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-114932	ENR	William N Dnun	1953-06-10	UHC-72312-69	7783642545	4111 Maple Ave, Mesa, AZ, 85294	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-404798	CLM	Billy C Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-133182	ENR	Beerly K Daniels	1994-08-01	UHC-34187-75	8759239526	5218 Jefferson Ave, Phoenix, AZ, 85011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116459	ENR	Dennis F Harper	1956-04-25	UHC-08307-55	7344178138	1459 Meadow Ln, Scottsdale, AZ, 85257	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420415	CLM	Camila Richardson	1972-05-10	—	7402265247	1818 Sage Ct, Sacramento, CA, 95879	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50199	TPA	Theresa Cooper	1980-01-11	UHC-54625-21	—	2097 Central Ave, Los Angeles, CA, 90040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23189	PRV	Olivia Remirez	2002-09-06	UHC-52164-96	9178149036	3487 Oak St, Austin, TX, 78763	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409290	CLM	Moreno V Benjamin	2000-08-10	UHC-43144-61	4897766530	9459 Highland Ave, Glendale, AZ, 85364	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27743	PRV	Nancy Y Valdez	2002-06-24	UHC-34666-58	—	3019 Park Pl, Tucson, AZ, 85734	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130676	ENR	James G Smith	1942-08-18	UHC-49345-21	7345710297	3221 Oak St, Chandler, AZ, 85242	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-104101	ENR	Ralph Clark	1960-06-27	UHC-70560-02	3535423912	6348 Indian School Rd, Scottsdale, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417248	CLM	Russell Guerrero	1975-09-04	—	3544674783	675 Mountain View Dr, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+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-414334	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121837	ENR	Ronald Mejia	2006-03-14	UHC-87089-23	8055248988	7266 Union St, Minneapolis, MN, 55464	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-137186	ENR	Sean Watson	1938-06-28	UHC-41450-94	6948803628	9535 Grand Ave, Los Angeles, CA, 90051	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422450	CLM	Dylan Carpenter	2001-05-19	—	5942734718	1683 Desert Sky Blvd, Jacksonville, FL, 32245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51256	TPA	Elijha Porter	—	UHC-37005-15	—	1434 Canyon Rd, Columbus, OH, 43202	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-28362	PRV	Lori Stewart	1945-01-20	UHC-49995-63	8175708003	5044 Broadway, Atlanta, GA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-429200	CLM	Macus Turnar	1939-12-12	UHC-68746-15	—	7122 Sage Ct, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401762	CLM	Bradley Gilbert	2001-03-25	—	3855037959	5498 Church St # 592, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409189	CLM	Anna Hall	2001-04-04	UHC-10415-23	—	1680 Jefferson Ave, Miami, FL, 33114	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132866	ENR	James Ortiz	1978-11-07	UHC-29116-44	6805797535	2534 Oak St, Tucson, AZ, 85722	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103178	ENR	Betty V Hicks	1975-11-21	UHC-76630-64	5922356190	2413 Grand Ave, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410001	CLM	Priya McDonald	2007-08-25	—	—	5470 Market St, Tucson, AZ, 85708	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-53279	TPA	Tyler Fernandez	1978-08-14	—	6672376826	4638 Mountain View Dr, Los Angeles, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-140955	ENR	Jean Nunez	2008-01-15	UHC-87705-91	—	1238 Central Ave, Nashville, TN, 37294	0.64	Phone missing area code SSN last four extracted City re-cased Email lower-cased+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
CLM-431894	CLM	Yuki Harvey	1957-05-01	—	—	4883 Oak St, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53745	TPA	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-118704	ENR	Logan R Jensen	1965-06-18	UHC-93744-90	6865464230	2423 Cedar Ln, Plano, TX, 75061	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-110388	ENR	Helen Anderson	1998-12-21	UHC-20220-42	7563174037	581 Meadow Ln, Charlotte, NC, 28245	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130930	ENR	Price O Betty	1973-03-28	UHC-67858-78	6709448627	4166 Grand Ave, Seattle, WA, 98173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423660	CLM	Gloria Wilsson	1984-11-23	UHC-54456-13	—	4217 River Rd, Austin, TX, 78785	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-26544	PRV	Caimla Jenkins	1941-05-25	—	7182886714	7506 Market St, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-127532	ENR	Hiroshi Montgomery	—	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
ENR-142793	ENR	Ethan Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-115754	ENR	Megan S Herrera	—	UHC-91109-19	7087172970	4453 Indian School Rd Apt 6, Denver, CO, 80228	0.64	Date of birth missing Phone reformatted Unit split from street City re-cased+2 more
PRV-29011	PRV	Vincent Gray	1942-01-27	UHC-05842-82	2417880612	4845 Bayshore Dr, Las Vegas, NV, 89165	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-110640	ENR	Melissa R Gardner	1949-02-05	UHC-81275-40	6383769295	778 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402383	CLM	Heather Boyd	1954-10-26	UHC-21223-18	—	4167 Ridge Rd, Minneapolis, MN, 55492	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-425992	CLM	Theresa Cunningham	1960-10-09	—	8568901024	3066 Indian School Rd, Austin, TX, 78738	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-60152	TPA	Amanda A West	1977-05-16	—	9244703483	4670 Lake View Rd, Charlotte, NC, 28286	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-107866	ENR	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	1972 Valley View Dr, San Diego, CA, 92102	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-60020	TPA	Bruce Wells	1977-11-17	—	—	7373 Pine Dr # 846, Charlotte, NC, 28233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-419662	CLM	Robert Webb	1999-07-16	UHC-71122-27	—	7762 Mountain View Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57584	TPA	Mark Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-425602	CLM	Madison Martin	1960-07-24	UHC-79970-57	—	1902 Camelback Rd, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54547	TPA	Judy Mtthews	1986-08-25	—	—	3336 Mountain View Dr, San Diego, CA, 92198	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

17,850 rows, page 113 of 357Previous Next