diff --git a/work-with-data/dataprep/data/json.json b/work-with-data/dataprep/data/json.json
deleted file mode 100644
index dfce4329..00000000
--- a/work-with-data/dataprep/data/json.json
+++ /dev/null
@@ -1,1306 +0,0 @@
-{
-  "inspections": [
-    {
-      "business": {
-        "business_id": "16162",
-        "name": "Quick-N-Ezee Indian Foods",
-        "address": "3861 24th St ",
-        "city": "SF",
-        "postal_code": "94114",
-        "latitude": "",
-        "longitude": "",
-        "phone_number": "",
-        "TaxCode": "H34",
-        "business_certificate": "467114",
-        "application_date": "May  9 2005 12:00AM",
-        "owner_name": "Jagpreet Enterprises",
-        "owner_address": "23682 Clawiter Road\n Hayward\n CA\n 94545"
-      },
-      "Score": "100",
-      "date": "20130223",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "69707",
-        "name": "Little Green Cyclo 2",
-        "address": " Off The Grid  ",
-        "city": "",
-        "postal_code": "",
-        "latitude": "",
-        "longitude": "",
-        "phone_number": "",
-        "TaxCode": "H79",
-        "business_certificate": "453248",
-        "application_date": "Jul 12 2012 12:00AM",
-        "owner_name": "LITTLEGREENCYCLO LLC",
-        "owner_address": "100 Esplanade Ave., Apt. 99\n Pacifica\n CA\n 94044"
-      },
-      "Score": "93",
-      "date": "20130224",
-      "type": "Routine - Unscheduled",
-      "violations": [ { "description": "103112: No hot water or running water (High Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "67565",
-        "name": "King of Thai Noodles Cafe",
-        "address": "1541 TARAVAL St ",
-        "city": "SAN FRANCISCO",
-        "postal_code": "94116",
-        "latitude": "37.7427",
-        "longitude": "-122.483",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "",
-        "application_date": "Oct 12 2011 12:00AM",
-        "owner_name": "Royal Thai Noodles, Inc",
-        "owner_address": "2410 19th Ave\n SF\n CA\n 94116"
-      },
-      "Score": "79",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103139: Improper food storage (Low Risk)" },
-        { "description": "103119: Inadequate and inaccessible handwashing facilities (Moderate Risk)" },
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" },
-        { "description": "103144: Unapproved or unmaintained equipment or utensils (Low Risk)" },
-        { "description": "103161: Low risk vermin infestation (Low Risk)" },
-        { "description": "103105: Improper cooling methods (High Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "67565",
-        "name": "King of Thai Noodles Cafe",
-        "address": "1541 TARAVAL St ",
-        "city": "SAN FRANCISCO",
-        "postal_code": "94116",
-        "latitude": "37.7427",
-        "longitude": "-122.483",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "",
-        "application_date": "Oct 12 2011 12:00AM",
-        "owner_name": "Royal Thai Noodles, Inc",
-        "owner_address": "2410 19th Ave\n SF\n CA\n 94116"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Complaint",
-      "violations": [
-        { "description": "103139: Improper food storage (Low Risk)" },
-        { "description": "103119: Inadequate and inaccessible handwashing facilities (Moderate Risk)" },
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" },
-        { "description": "103144: Unapproved or unmaintained equipment or utensils (Low Risk)" },
-        { "description": "103161: Low risk vermin infestation (Low Risk)" },
-        { "description": "103105: Improper cooling methods (High Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "68701",
-        "name": "Grindz",
-        "address": "832 Clement St ",
-        "city": "SF",
-        "postal_code": "94118",
-        "latitude": "37.7828",
-        "longitude": "-122.468",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "467498",
-        "application_date": "Mar 16 2012 12:00AM",
-        "owner_name": "Ono Grindz, LLC",
-        "owner_address": "1055 Granada St.\n Vallejo\n CA\n 94591"
-      },
-      "Score": "100",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "69186",
-        "name": "Premier Catering & Events, Inc.",
-        "address": "1255 22nd St ",
-        "city": "S.F.",
-        "postal_code": "94107",
-        "latitude": "",
-        "longitude": "",
-        "phone_number": "14155530288",
-        "TaxCode": "H30",
-        "business_certificate": "362812",
-        "application_date": "Apr 30 2012 12:00AM",
-        "owner_name": "Premier Catering & Events, Inc.",
-        "owner_address": "298 Magellan Ave.\n SF\n CA\n 94116"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "2689",
-        "name": "THE BLUE PLATE",
