean Ave, Nashville, TN, 37248	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-141066	ENR	Christine A Turner	1987-04-04	UHC-86075-96	5108439347	1696 Indian School Rd, Sacramento, CA, 95820	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107016	ENR	Shirley B Morris	1942-12-21	UHC-34000-41	2588865895	4454 Camelback Rd, Sacramento, CA, 95880	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-120661	ENR	Charlotte Edwards	1957-08-28	UHC-40823-79	4816309695	2399 Pine Dr, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113121	ENR	Mariana R Jones	2004-04-06	UHC-02793-47	2643367260	4073 Union St, Tucson, AZ, 85753	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119267	ENR	Mason A Ellis	1965-06-19	UHC-64618-74	6416457339	5237 Indian School Rd Apt 33, Glendale, AZ, 85388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114083	ENR	Caolyn Taylor	1999-12-28	UHC-94825-21	2187028594	3614 Jefferson Ave, Houston, TX, 77007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101056	ENR	James Thompson	1979-07-14	UHC-57559-48	—	5754 Bayshore Dr, Minneapolis, MN, 55499	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-134033	ENR	William Bryant	1950-11-09	UHC-37429-27	—	4794 Highland Ave, Columbus, OH, 43265	0.64	Name re-cased Phone missing area code Email lower-cased Gender normalised+2 more
ENR-119499	ENR	Yuki G Hudson	1972-05-22	UHC-52296-87	9442048069	7609 Willow Ct, Fresno, CA, 93734	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121172	ENR	Noah R Pena	1966-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136810	ENR	Lucia Aguilar	2004-07-14	UHC-68965-28	9639222813	6353 Market St, Sacramento, CA, 95897	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116252	ENR	Lawrence Carr	1964-03-12	UHC-86881-25	4006469932	5892 River Rd, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422479	CLM	Dorothy Wood	1949-05-01	—	4753306546	7288 Mesa Dr, Jacksonville, FL, 32293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123864	ENR	Alan Dean	1992-09-12	UHC-33697-11	2444852040	5224 Camelback Rd, Fresno, CA, 93707	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-136718	ENR	Debra Franklin	1981-09-06	—	—	1835 Baseline Rd, Jacksonville, FL, 32238	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135784	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St, Tempe, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
ENR-127839	ENR	Luis O Young	1947-11-15	UHC-96425-54	9133048270	5246 Camelback Rd, Las Vegas, NV	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-109802	ENR	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ, 85363	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-121479	ENR	Joan Carr	2004-03-05	UHC-03224-30	—	3124 Apache Blvd, Gilbert, AZ, 85271	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-119361	ENR	Sofia Stone	1957-07-25	UHC-26887-79	—	9671 Highland Ave, Tucson, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-407349	CLM	George K Murphy	1998-10-14	UHC-12080-51	9648052507	707 Apache Blvd, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
ENR-107238	ENR	Frances Z Bryent	1985-09-19	UHC-76409-62	8812749355	2264 Meadow Ln, Las Vegas, NV, 89121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105678	ENR	John G Hayes	1989-02-20	UHC-01641-97	2966132464	8962 Highland Ave, Seattle, WA, 98198	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416745	CLM	Lisa Reid	—	UHC-20648-68	—	4559 Apache Blvd, Las Vegas, NV, 89120	0.64	Date of birth unreadable Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-124091	ENR	Lawrence I Diaz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127755	ENR	Robert Phillips	1938-07-04	UHC-99540-99	7964800844	9723 Main St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137997	ENR	Dylan Yang	1979-05-18	UHC-29576-91	6159229868	4125 Main St, Eden Prairie, MN, 55337	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-114774	ENR	Billy Hill	1988-05-04	UHC-24705-10	—	7097 Ridge Rd # 814, Houston, TX, 77002	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-408846	CLM	Aaron Andrews	2007-04-08	UHC-76478-80	5338795238	6597 Church St, San Diego, CA, 92170	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414572	CLM	Laura Ross	2006-09-14	—	—	6409 Camelback Rd, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
ENR-128173	ENR	Victoria R Carroll	1948-01-02	UHC-24385-84	—	8671 Central Ave, Gilbert, AZ, 85273	0.64	Name re-cased SSN last four extracted State name converted to code Plan code upper-cased+2 more
ENR-124052	ENR	Laura Chavez	2006-02-02	UHC-80393-56	8325905377	1179 Lake View Rd, Denver, CO, 80251	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105152	ENR	Emily Montgomery	1940-11-03	UHC-50496-48	6207100493	8482 Bayshore Dr, Dallas, TX, 75212	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130124	ENR	Hiroshi R Peterson	1968-09-04	UHC-61159-02	4675183509	2708 Oak St, Miami, FL, 33131	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413696	CLM	Stephanie Castillo	1999-07-09	UHC-57276-27	—	6638 Grand Ave, Houston, TX, 77035	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-126424	ENR	Christina Hunter	1958-08-07	UHC-22457-29	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142951	ENR	Joseph T Payne	1971-07-21	UHC-40121-50	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400705	CLM	Brian Mitchell	1995-06-11	—	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406036	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406037	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-416382	CLM	Grace Soto	1948-12-28	UHC-03021-42	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.64	Name re-cased State name converted to code Gender normalised Plan code upper-cased+2 more
ENR-129320	ENR	Brian O Barnes	1984-10-09	UHC-48426-89	3054498682	1011 Meadow Ln, San Antonio, TX, 78281	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

3,278 rows, page 21 of 66Previous Next