cf-expenditures-edits.json

[
  {
    "op": "core/column-addition",
    "description": "Create column filing_entity_original at index 1 based on column filing_entity using expression grel:value",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "newColumnName": "filing_entity_original",
    "columnInsertIndex": 1,
    "baseColumnName": "filing_entity",
    "expression": "grel:value",
    "onError": "keep-original"
  },
  {
    "op": "core/column-move",
    "description": "Move column filing_entity_original to position 23",
    "columnName": "filing_entity_original",
    "index": 23
  },
  {
    "op": "core/column-addition",
    "description": "Create column entity_name_identifier at index 5 based on column entity_name using expression grel:forEach(filter(['entity_name','entity_address','entity_city','entity_zip'],v, isNonBlank(cells[v])), cn,toLowercase(cells[cn].value)).join(\"|||\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "newColumnName": "entity_name_identifier",
    "columnInsertIndex": 5,
    "baseColumnName": "entity_name",
    "expression": "grel:forEach(filter(['entity_name','entity_address','entity_city','entity_zip'],v, isNonBlank(cells[v])), cn,toLowercase(cells[cn].value)).join(\"|||\")",
    "onError": "set-to-blank"
  },
  {
    "op": "core/column-move",
    "description": "Move column entity_name_identifier to position 24",
    "columnName": "entity_name_identifier",
    "index": 24
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "27TH Ward Democratic Executive Committee",
          "27th Ward Democratic Executive Committee"
        ],
        "to": "27TH Ward Democratic Executive Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NORTHEAST REGIONAL COUNCIL OF CARPENTERS PEC - PA",
          "Northeast Regional Council of Carpenters PEC - PA"
        ],
        "to": "NORTHEAST REGIONAL COUNCIL OF CARPENTERS PEC - PA"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the 35th Ward Democrats",
          "Friends of the 35th ward Democrats"
        ],
        "to": "Friends of the 35th Ward Democrats"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "COMMITTEE TO ELECT WAYNE FONTANA",
          "Committee to Elect Wayne Fontana"
        ],
        "to": "COMMITTEE TO ELECT WAYNE FONTANA"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Genesis IV",
          "Genesis Iv"
        ],
        "to": "Genesis IV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the 21St Ward Democrats",
          "friends of the 21st ward democrats"
        ],
        "to": "Friends of the 21St Ward Democrats"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pennsylvanians for Tomorrow",
          "Pennsylvanians For Tomorrow"
        ],
        "to": "Pennsylvanians for Tomorrow"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "5th Ward Democratic Executive Committee",
          "5th ward democratic executive committee"
        ],
        "to": "5th Ward Democratic Executive Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "28Th Ward Democratic Executive Committee",
          "28th Ward Democratic Executive Committee"
        ],
        "to": "28Th Ward Democratic Executive Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FIREPAC - PHILADELPHIA",
          "FIREPAC-PHILADELPHIA"
        ],
        "to": "FIREPAC - PHILADELPHIA"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Teamsters Local 628 PAC",
          "Teamsters Local 628PAC"
        ],
        "to": "Teamsters Local 628 PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "W.E.S.T.R.U.M.PAC",
          "W.E.S.T.R.U.M. PAC"
        ],
        "to": "W.E.S.T.R.U.M. PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "40 B Ward Democratic Executive Committee",
          "40B Ward Democratic Executive Committee"
        ],
        "to": "40B Ward Democratic Executive Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Local No. 5 PAC Fund",
          "Local No. 5 PAC Fund (2)",
          "Local No. 5 PAC Fund (3)"
        ],
        "to": "Local No. 5 PAC Fund"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FIREPAC - PHILADLPHIA",
          "FIREPAC - PHILADELPHIA"
        ],
        "to": "FIREPAC - PHILADELPHIA"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DAY & ZIMMERMANN INC FEDERAL PAC (AKA 'DAYPAC - FEDERAL')",
          "DAY & ZIMMERMAN INC (DAYPAC-FEDERAL)"
        ],
        "to": "DAY & ZIMMERMANN INC FEDERAL PAC (AKA 'DAYPAC - FEDERAL')"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Teamsters Joint Council No. 53 Political Action Committee - DRIVE",
          "Teamsters Joint Council 53 PAC Fund"
        ],
        "to": "Teamsters Joint Council No. 53 PAC Fund"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "38th Ward Dem. Exec Committee",
          "38th Ward Dem Executive Cmttee"
        ],
        "to": "38th Ward Dem. Exec Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ironworkers Local Union 401",
          "Ironworkers Local Union 401 (A2)"
        ],
        "to": "Ironworkers Local Union 401"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "School Police Association-Committee for Safe Schools",