-        "address": "3218 MISSION St ",
-        "city": "SF",
-        "postal_code": "94110",
-        "latitude": "37.7452",
-        "longitude": "-122.42",
-        "phone_number": "14155286777",
-        "TaxCode": "H25",
-        "business_certificate": "325714",
-        "application_date": "",
-        "owner_name": "BLUE ENCLAVE LLC",
-        "owner_address": "3218 MISSION ST.\n SAN FRANCISCO\n CA\n 94110"
-      },
-      "Score": "98",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ { "description": "103143: Inadequate warewashing facilities or equipment (Low Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "15806",
-        "name": "Vital Tea Leaf",
-        "address": "1044 Grant Ave",
-        "city": "San Francisco",
-        "postal_code": "94133",
-        "latitude": "37.7966",
-        "longitude": "-122.407",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "388301",
-        "application_date": "May 23 2005 12:00AM",
-        "owner_name": "Minh H. Duong",
-        "owner_address": "1044 Grant Ave\n San Francisco\n CA\n 94133"
-      },
-      "Score": "98",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ { "description": "103157: Food safety certificate or food handler card not available (Low Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "21807",
-        "name": "The Front Porch",
-        "address": "65 29th St A",
-        "city": "SF",
-        "postal_code": "94110",
-        "latitude": "37.7439",
-        "longitude": "-122.422",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "398500",
-        "application_date": "Jun  7 2006 12:00AM",
-        "owner_name": "Front Porch Restaurant LLC",
-        "owner_address": "65A 29th Street\n SF\n CA\n 94110"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "69041",
-        "name": "Washington Cafe",
-        "address": "826 Washington St ",
-        "city": "San Francisco",
-        "postal_code": "94108",
-        "latitude": "37.7951",
-        "longitude": "-122.407",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "468548",
-        "application_date": "Apr 18 2012 12:00AM",
-        "owner_name": "Washington Caf�, Inc. / Louis Kuang",
-        "owner_address": "333 Third Avenue\n Daly City\n CA\n 94014"
-      },
-      "Score": "65",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" },
-        { "description": "103156: Permit license or inspection report not posted (Low Risk)" },
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" },
-        { "description": "103133: Foods not protected from contamination (Moderate Risk)" },
-        { "description": "103114: High risk vermin infestation (High Risk)" },
-        { "description": "103109: Unclean or unsanitary food contact surfaces (High Risk)" },
-        { "description": "103108: Contaminated or adulterated food (High Risk)" },
-        { "description": "103144: Unapproved or unmaintained equipment or utensils (Low Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "6018",
-        "name": "3RD BAPTIST FELLOWSHIP HALL",
-        "address": "1399 MCALLISTER St ",
-        "city": "SAN FRANCISCO",
-        "postal_code": "94115",
-        "latitude": "37.7782",
-        "longitude": "-122.435",
-        "phone_number": "",
-        "TaxCode": "AA",
-        "business_certificate": "",
-        "application_date": "",
-        "owner_name": "3RD BAPTIST FELLOWSHIP HALL",
-        "owner_address": "1399 MC ALLISTER STREET\n SAN FRANCISCO\n CA\n 94115"
-      },
-      "Score": "98",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ { "description": "103143: Inadequate warewashing facilities or equipment (Low Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "23702",
-        "name": "Doo Bu Restaurant",
-        "address": "1723 Buchanan St",
-        "city": "San Francisco",
-        "postal_code": "94115",
-        "latitude": "37.786",
-        "longitude": "-122.43",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "205289",
-        "application_date": "Jun 30 2006 12:00AM",
-        "owner_name": "Jung Un Hong",
-        "owner_address": "1723 Buchanan St\n San Francisco\n CA\n 94115"
-      },
-      "Score": "90",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" },
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" },
-        { "description": "103131: Moderate risk vermin infestation (Moderate Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "23702",
-        "name": "Doo Bu Restaurant",
-        "address": "1723 Buchanan St",
-        "city": "San Francisco",
-        "postal_code": "94115",
-        "latitude": "37.786",
-        "longitude": "-122.43",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "205289",
-        "application_date": "Jun 30 2006 12:00AM",
-        "owner_name": "Jung Un Hong",
