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 “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-141654	ENR	Ann Contreras	1970-02-27	UHC-63950-59	2697234445	7875 Willow Ct, Atlanta, GA	0.50	Phone reformatted City re-cased State name converted to code ZIP missing+3 more
ENR-101378	ENR	Jack H Hudson	1946-12-16	UHC-98393-26	7088010615	5259 River Rd, Gilbert, AZ, 85265	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121181	ENR	Jeremy Aguilar	1979-11-21	UHC-85770-80	9342961966	7625 Palm Dr, Jacksonville, FL, 32291	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53541	TPA	Deborah Freeman	1943-02-20	—	—	1889 Market St, Orlando, FL, 32832	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-118827	ENR	Steve B Hayes	1945-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142492	ENR	Rebecca E Morrison	1959-09-24	UHC-30681-21	—	4518 Forest Ave, Tucson, AZ, 85786	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141361	ENR	Lucia Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd Apt 13, Tucson, AZ, 85764	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128870	ENR	Matthew V Singh	1993-08-04	UHC-24784-52	3115496451	1811 Indian School Rd, Charlotte, NC, 28257	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121033	ENR	Carl R Jones	1962-07-01	UHC-55397-66	5858323621	2044 Washington St, Dallas, TX, 75233	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429734	CLM	Ralph Reyes	2001-05-26	—	7286496804	9795 Union St, Fresno, CA, 93719	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116175	ENR	Jennifer C Ryan	—	UHC-62129-57	5835253371	4040 Sunset Blvd, San Antonio, TX, 78250	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56030	TPA	Arthur Richards	1984-05-11	—	—	4040 Baseline Rd, Los Angeles, CA	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-105517	ENR	Jonatan F Wells	1997-04-19	UHC-50263-53	6818072026	9341 Church St, Seattle, WA, 98160	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-50932	TPA	Santiago Aguilar	1946-01-13	—	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-122210	ENR	Christina P Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62375	TPA	Kenneth Hamilton	1985-10-18	—	—	4095 Lake View Rd, Sacramento, CA, 95883	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401541	CLM	Santiago Ford	1994-12-11	UHC-19531-20	—	179 Apache Blvd, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406581	CLM	Nancy Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-132573	ENR	Jon Q Dominguez	1965-02-16	UHC-49789-89	8805625569	1946 Valley View Dr, Las Vegas, NV, 89181	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-133709	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60041	TPA	Charlotte U Armstrong	1953-11-03	—	7519288793	2974 Washington St, Sacramento, CA, 95871	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29073	PRV	Brittany W Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-127869	ENR	Gary Peters	1954-08-17	—	5129654132	355 Mesa Dr, Plano, TX, 75001	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107133	ENR	Elijah Q Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St # 267, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased ZIP missing+3 more
ENR-105940	ENR	Randy T Schultz	1945-01-18	UHC-67392-09	—	5172 Cedar Ln, Plano, TX, 75049	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100514	ENR	Bobby C Gilbert	2001-02-27	UHC-67259-66	3642810070	6310 Grand Ave, Dallas, TX, 75253	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106432	ENR	Mei A Mendez	1939-01-11	UHC-90033-13	8557633406	612 Hillcrest Rd Apt 11, Charlotte, NC, 28248	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22308	PRV	Carol Garrett	1971-02-27	UHC-98913-03	4409755259	5161 Valley View Dr, Fresno, CA, 93785	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61945	TPA	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116957	ENR	Amber E Reyes	—	UHC-63044-27	3525515883	6206 Ridge Rd, Minneapolis, MN, 55411	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-429099	CLM	Benjamin Thompson	1990-07-25	UHC-19802-15	8269830599	6913 Park Pl, Las Vegas, NV, 89103	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431107	CLM	Janet Vazquez	—	UHC-47351-63	—	2641 Palm Dr, Seattle, WA, 98110	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-60403	TPA	Bradley Williis	1999-01-08	—	—	5874 Cedar Ln, Miami, FL, 33165	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-51806	TPA	Jose Carpenter	1971-02-23	—	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423466	CLM	Ana Thomas	1983-07-19	—	3284916761	8738 Camelback Rd, Scottsdale, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429768	CLM	Eric A Burke	1976-06-20	—	—	5360 Valley View Dr # 611, San Diego, CA, 92194	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102257	ENR	Alex R Marquez	1969-06-04	UHC-60235-82	7552837449	5581 Lincoln Way, Minneapolis, MN, 55413	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107574	ENR	Billy W King	1968-10-17	UHC-34428-44	7933475889	381 Sage Ct, Houston, TX, 77098	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141175	ENR	Elizabeth D Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-54783	TPA	Christian Le	1971-11-18	—	7589227788	7506 Mountain View Dr, San Diego, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-63628	TPA	Julie C Walsh	1980-09-08	—	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-126444	ENR	Donna Z Mitchell	1966-06-07	UHC-43058-43	2985896706	723 Camelback Rd, Chandler, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428453	CLM	Matao Prak	2002-04-13	UHC-21681-06	—	5295 River Rd, Denver, CO	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-63278	TPA	Joyce Berry	1984-05-17	—	6168745644	5274 Palm Dr, Gilbert, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-138354	ENR	Julie N Gray	1940-07-17	—	—	9882 Hillcrest Rd, Miami, FL, 33143	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-142567	ENR	Christina P Williamson	1977-02-26	UHC-18331-38	3272371218	2552 Apache Blvd, Minneapolis, MN, 55422	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-25476	PRV	Lawrence Morris	1965-03-05	—	9522146972	6621 Central Ave Apt 5, Jacksonville, FL, 32258	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422165	CLM	Billy R Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420724	CLM	Kathryn Kelley	1941-03-05	UHC-23952-71	—	5269 Washington St Apt 6, Nashville, TN, 37265	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429937	CLM	Noah Franklin	1960-09-27	UHC-74947-71	—	1629 Grand Ave, Denver, CO, 80249	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

16,828 rows, page 60 of 337Previous Next