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Fuzzy searching #40

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that1guy opened this issue Apr 21, 2015 · 4 comments
Open

Fuzzy searching #40

that1guy opened this issue Apr 21, 2015 · 4 comments
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@that1guy
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enhancement

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@that1guy
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Elasticsearch should perform the following magic:

  1. If user searches for "bike" elasicsearch queries for "bike" AND "bicycle".
  2. If user searches for "macbook pro" it doesn't just return items with the word pro in it.
  3. If the user mis-spells their search elasticsearch is smart enough to search for closest matching word, or come back with suggested searches.
@brozeph
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brozeph commented May 28, 2015

Found some promising info about building a fuzzy search: https://www.elastic.co/guide/en/elasticsearch/guide/master/fuzzy-match-query.html

brozeph added a commit that referenced this issue May 28, 2015
@brozeph
trying out some fuzzy action for #40
d27a2b3
@brozeph
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brozeph commented May 28, 2015

@that1guy - implemented fuzzy search for popcat... using multi-field. It doesn't quite work how we'd expect, but worth an evaluation. I can expand this to the posting search if you dig on it - though that will be a tad more tricky.

@brozeph brozeph assigned that1guy and unassigned brozeph May 28, 2015
@that1guy
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Just another example of search results people would laugh at. Searched for washing machine and got back tons of sewing machines and espresso machines. :)

Request

https://staging-posting-api.hashtagsell.com/v1/postings/?start=0&count=35&filters[mandatory][contains][heading]=washing%20machine&filters[optional][exact][categoryCode]=SAPL,SOTH,SBIZ&geo[lookup]=true&geo[min]=0&geo[max]=12890000

