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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118847	ENR	Jordan Stone	1989-11-22	UHC-29838-90	—	2253 Sage Ct, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115466	ENR	William T Brooks	1982-01-07	UHC-41838-11	—	2313 Canyon Rd, Chandler, AZ, 85286	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415022	CLM	Jeremy K Franklin	1984-05-15	UHC-73727-24	—	4598 Canyon Rd, Tempe, AZ, 85243	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416432	CLM	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA, 93786	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-133531	ENR	Mason McDunald	1974-03-23	UHC-56620-79	—	2651 Mountain View Dr Apt 14, Glendale, AZ, 85336	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119999	ENR	Martha L Kim	1972-01-20	UHC-00401-49	—	8400 Broadway, San Diego, CA, 92178	0.54	Phone missing area code SSN last four extracted Address re-cased State code upper-cased+1 more
ENR-124783	ENR	Heather Moarles	1942-08-03	UHC-30285-90	—	6122 Baseline Rd Apt 26, Austin, TX, 78708	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139756	ENR	Austin H Li	1943-07-11	UHC-37537-13	—	4095 Bayshore Dr, Scottsdale, AZ, 85262	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113580	ENR	David X Hudson	1941-10-26	UHC-52527-30	—	2624 River Rd, San Antonio, TX, 78204	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-126131	ENR	Carl N Moore	1957-06-26	UHC-52150-95	—	4666 Forest Ave, Minneapolis, MN	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52929	TPA	Pamela Q Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.54	Name split from “Last, First”Phone missing area code State name converted to code Whitespace trimmed+1 more
TPA-53599	TPA	Lerry Patterson	1993-11-15	—	—	8912 Ocean Ave # 624, San Antonio, TX	0.54	Phone missing area code Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-116807	ENR	Juan B Carpenter	2000-06-11	UHC-33252-10	—	5866 Church St, Columbus, OH, 43237	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-26371	PRV	Paul Jordan	1958-10-24	UHC-04379-22	—	3424 Apache Blvd, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code City re-cased+1 more
CLM-419417	CLM	Jimmy Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-103130	ENR	Camila Spencer	2008-06-20	UHC-06958-03	—	730 Lake View Rd, Fresno, CA, 93736	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-125874	ENR	Kim Franklin	—	UHC-00943-54	—	8818 Elm St # 133, Atlanta, GA, 30352	0.54	Name re-cased Date of birth unreadable Phone missing area code Unit split from street+1 more
CLM-412016	CLM	StephanieJunk	1941-07-06	UHC-12127-52	—	478 Oak St, Mesa, AZ, 85259	0.54	Name re-cased Phone missing area code ZIP+4 trimmed Placeholder values cleared+1 more
ENR-105260	ENR	Ethan Rios	—	UHC-98500-33	—	4691 Harbor Blvd, Eden Prairie, MN, 55305	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
ENR-120482	ENR	Charlie Y Kelly	2006-07-14	UHC-86006-63	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-141257	ENR	Wei S Cooper	1953-10-25	UHC-84241-56	—	5751 River Rd, Chandler, AZ, 85261	0.54	Date of birth reformatted Phone missing area code State name converted to code ZIP+4 trimmed+1 more
ENR-103147	ENR	Stephanie R Ruiz	1962-03-01	UHC-84863-70	—	8449 Ridge Rd Apt 39, Las Vegas, NV, 89132	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
CLM-421559	CLM	Greg S Luna	1953-02-15	UHC-66734-89	—	7307 Camelback Rd, Minneapolis, MN, 55495	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-123182	ENR	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd, Sacramento, CA, 95854	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127020	ENR	Carolyn Porter	1995-04-15	UHC-44477-87	—	5268 Church St, Seattle, WA, 98188	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402449	CLM	Betsy V Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO, 80200	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426935	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-117935	ENR	Samantha Diaz	1998-08-23	UHC-92123-72	—	5983 Cedar Ln, Nashville, TN, 37206	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428715	CLM	Frances Spencer	1992-07-12	—	—	—	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-405994	CLM	Mei B White	—	UHC-02392-26	—	8916 River Rd, Jacksonville, FL, 32273	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-117565	ENR	Sarah V Brown	1976-04-18	UHC-04155-27	—	9173 Apache Blvd, Minneapolis, MN, 55496	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-52771	TPA	Michelle Garza	1964-01-08	UHC-34895-65	—	6394 Indian School Rd, Tucson, AZ	0.54	Name re-cased Phone missing area code ZIP missing Gender normalised+1 more
ENR-111772	ENR	Megan P Wheeler	1971-03-12	UHC-61260-06	—	8380 Sunset Blvd, Houston, TX, 77060	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107173	ENR	Kathryn Allen	1967-10-10	UHC-03261-39	—	1368 Main St, Austin, TX, 78747	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-137598	ENR	Ralph Arnold	1998-08-26	UHC-79978-65	—	1334 Jefferson Ave, San Antonio, TX, 78254	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-427480	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
CLM-427481	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
ENR-141437	ENR	Joyce Contreras	1938-04-24	UHC-80912-70	—	675 Church St, Eden Prairie, MN, 55399	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-117704	ENR	Isabella J Burns	1972-07-13	UHC-88154-85	—	4757 Union St, Tempe, AZ, 85206	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-112416	ENR	Catherine C Boyd	1960-06-01	UHC-83433-44	—	8601 Sage Ct, Nashville, TN, 37223	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416403	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-416402	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
ENR-103885	ENR	Ethan A Alexandar	1973-07-04	UHC-55550-61	—	4421 Baseline Rd, Glendale, AZ, 85387	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59511	TPA	Victoria Barnes	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50209	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-50210	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-52932	TPA	Bradley Rodriguez	1959-01-01	—	—	682 Pine Dr, Las Vegas, NV, 89194	0.54	Name re-cased Two-digit birth year Phone missing area code State name converted to code+1 more
CLM-416636	CLM	Ann G Stewart	1946-07-10	—	—	6460 Valley View Dr, Gilbert, AZ, 85295	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142080	ENR	Edward Foster	1959-01-26	UHC-59926-49	—	9708 Cedar Ln, Mesa, AZ, 85247	0.54	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+1 more
ENR-117409	ENR	Joan A Hamilton	2005-09-16	UHC-96999-97	—	9063 Central Ave, Columbus, OH, 43210	0.54	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+1 more

2,021 rows, page 14 of 41Previous Next