          "School Police Association-Committee for Safe Schools (A2)"
        ],
        "to": "School Police Association-Committee for Safe Schools"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "International Brotherhood of Electrical Workers Local 98 Committee on Political Education",
          "International Brotherhood of Electrical Workers Local 98 Committee on Political Education (2)"
        ],
        "to": "International Brotherhood of Electrical Workers Local 98 Committee on Political Education"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36TH WARD COMMITTEE",
          "36 WARD COMMITTEE"
        ],
        "to": "36TH WARD COMMITTEE"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Re-Elect John Sabatina, Jr.",
          "Committee to Re-Elect John Sabatina Jr",
          "Committee to Re-Elect John Sabatina Jr.",
          "COMMITTEE TO RE-ELECT JOHN SABATINA JR.",
          "COMMITTEE TO RE-ELECT JOHN SABATINA JR",
          "COMMITTEE TO RE-ELECT JOHN SABATINA, JR.",
          "Committee to Re-Elect John Sabatina, Jr",
          "Committee to Re-elect John Sabatina, Jr.",
          "Committee to ReElect John Sabatina Jr"
        ],
        "to": "Committee to Re-Elect John Sabatina, Jr."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Curtis Jones Jr",
          "Friends of Curtis Jones, Jr.",
          "FRIENDS OF CURTIS JONES JR",
          "Friends of Curtis Jones Jr.",
          "Friends of Curtis Jones, Jr"
        ],
        "to": "Friends of Curtis Jones Jr"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Linda Fields",
          "FRIENDS OF LINDA FIELDS",
          "Friends of LInda Fields",
          "friends of Linda Fields",
          "Friends of linda Fields"
        ],
        "to": "Friends of Linda Fields"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Neilson for the Northeast",
          "NEILSON FOR THE NORTHEAST",
          "Neilson For The Northeast",
          "Neilson for the NorthEast"
        ],
        "to": "Neilson for the Northeast"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DUNKIN DONUTS",
          "Dunkin Donuts",
          "Dunkin' Donuts",
          "Dunkin donuts"
        ],
        "to": "DUNKIN DONUTS"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Strassheim Graphic & Design Press Corp",
          "Strassheim Graphic Design & Press Corp",
          "Strassheim Graphic Design & Press Corp.",
          "STRASSHEIM GRAPHIC DESIGN & PRESS CORP."
        ],
        "to": "Strassheim Graphic & Design Press Corp"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends to Elect Christine M Tartaglione",
          "FRIENDS TO ELECT CHRISTINE M. TARTAGLIONE",
          "FRIENDS TO ELECT CHRISTINE M TARTAGLIONE",
          "Friends to Elect Christine M. Tartaglione"
        ],
        "to": "Friends to Elect Christine M Tartaglione"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bob Casey for Senate",
          "BOB CASEY FOR SENATE",
          "BOB CASEY for SENATE",
          "Bob Casey For Senate"
        ],
        "to": "Bob Casey for Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Re-Elect John Taylor",
          "Committee To Re-Elect John Taylor",
          "Committee to Re-ELect John Taylor",
          "Committee to Re-elect John Taylor"
        ],
        "to": "Committee to Re-Elect John Taylor"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CAMDEN COUNTY DEMOCRATIC COMMITTEE, INC.",
          "Camden County Democratic Committee Inc",
          "Camden County Democratic Committee Inc.",
          "Camden County Democratic Committee, Inc"
        ],
        "to": "Camden County Democratic Committee, Inc"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Patty Pat",
          "FRIENDS OF PATTY PAT",
          "Friends of Patty 'Pat'",
          "Friends of Patty -Pat"
        ],
        "to": "Friends of Patty Pat"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Helen Tai",
          "COMMITTEE TO ELECT HELEN TAI",
          "Committee to Elect helen Tai",
          "Committee to elect Helen Tai"
        ],
        "to": "Committee to Elect Helen Tai"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Jennifer O'Mara",
          "FRIENDS OF JENNIFER O'MARA",
          "FRIENDS OF JENNIFER OMARA",
          "Friends of Jennifer OMara"
        ],
        "to": "Friends of Jennifer O'Mara"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Kenney for Philadelphia",
          "KENNEY FOR PHILADELPHIA",
          "Kenney For Philadelphia"
        ],
        "to": "Kenney for Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tom Wolf for Governor",
          "TOM WOLF FOR GOVERNOR",
          "Tom Wolf For Governor"
        ],
        "to": "Tom Wolf for Governor"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tomlinson for State Senate",
          "TOMLINSON FOR STATE SENATE",
          "Tomlinson For State Senate"
        ],
        "to": "Tomlinson for State Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Sharif Street",