-        "owner_address": "1723 Buchanan St\n San Francisco\n CA\n 94115"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Complaint",
-      "violations": [
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" },
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" },
-        { "description": "103131: Moderate risk vermin infestation (Moderate Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "34244",
-        "name": "Vital Tea Leaf Inc",
-        "address": "905 Grant Ave ",
-        "city": "San Francisco",
-        "postal_code": "94108",
-        "latitude": "37.7953",
-        "longitude": "-122.407",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "417300",
-        "application_date": "May 17 2007 12:00AM",
-        "owner_name": "Vital Tea Leaf Inc   Minh Hong Duong",
-        "owner_address": "905 Grant Ave\n San Francisco\n CA\n 94108"
-      },
-      "Score": "100",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "63503",
-        "name": "Mason Street Deli and Market",
-        "address": "39 MASON",
-        "city": "SF",
-        "postal_code": "94102",
-        "latitude": "37.7841",
-        "longitude": "-122.409",
-        "phone_number": "14155624312",
-        "TaxCode": "H07",
-        "business_certificate": "450988",
-        "application_date": "Jun 28 2010 12:00AM",
-        "owner_name": "Hifdallah Ahmed Homran and Arkan Ali Hassan Alwasyi",
-        "owner_address": "39 Mason Street\n San Francisco\n CA\n 94102"
-      },
-      "Score": "100",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "1427",
-        "name": "MIFUNE DON",
-        "address": "22 PEACE PLAZA  275",
-        "city": "SF",
-        "postal_code": "94115",
-        "latitude": "37.785",
-        "longitude": "-122.43",
-        "phone_number": "14155341993",
-        "TaxCode": "H24",
-        "business_certificate": "314685",
-        "application_date": "",
-        "owner_name": "Osaka Eiko, Inc",
-        "owner_address": "22 PEACE PLAZA, #275\n SF\n CA\n 94115"
-      },
-      "Score": "86",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103102: Unclean hands or improper use of gloves (High Risk)" },
-        { "description": "103114: High risk vermin infestation (High Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "3331",
-        "name": "HARVEY'S",
-        "address": "500 CASTRO St ",
-        "city": "SAN FRANCISCO",
-        "postal_code": "94114",
-        "latitude": "37.7607",
-        "longitude": "-122.435",
-        "phone_number": "14155434278",
-        "TaxCode": "H26",
-        "business_certificate": "945743",
-        "application_date": "",
-        "owner_name": "LANGLEY ENTERPRISES",
-        "owner_address": "500 CASTRO ST\n SF\n CA\n 94114"
-      },
-      "Score": "83",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103149: Wiping cloths not clean or properly stored or inadequate sanitizer (Low Risk)" },
-        { "description": "103147: Inadequate ventilation or lighting (Low Risk)" },
-        { "description": "103131: Moderate risk vermin infestation (Moderate Risk)" },
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" },
-        { "description": "103103: High risk food holding temperature  (High Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "5907",
-        "name": "LILIENTHAL ELEMENTARY SCHOOL",
-        "address": "3630 DIVISADERO St ",
-        "city": "S.F.",
-        "postal_code": "94118",
-        "latitude": "37.8035",
-        "longitude": "-122.444",
-        "phone_number": "14155743516",
-        "TaxCode": "H91",
-        "business_certificate": "",
-        "application_date": "",
-        "owner_name": "San Francisco Unified School District",
-        "owner_address": "3630 Divisadero Street\n San Francisco\n CA\n 94123"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "65050",
-        "name": "House of Banquet",
-        "address": "939 Clement St ",
-        "city": "San Francisco",
-        "postal_code": "94118",
-        "latitude": "37.7827",
-        "longitude": "-122.469",
-        "phone_number": "14155780203",
-        "TaxCode": "H26",
-        "business_certificate": "455173",
-        "application_date": "Jan 11 2011 12:00AM",
-        "owner_name": "LYS Trading, Inc. / Yong Shong",
-        "owner_address": "939 Clement Street\n San Francisco\n CA\n 94118"
-      },
-      "Score": "87",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103149: Wiping cloths not clean or properly stored or inadequate sanitizer (Low Risk)" },
-        { "description": "103103: High risk food holding temperature  (High Risk)" },
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "71534",
-        "name": "7 Eleven #2366-36039A",
-        "address": "644 Mission St ",
