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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111095	ENR	Wayne C Ward	1966-08-17	UHC-76295-26	6754164628	503 Ridge Rd, San Antonio, TX, 78276	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
ENR-128086	ENR	Natalie Morgan	1984-06-10	UHC-37332-82	8957775802	597 Washington St, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-60545	TPA	Jason Burns	1975-12-26	—	—	5434 Camelback Rd, Eden Prairie, MN, 55310	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115704	ENR	George Greene	1990-02-21	UHC-36748-48	7068879465	4955 Palm Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
TPA-55572	TPA	Maria U Ward	1968-05-28	—	—	6177 Central Ave, Los Angeles, CA, 90025	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-412664	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	—	9743 Ridge Rd, Jacksonville, FL, 32207	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-425233	CLM	Pal Lee	1963-01-17	—	—	129 Canyon Rd, Dallas, TX, 75244	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-111543	ENR	Ethan O Ramos	2005-04-01	UHC-96236-46	4943074464	7771 Spring St, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-110344	ENR	Ronald Espinoza	1981-09-20	UHC-88715-46	3695381020	763 Oak St, Atlanta, GA, 30355	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-57341	TPA	Danielle Hill	1995-12-09	—	—	1649 Desert Sky Blvd, Orlando, FL, 32812	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124985	ENR	Logan Luna	1942-09-06	UHC-90592-70	8793092186	8848 Cedar Ln, Scottsdale, AZ, 85297	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423311	CLM	Juan Graham	—	—	—	8033 Jefferson Ave, Jacksonville, FL, 32207	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-127486	ENR	Michelle Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave, Chandler, AZ, 85278	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-417189	CLM	Frances Moreno	1978-09-23	UHC-65118-03	—	8207 Harbor Blvd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21032	PRV	Dylan D White	1939-01-15	—	8547426782	7746 Mountain View Dr, Houston, TX, 77050	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405864	CLM	Arthur Cole	2001-05-02	UHC-98978-15	6715417976	1857 Forest Ave, Miami, FL, 33174	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61366	TPA	Sara Robertson	1962-04-12	—	5869720474	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23478	PRV	Yuki E Hunter	1998-10-08	—	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400036	CLM	Omar Williams	1994-03-17	—	7577838343	6733 Grand Ave, Miami, FL, 33178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423597	CLM	Wayne Nelson	2003-08-18	—	6403276604	4213 Spring St, Charlotte, NC, 28293	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53706	TPA	Bobby Jacobs	1942-09-25	—	—	1545 Jefferson Ave, San Antonio, TX, 78285	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428545	CLM	Megan Morgan	1997-09-07	UHC-81877-49	—	9294 Lake View Rd, Tempe, AZ, 85252	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-426488	CLM	Sean Jones	1947-05-03	—	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408494	CLM	Donna Allen	1979-06-17	—	—	8751 Bayshore Dr # 900, Charlotte, NC, 28299	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130110	ENR	Julia E Schmidt	1983-02-09	UHC-72599-06	8256988057	3498 Valley View Dr, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120332	ENR	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124280	ENR	Bruce S Dunn	1962-11-25	UHC-09543-24	6733786713	805 Grand Ave, Gilbert, AZ, 85235	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-21836	PRV	Janice Ells	1972-04-17	—	2313540359	8233 Valley View Dr, Seattle, WA, 98153	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-140244	ENR	George T Hughes	1957-09-12	UHC-74485-63	5837205436	2144 Hillcrest Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120036	ENR	Christian Matthews	1958-03-21	UHC-88453-81	2869841686	3458 Market St, Sacramento, CA, 95812	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121379	ENR	Kathy C Richards	1974-12-08	UHC-29224-92	9369082945	2156 Park Pl, Tempe, AZ, 85236	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141165	ENR	Beth N Duncan	1977-10-24	UHC-69532-26	8268116452	328 Hillcrest Rd, Glendale, AZ, 85342	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112623	ENR	Mason M Kelley	—	UHC-29311-14	7348242923	7144 Bayshore Dr, Miami, FL	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP missing+2 more
ENR-129920	ENR	Ruth K Aguilar	1995-07-04	UHC-73106-42	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52350	TPA	Betty Warren	2000-12-24	—	—	5525 Union St # 622, Minneapolis, MN, 55457	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-400910	CLM	Terry L Gibson	—	—	2212555050	5213 Spring St, Seattle, WA, 98159	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-424546	CLM	Michael Gutierrez	1953-06-19	—	—	5232 Willow Ct, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417897	CLM	Brian Hamilton	1939-06-26	—	5164634652	8951 Market St, Atlanta, GA, 30341	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-126659	ENR	Elijah A Williams	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ, 85030	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26395	PRV	Arjun Hansen	2001-05-27	—	7488549079	4213 Spring St, Minneapolis, MN, 55428	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431390	CLM	—Junk	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26009	PRV	Billy Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-60474	TPA	Bryan Hamilton	2002-06-03	—	—	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more

17,850 rows, page 101 of 357Previous Next