          "FRIENDS OF SHARIF STREET",
          "Friends Of Sharif Street"
        ],
        "to": "Friends of Sharif Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WB Mason",
          "W.B. MASON",
          "W.B. Mason"
        ],
        "to": "WB Mason"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Santarsiero for State Senate",
          "SANTARSIERO FOR STATE SENATE",
          "Santarsiero For State Senate"
        ],
        "to": "Santarsiero for State Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bobby 11",
          "BOBBY 11",
          "Bobby '11"
        ],
        "to": "Bobby 11"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BANK of AMERICA",
          "BANK OF AMERICA",
          "Bank of America"
        ],
        "to": "Bank of America"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Camera for Senate",
          "CAMERA FOR SENATE",
          "Camera For Senate"
        ],
        "to": "Camera for Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens Bank",
          "Citizen's Bank",
          "CITIZENS BANK"
        ],
        "to": "Citizens Bank"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "STEPHIES CATERERS",
          "Stephie's Caterers",
          "Stephies Caterers"
        ],
        "to": "Stephie's Caterers"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "MAD 4 PA PAC",
          "Mad 4 PA PAC",
          "Mad 4 Pa PAC"
        ],
        "to": "MAD 4 PA PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for Kenyatta Johnson",
          "CITIZENS FOR KENYATTA JOHNSON",
          "CItizens for Kenyatta Johnson"
        ],
        "to": "Citizens for Kenyatta Johnson"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Todd Stephens",
          "FRIENDS OF TODD STEPHENS",
          "STEPHENS, TODD FRIENDS OF"
        ],
        "to": "Friends of Todd Stephens"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for George Hartwick III",
          "Citizens for George Hartwick, III",
          "Citizens For George Hartwick, III"
        ],
        "to": "Citizens for George Hartwick III"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Squilla for Council",
          "Squilla For Council",
          "SQUILLA FOR COUNCIL"
        ],
        "to": "Squilla for Council"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Petes Pizza",
          "PETE'S PIZZA",
          "Pete's Pizza"
        ],
        "to": "Pete's Pizza"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Jay Costa for State Senate",
          "JAY COSTA FOR STATE SENATE",
          "Jay Costa For State Senate"
        ],
        "to": "Jay Costa for State Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Steve Santarsiero for State Senate",
          "STEVE SANTARSIERO FOR STATE SENATE",
          "Steve Santarsiero For State Senate"
        ],
        "to": "Steve Santarsiero for State Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Elizabeth Fiedler",
          "FRIENDS OF ELIZABETH FIEDLER",
          "Friends of elizabeth Fiedler"
        ],
        "to": "Friends of Elizabeth Fiedler"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Campaign Committee",
          "DEMOCRATIC CAMPAIGN COMMITTEE",
          "Democratic  Campaign Committee"
        ],
        "to": "Democratic Campaign Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PNC Bank",
          "PNC BANK",
          "PNC bank"
        ],
        "to": "PNC Bank"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Ken Lawrence",
          "FRIENDS OF KEN LAWRENCE",
          "Friends of ken lawrence"
        ],
        "to": "Friends of Ken Lawrence"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PAYPAL",
          "PayPal",
          "Paypal"
        ],
        "to": "PayPal"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tina Davis for Senate",
          "Tina Davis For Senate",
          "TINA DAVIS FOR SENATE"
        ],
        "to": "Tina Davis for Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "EFO Longfellow ,Williams & Dougherty",
          "EFO LONGFELLOW, WILLIAMS, DOUGHERTY",
          "EFO Longfellow, Williams & Dougherty"
        ],
        "to": "EFO Longfellow ,Williams & Dougherty"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Donatucci 2015 Committee",
          "DONATUCCI 2015 COMMITTEE",
          "Donatucci  2015 Committee"
        ],
        "to": "Donatucci 2015 Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "John Rafferty for Senate",
          "JOHN RAFFERTY FOR SENATE",
          "Rafferty, John for Senate"
        ],
        "to": "John Rafferty for Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tina Davis for State Senate",
          "TINA DAVIS FOR STATE SENATE",
          "Tina Davis For State Senate"
        ],
        "to": "Tina Davis for State Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FRIENDS OF CHRISTINA M. HARTMAN",
          "Friends of Christina M Hartman",
          "Friends of Christina M. Hartman"
        ],
        "to": "Friends of Christina M. Hartman"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "COMMITTEE TO ELECT JONATHAN JR ROWAN STATE REP",
