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
TPA-52627	TPA	Jimmy Hamilton	1994-09-27	—	—	2485 Mountain View Dr, Los Angeles, CA, 90040	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-126043	ENR	Noah Washington	1978-09-03	UHC-11037-22	7812192738	4831 Apache Blvd, Nashville, TN, 37255	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
PRV-21523	PRV	Brian Fox	2002-04-21	UHC-49916-85	5457475534	9335 Indian School Rd, Orlando, FL, 32846	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-414724	CLM	Jose Carlson	1959-11-04	UHC-41726-72	—	2996 Elm St, Fresno, CA, 93744	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-137831	ENR	Alan Z Nelson	1978-07-11	UHC-35440-27	7365152908	1155 Lincoln Way # 321, Charlotte, NC, 28209	0.68	Phone reformatted Member ID reformatted Unit split from street Gender normalised
CLM-426525	CLM	Raymond Carpenter	1968-04-14	UHC-37527-46	—	64 Palm Dr, Tucson, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-111341	ENR	Robert K Palmer	1968-04-05	UHC-10171-50	—	9175 Maple Ave Apt 4, Orlando, FL, 32873	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419474	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	—	9466 Church St, Gilbert, AZ, 85227	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-117185	ENR	Ryan W Hill	1961-04-14	UHC-29944-94	3859942875	1721 Ridge Rd, Las Vegas, NV, 89194	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-424681	CLM	Danielle Graham	1985-10-18	UHC-01900-59	3775011977	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-111325	ENR	William K Price	1984-03-01	UHC-48323-53	9743796367	3711 Mountain View Dr, Eden Prairie, MN, 55327	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-115543	ENR	Arjun Jackson	1988-01-06	UHC-19640-97	8265469652	5869 Market St, Plano, TX, 75061	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
ENR-139355	ENR	Mason Santiago	1989-12-06	UHC-44962-59	6545214348	3907 Sage Ct # 608, Denver, CO, 80231	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-136189	ENR	Joseph Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd # 459, Miami, FL, 33133	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
TPA-52779	TPA	Billy Austin	1944-10-09	—	—	386 Ocean Ave, San Diego, CA, 92171	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-403198	CLM	Brenda Estrada	1963-12-15	UHC-89999-03	—	8397 Canyon Rd, Tucson, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-124143	ENR	Kelly H Richardson	1959-01-18	UHC-72131-03	8436497305	1166 Sunset Blvd Apt 39, Atlanta, GA, 30394	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-131202	ENR	Heather Hicks	1952-03-28	UHC-56539-60	—	7765 Elm St, Dallas, TX, 75298	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-114173	ENR	Teresa D Fisher	1991-05-02	UHC-70937-18	2184490278	8299 Meadow Ln, Dallas, TX, 75251	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
CLM-410644	CLM	Mateo W Marshall	1967-01-02	UHC-89509-52	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111002	ENR	Albert Powell	1957-05-03	UHC-85760-98	—	5897 Central Ave, Phoenix, AZ, 85024	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-123915	ENR	Magaret Q Bishop	1958-08-09	UHC-17308-48	—	153 Main St, Mesa, AZ, 85235	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-137487	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-137488	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-122879	ENR	Elijah L Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ, 85221	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-413584	CLM	Christian Gonzalez	—	—	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
TPA-61049	TPA	Danielle Henry	1950-11-16	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26463	PRV	Sandra A Stevens	1963-08-22	UHC-88900-39	3853865840	6300 Lake View Rd, Tempe, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-417979	CLM	Jordan Mitchell	1971-03-02	UHC-68540-72	—	9358 Jefferson Ave, Denver, CO, 80204	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-138729	ENR	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-112997	ENR	Gary Mendoza	1994-07-17	UHC-92353-81	8963849952	8450 Apache Blvd, Atlanta, GA, 30366	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-102339	ENR	Hiroshi Cloeman	1985-04-06	UHC-24824-94	5788361392	3352 Central Ave, San Antonio, TX, 78242	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-407259	CLM	Lucia Woods	1976-07-17	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-106882	ENR	Dylan Hill	1961-01-21	UHC-19089-37	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-133621	ENR	Jack Coleman	1964-09-02	UHC-66711-76	3779367466	8122 Main St, Phoenix, AZ, 85088	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-403941	CLM	Elijah Pena	1997-09-16	—	—	5445 Canyon Rd, Sacramento, CA, 95885	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-122756	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-122755	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
TPA-54748	TPA	Samuel Marshall	2008-01-11	—	—	185 Union St, Columbus, OH, 43242	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-116656	ENR	Patricia H Howard	1946-03-17	UHC-95441-50	—	8106 Camelback Rd, Sacramento, CA, 95811	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-100757	ENR	Mariana Bishop	1946-08-16	UHC-03655-94	5457919741	9894 Indian School Rd, Nashville, TN, 37295	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-127360	ENR	Alexander Harris	1999-05-11	UHC-62165-37	3243173865	7680 Apache Blvd, Scottsdale, AZ, 85247	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-136592	ENR	Pamela Thompson	1997-01-21	UHC-25513-16	4082124357	4065 Valley View Dr, Glendale, AZ, 85353	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-127601	ENR	Russell F Espinoza	1980-02-28	UHC-97721-25	—	6539 Broadway, Sacramento, CA, 95866	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-403532	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-100917	ENR	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave Apt 11, Scottsdale, AZ, 85239	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
TPA-64399	TPA	Aysha I Crawford	1997-04-11	UHC-96544-64	—	5164 Meadow Ln, Fresno, CA, 93771	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-426941	CLM	Catherine Johnson	1947-05-23	—	—	9299 Palm Dr, Seattle, WA, 98170	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-418288	CLM	Natalie Stewart	—	UHC-71635-91	8013968414	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
ENR-138121	ENR	Camila P Andrews	1974-03-26	UHC-07406-76	2402934059	6437 Broadway, Charlotte, NC	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised

16,828 rows, page 234 of 337Previous Next