Response

{
  "options": {
    "count": "35",
    "filters": {
      "mandatory": {
        "contains": {
          "heading": "washing machine"
        }
      },
      "optional": {
        "exact": {
          "categoryCode": [
            "SAPL",
            "SOTH",
            "SBIZ"
          ]
        }
      }
    },
    "geo": {
      "lookup": "true",
      "min": 0,
      "max": 12890000,
      "ip": "216.38.134.18",
      "coords": [
        -122.417,
        37.779
      ]
    },
    "sort": {},
    "start": "0"
  },
  "results": [
    {
      "username": "[email protected]",
      "heading": "Promac commercial 2 group espresso coffee machine",
      "body": "\n Great condition, no dents, best in the industry.\n ",
      "expiresAt": "2015-05-14T00:37:40.344Z",
      "categoryCode": "SAPL",
      "annotations": {
        "html_data_size": "13579",
        "source_subloc": "sfc",
        "source_subcat": "ppa|app",
        "source_loc": "sfbay",
        "original_posting_date": "1430061150",
        "gzip_data_size": "4278",
        "source_account": "[email protected]",
        "source_state": "California",
        "proxy_ip": "107.170.118.146:22225",
        "source_neighborhood": "ingleside / SFSU / CCSF",
        "source_cat": "sss",
        "source_heading": "Promac commercial 2 group espresso coffee machine",
        "source_continent": "USA"
      },
      "postingId": "23235ead9b8646daa5792c9d5be69efe",
      "language": "EN",
      "images": [
        {
          "full": "http://images.craigslist.org/00E0E_9iwqXbXtBYj_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/00V0V_etStzniHuCS_600x450.jpg"
        }
      ],
      "geo": {
        "status": 5,
        "accuracy": 7,
        "coordinates": [
          -122.41942,
          37.77493
        ],
        "distance": 499.984488579887
      },
      "createdAt": "2015-04-30T00:37:40.344Z",
      "askingPrice": {
        "value": "1200",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1430351975,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-SOO",
            "formatted": "San Francisco, CA, USA",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SAPL",
          "id": 2089440541
        },
        "source": {
          "url": "http://sfbay.craigslist.org/sfc/app/4996961799.html",
          "id": "4996961799",
          "code": "CRAIG"
        }
      }
    },
    {
      "username": "http://sfbay.craigslist.org/sfc/bfs/5002449330.html",
      "heading": "Taiko Single Needle Industrial Sewing Machine",
      "body": "\n Taiko Model TK-505-3-50 Single Needle, Lock Stitch Industrial Sewing Machine for sale (table, motor, stand included). This model is best suited for light to medium weight fabrics. Machine is in good working condition and has been serviced regularly. Please contact Lisa at\nfor more information.\n ",
      "expiresAt": "2015-05-13T22:29:34.103Z",
      "categoryCode": "SBIZ",
      "annotations": {
        "source_map_google": "https://maps.google.com/?q=loc%3A+%32%33+Grant+Ave+%36th+Floor+San+Francisco+CA+US",
        "html_data_size": "13253",
        "source_subloc": "sfc",
        "source_subcat": "bfa|bfs",
        "source_loc": "sfbay",
        "gzip_data_size": "4358",
        "phone": "4159565657",
        "source_state": "California",
        "proxy_ip": "107.170.23.145:22225",
        "source_neighborhood": "financial district",
        "source_cat": "sss",
        "source_heading": "Taiko Single Needle Industrial Sewing Machine",
        "latlong_source": "In Posting",
        "source_continent": "USA",
        "source_map_yahoo": "http://maps.yahoo.com/maps_result?addr=%32%33+Grant+Ave+%36th+Floor&csz=San+Francisco+CA&country=US"
      },
      "postingId": "eb2cb9e8bbc449c189fa0c6daa0c94db",
      "language": "EN",
      "images": [
        {
          "full": "http://images.craigslist.org/00909_fmhZMrQU0e4_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/00p0p_1ULSRGeWyRZ_600x450.jpg"
        }
      ],
      "geo": {
        "status": 3,
        "accuracy": 8,
        "coordinates": [
          -122.405055,
          37.787064
        ],
        "distance": 1380.3924505455218
      },
      "createdAt": "2015-04-29T22:29:34.103Z",
      "askingPrice": {
        "value": "475",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1430345409,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-FIN",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SBIZ",
          "id": 2089064887
        },
        "source": {
          "url": "http://sfbay.craigslist.org/sfc/bfs/5002449330.html",
          "id": "5002449330",
          "code": "CRAIG"
        }
      }
    },
    {
      "username": "http://sfbay.craigslist.org/sfc/bfs/5002434618.html",