-        "city": "San Francisco",
-        "postal_code": "94105",
-        "latitude": "",
-        "longitude": "",
-        "phone_number": "14155610309",
-        "TaxCode": "H07",
-        "business_certificate": "475970",
-        "application_date": "Jan 24 2013 12:00AM",
-        "owner_name": "Bhrighu Muniwar, Inc.",
-        "owner_address": "538 Pyramid Ct.\n Fairfield\n CA\n 94534"
-      },
-      "Score": "100",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "71769",
-        "name": "Lucky One Mini Mart",
-        "address": "1010 Market St ",
-        "city": "San Francisco",
-        "postal_code": "94102",
-        "latitude": "37.7819",
-        "longitude": "-122.411",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "473612",
-        "application_date": "Feb 15 2013 12:00AM",
-        "owner_name": "Charles Ahn",
-        "owner_address": "1010 Market Street\n San Francisco\n CA\n 94102"
-      },
-      "Score": "100",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "5884",
-        "name": "Gordon J Lau Elementary School",
-        "address": "950 Clay St",
-        "city": "San Francisco",
-        "postal_code": "94108",
-        "latitude": "37.794",
-        "longitude": "-122.409",
-        "phone_number": "",
-        "TaxCode": "H91",
-        "business_certificate": "",
-        "application_date": "",
-        "owner_name": "S.F. Unified School District",
-        "owner_address": "950  Clay St\n San Francisco\n CA\n 94108"
-      },
-      "Score": "96",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "69635",
-        "name": "Sophie's Crepes",
-        "address": "1581 Webster St 275",
-        "city": "S.F.",
-        "postal_code": "94115",
-        "latitude": "",
-        "longitude": "",
-        "phone_number": "",
-        "TaxCode": "H28",
-        "business_certificate": "470456",
-        "application_date": "Jul  5 2012 12:00AM",
-        "owner_name": "Sophie's Crepes, LLC",
-        "owner_address": "1581 Webster St., #275\n SF\n CA\n 94115"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Non-inspection site visit",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "3633",
-        "name": "Magnolia Pub & Brewery",
-        "address": "1398 Haight St",
-        "city": "San Francisco",
-        "postal_code": "94117",
-        "latitude": "37.7703",
-        "longitude": "-122.445",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "306120",
-        "application_date": "",
-        "owner_name": "McLean Breweries, Inc",
-        "owner_address": "1398 Haight St\n San Francisco\n CA\n 94117"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "5905",
-        "name": "MARINA MIDDLE SCHOOL",
-        "address": "3500 FILLMORE St ",
-        "city": "S.F.",
-        "postal_code": "94123",
-        "latitude": "37.8018",
-        "longitude": "-122.436",
-        "phone_number": "14155743495",
-        "TaxCode": "H91",
-        "business_certificate": "",
-        "application_date": "",
-        "owner_name": "San Francisco Unified School district",
-        "owner_address": "3500 Fillmore Street\n San Francisco\n CA\n 94123"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "19277",
-        "name": "Farmer Brown",
-        "address": "25 Mason St ",
-        "city": "San Francisco",
-        "postal_code": "94102",
-        "latitude": "37.7837",
-        "longitude": "-122.409",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "397481",
-        "application_date": "Apr 20 2006 12:00AM",
-        "owner_name": "Black Rabbit Hospitality",
-        "owner_address": "25 Mason St\n San Francisco\n CA\n 94102"
-      },
-      "Score": "100",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "1775",
-        "name": "Sapporo-Ya",
-        "address": "1581 WEBSTER St ",
-        "city": "SF",
-        "postal_code": "94115",
-        "latitude": "37.7852",
-        "longitude": "-122.431",
-        "phone_number": "14155567400",
-        "TaxCode": "H25",
-        "business_certificate": "98407",
-        "application_date": "",
-        "owner_name": "TURNER SHIBATA INC.",
-        "owner_address": "1581 WEBSTER ST\n SF\n CA\n 94115"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "61135",
-        "name": "Old Mandarin Islamic Restaurant",
-        "address": "3132 VICENTE St ",
-        "city": "SF",
-        "postal_code": "94116",
-        "latitude": "37.7382",
-        "longitude": "-122.501",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "442429",
-        "application_date": "Sep 14 2009 12:00AM",
-        "owner_name": "Shuai Yang",
-        "owner_address": "3132 Vicente St.\n SF\n CA\n 94116"
-      },
-      "Score": "84",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103144: Unapproved or unmaintained equipment or utensils (Low Risk)" },