          "Committee to Elect Jonathan J.R. Rowan State Rep",
          "Committee to Elect Jonathan JR Rowan State Rep"
        ],
        "to": "Committee to Elect Jonathan JR Rowan State Rep"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CHESTER COUNTY DEMOCRATIC WOMENS LEADERSHIP INITIATIVE",
          "Chester County Democratic Women's Leadership Initiative",
          "Chester County Democratic Womens Leadership Initiative"
        ],
        "to": "Chester County Democratic Womens Leadership Initiative"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NGP Van, Inc.",
          "NGP VAN Inc",
          "NGP VAN, Inc."
        ],
        "to": "NGP Van, Inc."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Kristin Seale",
          "Committee To Elect Kristin Seale",
          "COMMITTEE TO ELECT KRISTIN SEALE"
        ],
        "to": "Committee to Elect Kristin Seale"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Campaign Committee of Philadelphia",
          "DEMOCRATIC CAMPAIGN COMMITTEE OF PHILADELPHIA",
          "Democratic Campaign  Committee of Philadelphia"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Malcom for PA",
          "MALCOM FOR PA",
          "Malcom For PA"
        ],
        "to": "Malcom for PA"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "COMMITTEE TO ELECT JONATHAN ROWAN STATE REP",
          "Committee to Elect Jonathan Rowan State Rep",
          "Committee to elect Jonathan Rowan State Rep"
        ],
        "to": "Committee to Elect Jonathan Rowan State Rep"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "MIDDLE CLASS PAC",
          "Middle Class PAC",
          "MIDDLE  CLASS PAC"
        ],
        "to": "MIDDLE CLASS PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Perry Warren for State Representative",
          "PERRY WARREN FOR STATE REPRESENTATIVE",
          "Perry warren for State Representative"
        ],
        "to": "Perry Warren for State Representative"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Mike Stack",
          "COMMITTEE TO ELECT MIKE STACK",
          "COMMITTEE to ELECT MIKE STACK"
        ],
        "to": "Committee to Elect Mike Stack"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Leanne Krueger-Braneky",
          "COMMITTEE TO ELECT LEANNE KRUEGER-BRANEKY",
          "Committee to Elect LeAnne Krueger-Braneky"
        ],
        "to": "Committee to Elect Leanne Krueger-Braneky"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Perry Warren for State Rep",
          "Perry Warren for State Rep.",
          "PERRY WARREN FOR STATE REP"
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        "to": "Mike Sturla For State Representative"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "US Post Office",
          "Post Office"
        ],
        "to": "United States Postal Service"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Michael Boyle",
          "Michael P Boyle"
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        "to": "Michael Boyle"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Montgomery County Dem. Committee",
          "Montgomery Co. Dem. Committee"
        ],
        "to": "Montgomery County Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "AFL-CIO COPE",
          "NJ AFL-CIO COPE"
        ],
        "to": "AFL-CIO COPE"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of 66A Ward",
          "Friends of 66 Ward B"
        ],
        "to": "Friends of 66A Ward"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for Mackenzie",
          "Citizens for Ryan Mackenzie"
        ],
        "to": "Citizens for Ryan Mackenzie"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Jonathan Rowan",
          "Committee to Elect Jonathan JR Rowan State Rep"
        ],
        "to": "Committee to Elect Jonathan Rowan"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Alan Domb for Council",
          "Domb for Council"
        ],
        "to": "Alan Domb for Council"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Joseph DiGirolamo for Mayor",
          "Mayor Joseph DiGirolamo"
        ],
        "to": "Joseph DiGirolamo for Mayor"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Farnese",
          "Friends of Larry Farnese"
        ],
        "to": "Friends of Farnese"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for Kenyatta Johnson",
          "Citizens of Kenyatta Johnson"
        ],
        "to": "Citizens for Kenyatta Johnson"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "House Republican Campaign Committee",
          "House Republican Campaign Committee(HRCC)"
        ],
        "to": "House Republican Campaign Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CHESTER COUNTY DEMOCRATS WOMENS LEADERSHIP INITIATIVE",
          "CHESTER COUNTY WOMENS LEADERSHIP INIATIVE"
        ],
        "to": "CHESTER COUNTY WOMENS LEADERSHIP INIATIVE"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Teamsters Local 929 PAC",
          "Teamsters Local 929 PAC Fund"
        ],