      "heading": "Juki Single Needle Industrial Sewing Machine",
      "body": "\n Juki Model DDL-555 High Speed Single Needle, Lock Stitch Industrial Sewing Machine for sale (table, motor, stand included). This model is best suited for light to medium weight fabrics. Machine is in good working condition and has been serviced regularly. Please contact Lisa at\nfor more information.\n ",
      "expiresAt": "2015-05-13T22:29:33.249Z",
      "categoryCode": "SBIZ",
      "annotations": {
        "source_map_google": "https://maps.google.com/?q=loc%3A+%32%33+Grant+Ave+%36th+Floor+San+Francisco+CA+US",
        "html_data_size": "13252",
        "source_subloc": "sfc",
        "source_subcat": "bfa|bfs",
        "source_loc": "sfbay",
        "gzip_data_size": "4366",
        "phone": "4159565657",
        "source_state": "California",
        "proxy_ip": "104.131.11.6:22225",
        "source_neighborhood": "financial district",
        "source_cat": "sss",
        "source_heading": "Juki Single Needle Industrial Sewing Machine",
        "latlong_source": "In Posting",
        "source_continent": "USA",
        "source_map_yahoo": "http://maps.yahoo.com/maps_result?addr=%32%33+Grant+Ave+%36th+Floor&csz=San+Francisco+CA&country=US"
      },
      "postingId": "27727efc0a0f4ecfbf0b1461932f6a8e",
      "language": "EN",
      "images": [
        {
          "full": "http://images.craigslist.org/00E0E_fAdPULXpc2i_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/00b0b_233YvrVBiJc_600x450.jpg"
        }
      ],
      "geo": {
        "status": 3,
        "accuracy": 8,
        "coordinates": [
          -122.405033,
          37.787115
        ],
        "distance": 1385.5481918422806
      },
      "createdAt": "2015-04-29T22:29:33.249Z",
      "askingPrice": {
        "value": "475",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1430344848,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-FIN",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SBIZ",
          "id": 2089064851
        },
        "source": {
          "url": "http://sfbay.craigslist.org/sfc/bfs/5002434618.html",
          "id": "5002434618",
          "code": "CRAIG"
        }
      }
    },
    {
      "username": "http://www.ebay.com/itm/First-Data-Linkpoint-3000-machine-and-Printpoint-3000-printer-/301612520600?pt=LH_DefaultDomain_0",
      "heading": "First Data Linkpoint 3000 machine and Printpoint 3000 printer",
      "body": "First Data Linkpoint 3000 machine and Printpoint 3000 printer",
      "expiresAt": "2015-05-14T11:32:39.265Z",
      "categoryCode": "SBIZ",
      "annotations": {
        "zipcode": "94108",
        "description": "The LinkPoint 3000 offers easy-to-use functionality at a great value. Get the LinkPoint 3000 at Merchant Warehouse now at the Guaranteed Lowest Price. The LinkPoint 3000 delivers high-speed performance, reliable and easy-to-use payment solution for merchants. The LinkPoint 3000 meets complex processing demands, with quick transaction times, enhanced functionality and heightened security, Manual download online available  Includes:  Cable from terminal to printer, AC adapter plug, Credit card swipe machine ( Linkpoint 3000) and printer (Printpoint 3000)",
        "address": "San Francisco,CA,USA",
        "listingtype": "AuctionWithBIN",
        "price": "30.0"
      },
      "postingId": "c5080bbf2a834b8fac719fd709752ef4",
      "language": "en",
      "images": [
        {
          "thumb": "http://thumbs1.ebaystatic.com/m/mSSQYxe5Meuwfhvl35t5OcA/140.jpg",
          "full": "http://i.ebayimg.com/00/s/NzIwWDEyODA=/z/8pAAAOSwBLlVP-QE/$_57.JPG"
        }
      ],
      "geo": {
        "status": 3,
        "accuracy": 8,
        "coordinates": [
          -122.408733,
          37.790944
        ],
        "distance": 1513.6285394910988
      },
      "createdAt": "2015-04-30T11:32:39.265Z",
      "askingPrice": {
        "value": "30",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1430393521,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-CHS",
            "formatted": "94108,San Francisco,CA,USA",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SBIZ",
          "id": 2090623195
        },
        "source": {
          "url": "http://www.ebay.com/itm/First-Data-Linkpoint-3000-machine-and-Printpoint-3000-printer-/301612520600?pt=LH_DefaultDomain_0",
          "id": "301612520600",
          "code": "E_BAY"
        }
      }
    },
    {
      "username": "[email protected]",
      "heading": "2 group espresso machine",
      "body": "\n Iberital 2 group Espresso Machine. Only owners. Portafilters included. Easy maintenance.\n ",
      "expiresAt": "2015-05-13T20:42:58.988Z",
      "categoryCode": "SAPL",
      "annotations": {
        "source_subcat": "ppa|app",
        "original_posting_date": "1429897105",