-        { "description": "103132: Improper thawing methods  (Moderate Risk)" },
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" },
-        { "description": "103142: Unclean nonfood contact surfaces (Low Risk)" },
-        { "description": "103139: Improper food storage (Low Risk)" },
-        { "description": "103124: Inadequately cleaned or sanitized food contact surfaces (Moderate Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "765",
-        "name": "APERTO RESTAURANT",
-        "address": "1434 18th St ",
-        "city": "S.F.",
-        "postal_code": "94107",
-        "latitude": "37.7626",
-        "longitude": "-122.397",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "921479",
-        "application_date": "Apr 16 1992 12:00AM",
-        "owner_name": "APERTO INC.",
-        "owner_address": "245 LAWTON ST.\n S.F.\n CA\n 94122"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "3373",
-        "name": "New Delhi Restaurant",
-        "address": "160 Ellis St ",
-        "city": "San Francisco",
-        "postal_code": "94102",
-        "latitude": "37.7855",
-        "longitude": "-122.409",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "173398",
-        "application_date": "",
-        "owner_name": "New Delhi Restaurant",
-        "owner_address": "160 Ellis St\n San Francisco\n CA\n 94102"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "3373",
-        "name": "New Delhi Restaurant",
-        "address": "160 Ellis St ",
-        "city": "San Francisco",
-        "postal_code": "94102",
-        "latitude": "37.7855",
-        "longitude": "-122.409",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "173398",
-        "application_date": "",
-        "owner_name": "New Delhi Restaurant",
-        "owner_address": "160 Ellis St\n San Francisco\n CA\n 94102"
-      },
-      "Score": "",
-      "date": "20130225",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "33891",
-        "name": "Harlot",
-        "address": "46 Minna St ",
-        "city": "San Francisco",
-        "postal_code": "94105",
-        "latitude": "37.7887",
-        "longitude": "-122.398",
-        "phone_number": "",
-        "TaxCode": "H87",
-        "business_certificate": "404920",
-        "application_date": "Apr 26 2007 12:00AM",
-        "owner_name": "Vespertine, Inc   Robert Nunez",
-        "owner_address": "46 Minna Street\n San Francisco\n CA\n 94105"
-      },
-      "Score": "87",
-      "date": "20130225",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103119: Inadequate and inaccessible handwashing facilities (Moderate Risk)" },
-        { "description": "103162: Other low risk violation (Low Risk)" },
-        { "description": "103109: Unclean or unsanitary food contact surfaces (High Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "28828",
-        "name": "The Sandwich Shop",
-        "address": "635 19th St ",
-        "city": "S.F.",
-        "postal_code": "94107",
-        "latitude": "37.7617",
-        "longitude": "-122.389",
-        "phone_number": "",
-        "TaxCode": "H28",
-        "business_certificate": "402498",
-        "application_date": "Oct 11 2006 12:00AM",
-        "owner_name": "Hye Hwa Cho",
-        "owner_address": "635 19th Street\n SF\n CA\n 94107"
-      },
-      "Score": "88",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103124: Inadequately cleaned or sanitized food contact surfaces (Moderate Risk)" },
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" },
-        { "description": "103119: Inadequate and inaccessible handwashing facilities (Moderate Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "60933",
-        "name": "Mayes",
-        "address": "1233 Polk St ",
-        "city": "San Francisco",
-        "postal_code": "94109",
-        "latitude": "37.7883",
-        "longitude": "-122.42",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "441175",
-        "application_date": "Aug 27 2009 12:00AM",
-        "owner_name": "1233 Polk Street LLC   Fred Duncan",
-        "owner_address": "1233 Polk St\n San Francisco\n CA\n 94109"
-      },
-      "Score": "85",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103114: High risk vermin infestation (High Risk)" },
-        { "description": "103119: Inadequate and inaccessible handwashing facilities (Moderate Risk)" },
-        { "description": "103150: Improper or defective plumbing (Low Risk)" },
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "62688",
-        "name": "Auntie April's",
-        "address": "4618 03rd St ",
-        "city": "SF",
-        "postal_code": "94124",
-        "latitude": "37.7363",
-        "longitude": "-122.39",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "428950",