        "to": "Teamsters Local 929 PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic County Executive Committee",
          "Democratic County Executive Committee of Phila"
        ],
        "to": "Democratic County Executive Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Sean K McMonagle",
          "Friends of Sean McMonagle"
        ],
        "to": "Friends of Sean K McMonagle"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Kennedy Printing Company, Inc",
          "Kennedy Printing Company"
        ],
        "to": "Kennedy Printing Company"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Michael Lamb",
          "The Committee to Elect Michael Lamb"
        ],
        "to": "Committee to Elect Michael Lamb"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee To Re-Elect Rosita C Youngblood",
          "Comm to Re-Elect Rosita C Youngblood"
        ],
        "to": "Committee To Re-Elect Rosita C Youngblood"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Congressional Campaign Committee",
          "Democratic Congressional Campaign Committee (DCCC)"
        ],
        "to": "Democratic Congressional Campaign Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Perry Warren for State Representative",
          "Perry Warren for State Repesrentative"
        ],
        "to": "Perry Warren for State Representative"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Bob Brady Federal PAC",
          "Friends of Bob Brady Fed PAC"
        ],
        "to": "Friends of Bob Brady Federal PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Senator Don White",
          "Friends of Senator Don C. White"
        ],
        "to": "Friends of Senator Don White"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Rafferty for Senate",
          "John Rafferty for Senate"
        ],
        "to": "Rafferty for Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Chester County Democratic Committee",
          "Chester Democratic Committee"
        ],
        "to": "Chester County Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Jonathan Rowan",
          "Committee to Elect Jonathan R. Rowan"
        ],
        "to": "Committee to Elect Jonathan Rowan"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Dan Frankel for 23rd",
          "Dan Frankel for the 23rd"
        ],
        "to": "Dan Frankel for 23rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "I'M WITH MELISSA SCOTT PAC",
          "I'M WITH MELISSA SCOTT"
        ],
        "to": "I'M WITH MELISSA SCOTT PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DONATUCCI 2015",
          "DONATUCCI 2015 COMM"
        ],
        "to": "DONATUCCI 2015"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "MARY BLACKWELL",
          "MARY F BLACKWELL"
        ],
        "to": "MARY BLACKWELL"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tomlinson for State Senate",
          "Tomlinson for Senate"
        ],
        "to": "Tomlinson for State Senate"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "23rd Ward Democratic Committee/23rd Ward"
        ],
        "to": "23rd Democratic Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Buck County Democratic Comittee"
        ],
        "to": "Bucks County Democratic Comittee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bucks County Democratic Comittee"
        ],
        "to": "Bucks County Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bucks County Republican Cmte"
        ],
        "to": "Bucks County Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BUCKS COUNTY DEM COMM"
        ],
        "to": "Bucks County Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bucks County Rep. Committee"
        ],
        "to": "Bucks County Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect R. Lee James State Rep"
        ],
        "to": "Committee to Elect R. Lee James State Representative"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect R. Lee James, State Representative"
        ],
        "to": "Committee to Elect R. Lee James State Representative"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Positive Democrats"
        ],
        "to": "Committee to Elect Positive Candidates"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "(Kathi) Cozzone for PA"
        ],
        "to": "Kathi Cozzone for PA"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "(Tanner) Rouse for PA"
        ],
        "to": "Tanner Rouse for PA"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "14th Ward Executive Committee"
        ],
        "to": "14th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "17th Ward Democratic Exec Committee"
        ],
        "to": "17th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "17th Ward Democrats"
        ],
        "to": "17th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "21st Ward"
        ],
        "to": "21st Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th ward Democratic comm"
        ],
        "to": "24th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th Police advis. Comm."