        "gzip_data_size": "4603",
        "source_account": "[email protected]",
        "source_heading": "2 group espresso machine",
        "proxy_ip": "107.170.156.183:22225",
        "latlong_source": "In Posting",
        "source_map_yahoo": "http://maps.yahoo.com/maps_result?addr=%31%32%39%39+Pacific+Avenue&csz=San+Francisco+CA&country=US",
        "source_map_google": "https://maps.google.com/?q=loc%3A+%31%32%39%39+Pacific+Avenue+San+Francisco+CA+US",
        "html_data_size": "14430",
        "source_subloc": "sfc",
        "source_loc": "sfbay",
        "source_state": "California",
        "source_neighborhood": "russian hill",
        "source_cat": "sss",
        "source_continent": "USA"
      },
      "postingId": "acc7e10b6ea9450880ce85be532cb715",
      "language": "EN",
      "images": [
        {
          "full": "http://images.craigslist.org/00a0a_6oS5FCzZ0WL_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/01616_8uwfEriAGbi_600x450.jpg"
        }
      ],
      "geo": {
        "status": 3,
        "accuracy": 8,
        "coordinates": [
          -122.416653,
          37.79567
        ],
        "distance": 1853.6243385736236
      },
      "createdAt": "2015-04-29T20:42:58.988Z",
      "askingPrice": {
        "value": "850",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1430338281,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-NOB",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SAPL",
          "id": 2088688595
        },
        "source": {
          "url": "http://sfbay.craigslist.org/sfc/app/4994250093.html",
          "id": "4994250093",
          "code": "CRAIG"
        }
      }
    },
    {
      "username": "[email protected]",
      "heading": "FOREO Luna Skin Machine",
      "body": "\n Brand New in box. FOREO Luna in pink.\nFor deeper, cleaner, fresher, more radiant skin! T-Sonic Pulsations and soft silicone touch points, remove dead skin cells, cleanse pores of dirt, oil and makeup residue. Skin looks and feels firmer for a more youthful appearance. Improves absorption of your favorite skincare products. Retail price in stores $199\n ",
      "expiresAt": "2015-05-14T07:30:30.391Z",
      "categoryCode": "SOTH",
      "annotations": {
        "html_data_size": "14240",
        "source_subloc": "sfc",
        "source_subcat": "foa|for",
        "source_loc": "sfbay",
        "original_posting_date": "1429990695",
        "gzip_data_size": "615",
        "source_account": "[email protected]",
        "source_state": "California",
        "proxy_ip": "124.122.148.100:8888",
        "source_neighborhood": "potrero hill",
        "source_cat": "sss",
        "source_heading": "FOREO Luna Skin Machine",
        "source_continent": "USA"
      },
      "postingId": "d2f115a953d94c09b45b212b2c3d2681",
      "language": "EN",
      "images": [
        {
          "full": "http://images.craigslist.org/01313_5GqxPp7DEFg_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/00q0q_hCdIJOeIB2c_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/00y0y_jcUBO4TwdGO_600x450.jpg"
        }
      ],
      "geo": {
        "status": 3,
        "accuracy": 8,
        "coordinates": [
          -122.40087,
          37.76049
        ],
        "distance": 2498.941842973921
      },
      "createdAt": "2015-04-30T07:30:30.391Z",
      "askingPrice": {
        "value": "90",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1430377037,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-POT",
            "formatted": "Potrero Hill, San Francisco, CA, USA",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SOTH",
          "id": 2090328494
        },
        "source": {
          "url": "http://sfbay.craigslist.org/sfc/for/4996015930.html",
          "id": "4996015930",
          "code": "CRAIG"
        }
      }
    },
    {
      "username": "[email protected]",
      "heading": "SEWING MACHINE for vinyl and leather",
      "body": "\n If the posting is up, I still have it.\nModern Home sewing machine in very good working condition\ngood for light to heavy fabric, leather as well\n ",
      "expiresAt": "2015-05-31T23:17:46.151Z",
      "categoryCode": "SOTH",
      "annotations": {
        "source_subloc": "sfc",
        "html_data_size": "14515",
        "source_subcat": "foa|for",
        "source_loc": "sfbay",
        "gzip_data_size": "4408",
        "source_account": "[email protected]",
        "source_state": "California",
        "proxy_ip": "104.131.177.244:22225",
        "source_neighborhood": "haight ashbury",
        "source_cat": "sss",
        "source_heading": "SEWING MACHINE for vinyl and leather",
        "source_continent": "USA"
      },
      "postingId": "53fd846607cb418b85c4b69754f7ed1c",
      "language": "EN",