-        "application_date": "Apr  2 2010 12:00AM",
-        "owner_name": "April Spears",
-        "owner_address": "4618 3rd Street\n SF\n CA\n 94124"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "3373",
-        "name": "New Delhi Restaurant",
-        "address": "160 Ellis St ",
-        "city": "San Francisco",
-        "postal_code": "94102",
-        "latitude": "37.7855",
-        "longitude": "-122.409",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "173398",
-        "application_date": "",
-        "owner_name": "New Delhi Restaurant",
-        "owner_address": "160 Ellis St\n San Francisco\n CA\n 94102"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "2756",
-        "name": "STARBUCKS",
-        "address": "3595 CALIFORNIA St ",
-        "city": "SF",
-        "postal_code": "94118",
-        "latitude": "37.7864",
-        "longitude": "-122.453",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "911744",
-        "application_date": "Oct 30 1995 12:00AM",
-        "owner_name": "STARBUCKS COFFEE CO, INC.",
-        "owner_address": "3595 CALIFORNIA ST\n SF\n CA\n 94118"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ { "description": "103157: Food safety certificate or food handler card not available (Low Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "7489",
-        "name": "GAS & SHOP",
-        "address": "599 South Van Ness Ave ",
-        "city": "S.F.",
-        "postal_code": "94110",
-        "latitude": "37.7638",
-        "longitude": "-122.417",
-        "phone_number": "14155866835",
-        "TaxCode": "H10",
-        "business_certificate": "922993",
-        "application_date": "Aug 13 1993 12:00AM",
-        "owner_name": "SELF SERVE PETROLEUM, INC.",
-        "owner_address": "2240 SKY FARM\n HILLSBOROUGH\n CA\n 94010"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "19094",
-        "name": "Rigolo",
-        "address": "3465 California St ",
-        "city": "SF",
-        "postal_code": "94118",
-        "latitude": "37.7867",
-        "longitude": "-122.451",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "373994",
-        "application_date": "Mar  1 2004 12:00AM",
-        "owner_name": "Laurel Village Bakery LLC",
-        "owner_address": "2132 Pine Street\n SF\n CA\n 94118"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "65051",
-        "name": "Mission Cheese",
-        "address": "736 Valencia St ",
-        "city": "SF",
-        "postal_code": "94110",
-        "latitude": "37.7611",
-        "longitude": "-122.422",
-        "phone_number": "14155558667",
-        "TaxCode": "H24",
-        "business_certificate": "455293",
-        "application_date": "Jan 11 2011 12:00AM",
-        "owner_name": "Mission Cheese LLC",
-        "owner_address": "363 Hermann St.\n SF\n CA\n 94117"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Non-inspection site visit",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "3802",
-        "name": "THE GREAT AMERICAN MUSIC HALL",
-        "address": "859 O'FARRELL St ",
-        "city": "SAN FRANCISCO",
-        "postal_code": "94109",
-        "latitude": "37.785",
-        "longitude": "-122.419",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "358240",
-        "application_date": "",
-        "owner_name": "MUSIC HALL, LLC",
-        "owner_address": "859 O'FARRELL St\n SAN FRANCISCO\n CA\n 94109"
-      },
-      "Score": "94",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103161: Low risk vermin infestation (Low Risk)" },
-        { "description": "103142: Unclean nonfood contact surfaces (Low Risk)" },
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "475",
-        "name": "Mara's",
-        "address": "503 Columbus Ave ",
-        "city": "San Francisco",
-        "postal_code": "94133",
-        "latitude": "37.7995",
-        "longitude": "-122.409",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "147903",
-        "application_date": "",
-        "owner_name": "Filomena & Gennaro Torrano",
-        "owner_address": "503 Columbus Ave\n San Francisco\n CA\n 94133"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "1193",
-        "name": "PEET'S COFFEES & TEAS",
-        "address": "3419 CALIFORNIA St ",
-        "city": "SAN FRANCISCO",
-        "postal_code": "94118",
-        "latitude": "37.7868",
-        "longitude": "-122.45",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "196325",
-        "application_date": "",
-        "owner_name": "Peet's Coffee",
-        "owner_address": "3419 California\n SF\n CA\n 94118"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "2548",
-        "name": "NOAH'S NEW YORK BAGELS #2120",
-        "address": "3519 CALIFORNIA St ",
-        "city": "SF",
