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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57233	TPA	Brian Bell	1963-01-06	—	—	784 Camelback Rd, San Diego, CA, 92192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404083	CLM	Jacqueline Black	1990-08-17	UHC-52048-14	—	3673 Apache Blvd, Tucson, AZ, 85721	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-122030	ENR	Karen Meyer	1970-12-09	UHC-87829-83	6386826572	211 Ridge Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116292	ENR	Deborah X Jimneez	1956-11-20	UHC-74313-33	3117303273	5416 Market St, Orlando, FL, 32873	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52814	TPA	Marcus Munoz	1971-08-23	—	7308965219	1896 Baseline Rd # 320, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-135757	ENR	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108272	ENR	Sarah N Smith	1994-11-13	UHC-83635-97	9709227611	486 Camelback Rd, Fresno, CA, 93787	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411113	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411114	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423869	CLM	Mariana Peterson	1998-12-07	UHC-91604-29	7706362001	9813 Union St Apt 15, Jacksonville, FL, 32205	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116163	ENR	Kayla Z Sims	1940-08-28	UHC-74692-22	7738432824	4499 Ocean Ave, San Antonio, TX, 78288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103190	ENR	Vincent Hernandez	1970-11-27	UHC-79184-35	5812268140	4259 Canyon Rd, Chandler, AZ, 85217	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64117	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-133857	ENR	Jordan Lawrence	2002-09-13	—	8357539084	7239 Ocean Ave, Los Angeles, CA, 90071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139455	ENR	Megan Young	1952-02-28	UHC-39931-30	3382809173	7069 Palm Dr # 716, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+3 more
ENR-111004	ENR	Wayne Hughes	1952-05-11	UHC-56125-22	2714195097	6461 Apache Blvd, Mesa, AZ, 85239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402191	CLM	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave, Columbus, OH, 43267	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132039	ENR	Christina D Fox	1962-06-21	UHC-09519-67	7465173263	5274 Valley View Dr, Gilbert, AZ, 85235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105708	ENR	Joyce S Hoffman	1968-12-19	UHC-00985-31	4652037132	9011 Lake View Rd, Jacksonville, FL, 32286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123213	ENR	Austin Q Thompson	2004-09-22	UHC-86839-81	8723856009	9183 Desert Sky Blvd, Gilbert, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118857	ENR	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420024	CLM	Kayla Richards	1976-01-10	UHC-42568-66	—	2779 Pine Dr, Dallas, TX, 75256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128802	ENR	Grace T Taylor	1987-06-25	UHC-14572-13	5346798505	5460 Grand Ave, San Antonio, TX, 78296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21408	PRV	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	1631 Jefferson Ave, Orlando, FL, 32805	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136092	ENR	Judy Price	1995-04-04	UHC-95781-13	7165402635	3123 Palm Dr # 976, Las Vegas, NV, 89147	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426585	CLM	Stephen Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403837	CLM	Christopher H Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-111123	ENR	Ryan Diaz	1991-04-01	UHC-85118-52	3212105174	1621 Willow Ct, Columbus, OH, 43295	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412930	CLM	Nicholas Price	1942-09-03	UHC-89676-44	8266868530	5158 Baseline Rd, Fresno, CA, 93794	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406876	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	—	8143 Baseline Rd, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120096	ENR	Abigail Q Reed	1986-07-19	UHC-99894-11	5374192280	8479 Spring St, Tampa, FL, 33650	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50740	TPA	Dylan Kim	2007-06-24	UHC-93308-26	—	7800 Elm St, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100239	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100238	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410790	CLM	—Junk	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.62	Date of birth reformatted Phone missing area code City re-cased State code upper-cased+3 more
ENR-104702	ENR	Vicky Y Cruz	2005-11-12	UHC-50607-17	8032485984	4496 Bayshore Dr, Sacramento, CA, 95857	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59146	TPA	Jacob Jensen	1942-01-19	UHC-74692-41	—	5608 Meadow Ln, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424627	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	—	5384 Hillcrest Rd # 706, Columbus, OH, 43278	0.62	Date of birth reformatted Member ID reformatted Unit split from street State code upper-cased+3 more
ENR-123184	ENR	Dylan N Meyer	1984-05-05	—	9836406382	6395 Park Pl Apt 2, Scottsdale, AZ, 85238	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119178	ENR	Andrea O Freeman	2006-08-15	UHC-42153-42	3934220811	8297 Sage Ct, Atlanta, GA, 30356	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50761	TPA	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-133107	ENR	Chapman P Maria	2006-09-26	UHC-47747-76	—	6252 Central Ave, Dallas, TX, 75202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139794	ENR	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412941	CLM	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109897	ENR	Rachel L Reyes	1990-12-03	UHC-94617-20	7246118176	3174 Ridge Rd, Minneapolis, MN, 55459	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130137	ENR	Yuki L Black	1947-04-17	UHC-81857-01	7638416178	892 Main St, Scottsdale, AZ, 85230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55607	TPA	Luis Nelson	2007-06-21	—	—	5017 Sunset Blvd, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136892	ENR	Keith A Gray	1963-11-18	UHC-41667-97	6913723861	5446 Union St, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-416326	CLM	Deborah Maldonado	1958-04-28	UHC-25667-87	8394392191	904 Canyon Rd, Fresno, CA, 93786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 99 of 648Previous Next