      "images": [
        {
          "full": "http://images.craigslist.org/01010_e9kM9J2E29k_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/00d0d_lAOltoaTj2Y_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/01010_7bHJCPJV0AQ_600x450.jpg"
        },
        {
          "full": "http://images.craigslist.org/00x0x_25M3ZGg25AN_600x450.jpg"
        }
      ],
      "geo": {
        "status": 3,
        "accuracy": 8,
        "coordinates": [
          -122.44814,
          37.76922
        ],
        "distance": 2944.7005649197704
      },
      "createdAt": "2015-05-17T23:17:46.151Z",
      "askingPrice": {
        "value": "85",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1431903736,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-HAI",
            "formatted": "Haight-Ashbury, San Francisco, CA 94117, USA",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SOTH",
          "id": 2156110771
        },
        "source": {
          "url": "http://sfbay.craigslist.org/sfc/for/5029994461.html",
          "id": "5029994461",
          "code": "CRAIG"
        }
      }
    },
    {
      "username": "[email protected]",
      "heading": "Washing Machine Stand",
      "body": "\n Washing machine stands made by local carpenter. Can be made to accommodate any washing machine or dryer. No more back-bending! Price starts at $90 for a single stand.\nFor more products, please visit:\nhttp://www.hoffswoodworks.com\nhttps://www.facebook.com/hoffswoodworks\n ",
      "expiresAt": "2015-05-31T23:50:09.536Z",
      "categoryCode": "SAPL",
      "annotations": {
        "source_subcat": "ppa|app",
        "original_posting_date": "1430668034",
        "gzip_data_size": "4456",
        "source_account": "[email protected]",
        "source_heading": "Washing Machine Stand",
        "proxy_ip": "104.236.233.165:22225",
        "latlong_source": "In Posting",
        "source_map_yahoo": "http://maps.yahoo.com/#mvt=m&lat=37.750900&lon=-122.415300&zoom=16",
        "source_map_google": "https://maps.google.com/maps/preview/@37.750900,-122.415300,16z",
        "html_data_size": "13753",
        "source_subloc": "sfc",
        "source_loc": "sfbay",
        "source_state": "California",
        "source_neighborhood": "alamo square / nopa",
        "source_cat": "sss",
        "source_continent": "USA"
      },
      "postingId": "10524a2c7305465eb61aafcc793d8a31",
      "language": "EN",
      "images": [
        {
          "full": "http://images.craigslist.org/01515_anTsyAecpxh_600x450.jpg"
        }
      ],
      "geo": {
        "status": 3,
        "accuracy": 8,
        "coordinates": [
          -122.4153,
          37.7509
        ],
        "distance": 3127.733909886097
      },
      "createdAt": "2015-05-17T23:50:09.536Z",
      "askingPrice": {
        "value": "90",
        "currency": "USD"
      },
      "external": {
        "threeTaps": {
          "timestamp": 1431905665,
          "status": "for_sale",
          "location": {
            "state": "USA-CA",
            "region": "USA-SFO-SAF",
            "metro": "USA-SFO",
            "locality": "USA-SFO-MSF",
            "county": "USA-CA-SAF",
            "country": "USA",
            "city": "USA-SFO-SNF"
          },
          "categoryGroup": "SSSS",
          "category": "SAPL",
          "id": 2156210848
        },
        "source": {
          "url": "http://sfbay.craigslist.org/sfc/app/5007708120.html",
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      "heading": "singer sewing machine circa 1930 works",
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      "heading": "Electric Lawn machine.....6",
      "body": "\n I cleaning the toolshed and I found\nthis nice machine\n Call me if you want it make me and offer\n Call cres ....\nxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\n ",
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      "username": "[email protected]",
      "heading": "GE 29869GE2-A 4 Mailbox Digital Answering Machine Messaging System",
      "body": "\n I have 2 of these for sale used for $60 each. Used for a short time in my offices. Each include Instruction manuels & power cord. Selling new for $320 on Amazon.\nIdeal for small offices or busy roommates, the GE 29869GE2 is a completely digital answering system containing four mailboxes. The call-screening speaker allows you to answer only the calls you want to; you can even set the precise number of rings before the machine picks up. With 40 minutes of memory, you won`t worry about running out of space, and you can easily set a time limit for individual messages. Each incoming message automatically receives a time-date stamp, and simple controls offer the options of listening to only the new messages or listening to every message, along with deleting, saving, or skipping. Remote access allows you to check in while at work or on vacation, and with the addition of a 9-volt battery, the machine is able to save messages even through a power outage.\nProduct Description:\nGE Digital Telephone Answerer with 4 Message Mailboxes and 2 Digital Outgoing Announcements, 40 Minute Recording Time, Touch Tone Remote and Message Retrival System.\nPlease call with questions or if interested in purchasing,\nKimberly\n707-641-three, zero, eight, five\n ",