-        "postal_code": "94118",
-        "latitude": "37.7866",
-        "longitude": "-122.452",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "353177",
-        "application_date": "Mar 15 2002 12:00AM",
-        "owner_name": "EINSTEIN AND NOAH CORP.",
-        "owner_address": "555 Zang St., Suite 300\n Lakewood\n CO\n 80228"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "6913",
-        "name": "XTRA OIL CORP",
-        "address": "3750 03rd St ",
-        "city": "S.F.",
-        "postal_code": "94124",
-        "latitude": "37.7432",
-        "longitude": "-122.388",
-        "phone_number": "",
-        "TaxCode": "H07",
-        "business_certificate": "144903",
-        "application_date": "May 17 1993 12:00AM",
-        "owner_name": "EDWARD T SIMAS",
-        "owner_address": "2307 PACIFIC AVE.\n ALAMEDA\n CA\n 94501"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "4923",
-        "name": "TED'S MARKET",
-        "address": "1530 HOWARD St ",
-        "city": "S.F.",
-        "postal_code": "94103",
-        "latitude": "37.7727",
-        "longitude": "-122.416",
-        "phone_number": "",
-        "TaxCode": "H28",
-        "business_certificate": "321004",
-        "application_date": "",
-        "owner_name": "ZOUZOUNIS DAVID P",
-        "owner_address": "1530 HOWARD ST\n SAN FRANCISCO\n CA\n 94103"
-      },
-      "Score": "100",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "36020",
-        "name": "Cadillac Market",
-        "address": "499 Eddy St",
-        "city": "San Francisco",
-        "postal_code": "94109",
-        "latitude": "37.7835",
-        "longitude": "-122.416",
-        "phone_number": "",
-        "TaxCode": "H07",
-        "business_certificate": "379395",
-        "application_date": "Oct 29 2007 12:00AM",
-        "owner_name": "Irfan Barkat Ali",
-        "owner_address": "499 Eddy St\n San Francisco\n CA\n 94109"
-      },
-      "Score": "98",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [ { "description": "103143: Inadequate warewashing facilities or equipment (Low Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "3935",
-        "name": "Le Colonial, SF, LLC",
-        "address": "20 Cosmo Pl ",
-        "city": "San Francisco",
-        "postal_code": "94109",
-        "latitude": "37.7881",
-        "longitude": "-122.412",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "317110",
-        "application_date": "",
-        "owner_name": "Le Colonial, SF, LLC",
-        "owner_address": "20  Cosmo PL\n San Francisco\n CA\n 94109"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "1259",
-        "name": "KD'S GROG & GROCERY",
-        "address": "2416 MARKET St ",
-        "city": "SF",
-        "postal_code": "94114",
-        "latitude": "37.7626",
-        "longitude": "-122.435",
-        "phone_number": "14155863736",
-        "TaxCode": "H24",
-        "business_certificate": "198913",
-        "application_date": "",
-        "owner_name": "KIM, SUNG U.",
-        "owner_address": "2416 MARKET ST.\n SAN FRANCISCO\n CA\n 94114"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "65396",
-        "name": "Carmelina's Cafe",
-        "address": "1855 Folsom St ",
-        "city": "SF",
-        "postal_code": "94103",
-        "latitude": "37.7677",
-        "longitude": "-122.415",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "181141",
-        "application_date": "Mar  2 2011 12:00AM",
-        "owner_name": "Carmelina Narciso",
-        "owner_address": "1855 Folsom Street\n SF\n CA\n 94103"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "477",
-        "name": "Il Pollaio",
-        "address": "555 Columbus Ave ",
-        "city": "San Francisco",
-        "postal_code": "94133",
-        "latitude": "37.8",
-        "longitude": "-122.41",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "147775",
-        "application_date": "",
-        "owner_name": "Antonio & Jose Castellucci",
-        "owner_address": "555 Columbus Ave\n San Francisco\n CA\n 94133"
-      },
-      "Score": "90",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103154: Unclean or degraded floors walls or ceilings (Low Risk)" },
-        { "description": "103124: Inadequately cleaned or sanitized food contact surfaces (Moderate Risk)" },
-        { "description": "103120: Moderate risk food holding temperature  (Moderate Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "1199",
-        "name": "PANCHO'S",
-        "address": "3440 GEARY Blvd ",
-        "city": "SAN FRANCISCO",
-        "postal_code": "94118",
-        "latitude": "37.7815",
-        "longitude": "-122.456",
-        "phone_number": "",
-        "TaxCode": "H24",
-        "business_certificate": "318180",