        ],
        "to": "24th Police District Advisory Council"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th District PDAC"
        ],
        "to": "24th Police District Advisory Council"
      }
    ]
  },
  {
    "op": "core/recon-match-best-candidates",
    "description": "Match each cell to its best recon candidate in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity"
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_city",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_city",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Phila",
          "PHILA",
          "phila.,",
          "Phila.",
          "phila",
          "phila.",
          "PHILA.",
          "PHILA.,",
          "Phila.,",
          "PHILA,",
          "Phila`",
          "phila,",
          "Phila,",
          "pHILA",
          "pHILA."
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Philadelphia",
          "PHILADELPHIA",
          "philadelphia",
          "Philadelphia,",
          "pHILADELPHIA"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BLACKWOOD",
          "Blackwood",
          "Blackwood,",
          "BLACKWOOD,"
        ],
        "to": "Blackwood"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Paoli",
          "PAOLI",
          "Paoli,",
          "pAOLI"
        ],
        "to": "Paoli"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Plymouth Meeting",
          "Plymouth Meeting,",
          "PLYMOUTH MEETING",
          "Plymouth meeting"
        ],
        "to": "Plymouth Meeting"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wilmington",
          "WILMINGTON",
          "WIlmington",
          "Wilmington,"
        ],
        "to": "Wilmington"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Morton",
          "MORTON",
          "MOrton"
        ],
        "to": "Morton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Southampton",
          "SOUTHAMPTON",
          "Southampton,"
        ],
        "to": "Southampton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Maple Shade",
          "MAPLE SHADE",
          "Maple Shade,"
        ],
        "to": "Maple Shade"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Abington",
          "ABINGTON",
          "Abington,"
        ],
        "to": "Abington"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "West Chester",
          "WEST CHESTER",
          "West Chester,"
        ],
        "to": "West Chester"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Turnersville",
          "TURNERSVILLE",
          "Turnersville,"
        ],
        "to": "Turnersville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Springfield",
          "SPRINGFIELD",
          "Springfield,"
        ],
        "to": "Springfield"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Harrisburg",
          "HARRISBURG",
          "HArrisburg"
        ],
        "to": "Harrisburg"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Drexel Hill",
          "DREXEL HILL",
          "Drexel Hill,"
        ],
        "to": "Drexel Hill"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bala Cynwyd",
          "bala cynwyd",
          "BALA CYNWYD"
        ],
        "to": "Bala Cynwyd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "King of Prussia",
          "KING OF PRUSSIA",
          "King Of Prussia"
        ],
        "to": "King of Prussia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Glenolden",
          "GLENOLDEN",
          "Glenolden,"
        ],
        "to": "Glenolden"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Allentown",
          "ALLENTOWN",
          "Allentown,"
        ],
        "to": "Allentown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Steelton",
          "STEELTON",
          "steelton"
        ],
        "to": "Steelton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lansdale",
          "LANSDALE",
          "Lansdale,"
        ],
        "to": "Lansdale"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Cinnaminson",
          "CINNAMINSON",
          "Cinnaminson,"
        ],
        "to": "Cinnaminson"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Blue Bell",
          "BLUE BELL",
          "BLue Bell"
        ],
        "to": "Blue Bell"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lansdowne",
          "LANSDOWNE",
          "Lansdowne,"
        ],
        "to": "Lansdowne"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pottstown",
          "POTTSTOWN",
          "Pottstown,"
        ],
        "to": "Pottstown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pennsauken",
          "PENNSAUKEN",
          "Pennsauken,"
        ],
        "to": "Pennsauken"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Croydon",
          "CROYDON",
          "Croydon,"
        ],
        "to": "Croydon"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Glenside",
