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

Enrollment, 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-141153	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St, Fresno, CA, 93784	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117896	ENR	Jason R Harvey	1955-05-26	UHC-27403-64	3008108520	7877 Elm St, Mesa, AZ	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130032	ENR	Grace Fields	1954-06-17	UHC-83534-80	5016191729	9169 Market St, Dallas, TX, 75209	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129381	ENR	Wei A Romero	1942-04-26	UHC-05658-68	5553950267	4297 Indian School Rd # 108, Seattle, WA	0.40	Name split from “Last, First”Member ID reformatted Unit split from street ZIP missing+2 more
ENR-112156	ENR	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.40	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-130750	ENR	Yuki Sandes	1943-06-18	UHC-72782-15	3652157092	6666 Mesa Dr, Minneapolis, MN	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119111	ENR	Patricia Peters	2000-10-03	UHC-65406-11	9494045786	7041 Mountain View Dr, San Antonio, TX, 78254	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118400	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd # 434, Nashville, TN	0.40	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138036	ENR	Jason Daz	1988-03-18	UHC-57179-82	2763260387	1050 Lake View Rd # 418, Phoenix, AZ, 85092	0.40	Name split from “Last, First”Unit split from street State name converted to code Email lower-cased+2 more
ENR-112222	ENR	Janice Montgomery	2005-11-28	UHC-33646-35	8437484101	5292 Union St, Jacksonville, FL	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138710	ENR	Mason R Perkins	1988-11-23	UHC-51351-24	5002627692	7401 Forest Ave, Seattle, WA, 98133	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113323	ENR	Wayne Padilla	1946-08-05	UHC-00942-19	—	1173 Sage Ct, Tucson, AZ	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142104	ENR	Eily Z Shaw	1992-02-13	UHC-67683-28	4262150652	1137 Washington St # 570, Gilbert, AZ, 85258	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112320	ENR	Beverly G Schmidt	1993-03-21	UHC-13118-62	8996593510	2192 Lake View Rd, Orlando, FL	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-137422	ENR	Abigayl Morris	1970-06-04	UHC-59571-90	3705812352	4579 Central Ave, Miami, FL, 33161	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101201	ENR	Mason N Reynolds	1978-09-19	UHC-75443-65	4713890386	4261 Ocean Ave, Dallas, TX	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127830	ENR	Amy Bennett	1970-10-21	UHC-28725-93	4956117588	1308 Bayshore Dr, Denver, CO, 80290	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131940	ENR	Ruth X Howard	1995-01-05	UHC-04494-26	—	8779 Camelback Rd, Orlando, FL, 32869	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124068	ENR	Don A Hayes	1949-04-16	UHC-91495-71	8022104343	5151 Jefferson Ave # 153, Los Angeles, CA	0.40	Phone reformatted SSN last four extracted Unit split from street ZIP missing+2 more
ENR-119784	ENR	Pamela Austin	1943-06-16	UHC-05115-47	—	4921 Grand Ave, Scottsdale, AZ, 85250	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129939	ENR	Austin L Contreras	1946-03-21	UHC-46475-46	3652239138	1920 Pine Dr, Miami, FL, 33145	0.40	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted SSN last four extracted+2 more
ENR-107659	ENR	Wallace Barbara	—	UHC-80497-35	—	3506 Willow Ct, Phoenix, AZ, 85081	0.40	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-139424	ENR	Benjamin F Taylor	1965-12-19	UHC-86199-06	9028345991	8247 Lake View Rd Apt 27, Gilbert, AZ, 85217	0.40	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+2 more
ENR-111155	ENR	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd Apt 3, Phoenix, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121284	ENR	Jose Moore	—	UHC-25875-07	5866408862	1197 Mountain View Dr # 832, Denver, CO, 80201	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126387	ENR	Donald K Wells	1959-12-16	UHC-76669-77	—	96 Hillcrest Rd, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134339	ENR	Zachary N Schultz	1966-05-06	UHC-17530-09	9788002170	9272 River Rd, Seattle, WA	0.40	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
ENR-109369	ENR	Rachel P Aguilar	2004-01-13	UHC-94877-90	5785816061	2416 Valley View Dr, San Diego, CA, 92121	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126558	ENR	Wei K Griffin	1983-07-13	UHC-18705-80	6694114690	6937 Union St, Houston, TX, 77001	0.40	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112809	ENR	Jennifer Carr	—	UHC-51101-28	4305755720	1164 Forest Ave, Las Vegas, NV, 89148	0.40	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135096	ENR	Daniel W Bennett	1976-03-28	UHC-68092-51	—	1864 Market St, Austin, TX, 78761	0.40	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135770	ENR	Alan Walker	1985-11-02	UHC-20775-12	3763105842	759 Union St, Glendale, AZ, 85387	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-115120	ENR	Santiago C Yang	2003-12-24	UHC-56718-75	7315560259	8600 Sunset Blvd, San Diego, CA, 92176	0.40	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Street suffix standardised+2 more
ENR-139610	ENR	Barbara D Flores	1961-03-06	UHC-29272-09	2243294613	5681 Washington St, Las Vegas, NV	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-114691	ENR	Terry J Mendez	1945-08-24	UHC-17080-47	—	9756 Valley View Dr, Dallas, TX, 75233	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127040	ENR	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111379	ENR	Kathryn U Black	1999-08-22	UHC-64841-78	—	3358 Hillcrest Rd Apt 33, Columbus, OH, 43247	0.40	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103170	ENR	Peter E Roberts	1988-04-11	UHC-41456-86	4076290973	7569 Church St, Scottsdale, AZ, 85253	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103096	ENR	Diana A Hudson	—	UHC-99151-84	—	4568 Elm St, Tempe, AZ, 85281	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123869	ENR	Raymond X Patel	1983-07-14	UHC-58315-24	7317853236	5018 Broadway Apt 7, Dallas, TX, 75201	0.42	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
ENR-135882	ENR	Susan Mitchell	1975-09-07	UHC-29467-72	—	1896 Lincoln Way # 805, Tampa, FL	0.42	Name re-cased Phone missing area code Unit split from street ZIP missing+1 more
ENR-112340	ENR	Matthew Alexander	—	UHC-01927-67	9689438789	8271 Mountain View Dr, Glendale, AZ, 85328	0.42	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-134638	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	—	6283 Desert Sky Blvd Apt 2, Houston, TX	0.42	Name re-cased Phone missing area code Unit split from street ZIP missing+1 more
ENR-110513	ENR	Joshua R Hayes	1956-04-13	UHC-85275-22	5918584128	3463 Mountain View Dr, San Diego, CA, 92149	0.42	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131372	ENR	Walter X Ray	1991-11-28	UHC-99412-10	8155760992	1070 Cedar Ln, Austin, TX	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112594	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	—	9117 Market St Apt 30, Los Angeles, CA, 90091	0.42	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142246	ENR	Amer A Greene	1990-06-27	UHC-89256-42	—	9432 Park Pl, San Antonio, TX, 78204	0.42	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128715	ENR	Joshua L Harper	1971-08-11	UHC-85497-41	6416367192	282 Ocean Ave, Los Angeles, CA, 90023	0.42	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-123362	ENR	Cheryl Hansen	—	UHC-33532-41	—	4801 Hillcrest Rd, Scottsdale, AZ	0.42	Date of birth missing SSN last four extracted ZIP missing Gender normalised+1 more
ENR-130631	ENR	Evelyn Mendez	1978-12-23	UHC-76939-77	6123965463	1285 Sage Ct, Gilbert, AZ, 85232	0.42	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more

7,326 rows, page 12 of 147Previous Next