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      "username": "[email protected]",
      "heading": "Popcorn Machine",
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      "username": "[email protected]",
      "heading": "Sewing Machine clutch motor 1/2 HP 1725RPM",
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      "username": "[email protected]",
      "heading": "MANITOWOC ICE MACHINE",
      "body": "\n 500 LB OF ICE.\nAIR COOLED, SELF-CONTAINED CONDENSER, STAINLESS STEEL\nUNDER WARRANTY TILL 6/2016\nCOMES WITH PARTIAL PLUMBING CONNECTIONS, SO THAT YOU CAN START USING IT IN 15 MINUTES.\nPICTURES SPEAK ITSELF\nVERY CLEAN WITH WARRANTY\nBRAND NEW CONDITION, COMES WITH A 5 YEAR WARRANTY WITH PAPERWORK.\n BASICALLY THIS UNIT IS ONLY MISSING ITS PACKAGE.\n WE CARRY ALL COMMERCIAL AND INDUSTRIAL COOKWARE FOR YOUR CONVENIENCE.\n WE ARE A LOCAL REPRESENTATIVE FOR ALL MAJOR BRANDS. WE BUY IN LARGE QUANTITIES AND TRANSFER THE SAVINGS TO YOU.\n HASSLE FREE UPFRONT PRICING, NO MONKEY BUSINESS.\n USED OR NEW, YOU CHOOSE\n MARCO\n ",
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      "heading": "Panda XPB36 Small Compact Portable Washing Machine 6-7lbs Capacity w",
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      "heading": "Expobar Brewtus II Espresso Machine",
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      "username": "[email protected]",
      "heading": "Free estimate on all vending machine Repairs and Parts",
      "body": "\n We have been in the vending business for over 30 years and can fix any type of vending machine\nSoda Machines\nSnack Machines\nCold Food Machines\nIce Cream Machines\nChange Machines\nCompressor Decks and Refrigeration\nNew locks and keys\nLost key no problem we can open it for you\nControl Boards, $ bill Validators. Coin Mechs Vend Motors and Credit Card readers\nWe carry parts for all makes and models\nCall Gary at\nfor a free estimate\n ",
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    {
      "username": "[email protected]",
      "heading": "DIXIE NARCO 5591 SODA WATER JUICE MACHINE:",
      "body": "\n DIXIE NARCO 5591 SODA WATER JUICE MACHINE:\nCall Gary at\nwith any questions.\nSPECIFICATION: The following on the machine is sold LOCATION READY & working: R134A freon refrigeration, column motors, LED display, lights, dollar bill acceptor, coin changer, main control board. The machine is sold complete. Clean down interior/exterior. No breaks/vandalism. Set up and programming instructions included. 30-day warranty.\nDESCRIPTION: 2003 model year. 45 selections. The machine can be set for cans (12-16 oz.) or bottles (16-20 oz.), or a combination of bottles and cans. The capacity is approximately 400 products. 5 shelf`s. 9 selections per shelf. 72\" height, 37\" width, 35\" depth, 650 weight.\nELECTRONICS: Machine is multi price - computer board is used to set & change product prices. All product prices can be different, the same, or free.\nBILL ACCEPTOR & COIN CHANGER: Machine includes Coinco BA50 dollar bill acceptor and Mars 6512 MDB coin changer.\n ",
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      "heading": "Graphic Adding Machine Artwork",
      "body": "\n //44\" x 44\"\n//$60 (cash only)\n//A large, multicolored, custom-made graphic art print that stands out! Six graphic tiled squares, vibrant pop, perfect for an accounting office! Colorful, modern, pop art-esque. Quality brown/bronze frame. You must pick up.\n//If interested, please send us an email with the subject heading `Adding Machine Artwork`. Include your phone number when contacting us. We`re moving offices and have plenty of other pieces for sale--check out the `more ads by this user` button to see more of our items for sale! Thank you!\n ",
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    {
      "username": "[email protected]",
      "heading": "Vintage Riccar Sewing Machine",
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      }
    }
  ],
  "total": 1203
}

@that1guy that1guy reopened this Jun 12, 2015
@that1guy that1guy mentioned this issue Jun 29, 2015
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Issue #83 is related.

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