-        "application_date": "Jun 17 1998 12:00AM",
-        "owner_name": "CAL. SOL. CONCEPTS LLC",
-        "owner_address": "3440  GEARY Blvd\n S.F.\n CA\n 94118"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Reinspection/Followup",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "1549",
-        "name": "Cafe Bellini",
-        "address": "235 Powell St ",
-        "city": "San Francisco",
-        "postal_code": "94102",
-        "latitude": "37.787",
-        "longitude": "-122.408",
-        "phone_number": "",
-        "TaxCode": "H25",
-        "business_certificate": "384285",
-        "application_date": "",
-        "owner_name": "SEGA FOOD GROUP INC",
-        "owner_address": "\t235 POWELL ST\n SAN FRANCISCO\n CA\n 94102"
-      },
-      "Score": "96",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [ { "description": "103124: Inadequately cleaned or sanitized food contact surfaces (Moderate Risk)" } ]
-    },
-    {
-      "business": {
-        "business_id": "4257",
-        "name": "DELUXE",
-        "address": "1509 HAIGHT St ",
-        "city": "SF",
-        "postal_code": "94117",
-        "latitude": "37.7699",
-        "longitude": "-122.447",
-        "phone_number": "14155556949",
-        "TaxCode": "H25",
-        "business_certificate": "",
-        "application_date": "",
-        "owner_name": "JAY JOHNSON",
-        "owner_address": "1509 HAIGHT STREET\n SAN FRANCISCO\n CA\n 94117"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Administrative or Document Review",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "68775",
-        "name": "Dandelion Chocolate",
-        "address": "740 Valencia St ",
-        "city": "San Francisco",
-        "postal_code": "94110",
-        "latitude": "37.761",
-        "longitude": "-122.422",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "466375",
-        "application_date": "Mar 21 2012 12:00AM",
-        "owner_name": "Cocoa Co., Inc.",
-        "owner_address": "334 Santana Row #335\n San Jose\n Ca\n 95128"
-      },
-      "Score": "",
-      "date": "20130226",
-      "type": "Complaint",
-      "violations": [ ]
-    },
-    {
-      "business": {
-        "business_id": "68037",
-        "name": "Focaccia Market Bakery",
-        "address": "185 BERRY St #1430",
-        "city": "S.F.",
-        "postal_code": "94107",
-        "latitude": "37.776",
-        "longitude": "-122.393",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "455335",
-        "application_date": "Dec  1 2011 12:00AM",
-        "owner_name": "Focaccia Market Bakery, Inc.",
-        "owner_address": "119 Sacramento St.\n SF\n CA\n 94111"
-      },
-      "Score": "91",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103109: Unclean or unsanitary food contact surfaces (High Risk)" },
-        { "description": "103150: Improper or defective plumbing (Low Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "69945",
-        "name": "Linda's Catering",
-        "address": "290 Townsend St ",
-        "city": "SF",
-        "postal_code": "94107",
-        "latitude": "",
-        "longitude": "",
-        "phone_number": "",
-        "TaxCode": "H79",
-        "business_certificate": "470527",
-        "application_date": "Aug 15 2012 12:00AM",
-        "owner_name": "Hong Yan Fang-Li",
-        "owner_address": "3623 Kirkham St.\n SF\n CA\n 94122"
-      },
-      "Score": "96",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103142: Unclean nonfood contact surfaces (Low Risk)" },
-        { "description": "103147: Inadequate ventilation or lighting (Low Risk)" }
-      ]
-    },
-    {
-      "business": {
-        "business_id": "70920",
-        "name": "Stock in Trade",
-        "address": "2036 LOMBARD St ",
-        "city": "SF",
-        "postal_code": "94123",
-        "latitude": "",
-        "longitude": "",
-        "phone_number": "",
-        "TaxCode": "H26",
-        "business_certificate": "470757",
-        "application_date": "Nov  9 2012 12:00AM",
-        "owner_name": "4 Item Combo Plate / Tod Alsman, Chris Fogarty",
-        "owner_address": "2036 Lombard Street\n San Francisco\n CA\n 94123"
-      },
-      "Score": "90",
-      "date": "20130226",
-      "type": "Routine - Unscheduled",
-      "violations": [
-        { "description": "103149: Wiping cloths not clean or properly stored or inadequate sanitizer (Low Risk)" },
-        { "description": "103139: Improper food storage (Low Risk)" },
-        { "description": "103145: Improper storage of equipment utensils or linens (Low Risk)" },
-        { "description": "103150: Improper or defective plumbing (Low Risk)" },
-        { "description": "103142: Unclean nonfood contact surfaces (Low Risk)" }
-      ]
-    }
-  ]
-}
\ No newline at end of file