          "GLENSIDE",
          "Glenside,"
        ],
        "to": "Glenside"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Levittown",
          "LEVITTOWN",
          "Levittown,"
        ],
        "to": "Levittown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Phiadelphia",
          "phiadelphia",
          "PHIADELPHIA"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Boothwyn",
          "BOOTHWYN",
          "Boothwyn,"
        ],
        "to": "Boothwyn"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bensalem",
          "BENSALEM",
          "Bensalem,"
        ],
        "to": "Bensalem"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Williamstown",
          "WILLIAMSTOWN",
          "Williamstown,"
        ],
        "to": "Williamstown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        "from": [
          "Columbus",
          "COLUMBUS"
        ],
        "to": "Columbus"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bryn Mawr",
          "BRYN MAWR"
        ],
        "to": "Bryn Mawr"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Newark",
          "NEWARK"
        ],
        "to": "Newark"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Uniontown",
          "UNIONTOWN"
        ],
        "to": "Uniontown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Spring House",
          "SPRING HOUSE"
        ],
        "to": "Spring House"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Swedesboro",
          "SWEDESBORO"
        ],
        "to": "Swedesboro"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "MT EPHRAIM,",
          "Mt Ephraim"
        ],
        "to": "Mt Ephraim"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NORRISTOWN",
          "Norristown"
        ],
        "to": "Norristown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BALTIMORE",
          "Baltimore"
        ],
        "to": "Baltimore"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Aldan",
          "Aldan,"
        ],
        "to": "Aldan"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PROVINCE",
          "Province"
        ],
        "to": "Province"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Annapolis",
          "ANNAPOLIS"
        ],
        "to": "Annapolis"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FORT WORTH",
          "Fort Worth"
        ],
        "to": "Fort Worth"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "RICHMOND",
          "Richmond"
        ],
        "to": "Richmond"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Charlotte",
          "CHARLOTTE"
        ],
        "to": "Charlotte"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Atlanta",
          "ATLANTA"
        ],
        "to": "Atlanta"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Aliquippa",
          "ALIQUIPPA"
        ],
        "to": "Aliquippa"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Detroit",
          "DETROIT"
        ],
        "to": "Detroit"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Red Lion",
          "RED LION"
        ],
        "to": "Red Lion"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "SAN JOSE",
          "San Jose"
        ],
        "to": "San Jose"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DOVER",
          "Dover"
        ],
        "to": "Dover"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lehigh Valley",
          "LEHIGH VALLEY"
        ],
        "to": "Lehigh Valley"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bethlehem",
          "BETHLEHEM"
        ],
        "to": "Bethlehem"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Beaver",
          "BEAVER"
        ],
        "to": "Beaver"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Woodbury",
          "WOODBURY"
        ],
        "to": "Woodbury"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Oil City",
          "OIL CITY"
        ],
        "to": "Oil City"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Jenkintown",
          "JENKINTOWN"
        ],
        "to": "Jenkintown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ambridge",
          "AMBRIDGE"
        ],
        "to": "Ambridge"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Mars",
          "MARS"
        ],
        "to": "Mars"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Coatesville",
          "COATESVILLE"
        ],
        "to": "Coatesville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Middletown",
          "MIDDLETOWN"
        ],
        "to": "Middletown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Stroudsburg",
          "STROUDSBURG"
        ],
        "to": "Stroudsburg"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lafayette Hill",
          "LAFAYETTE HILL"
        ],
        "to": "Lafayette Hill"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Brockway",
          "BROCKWAY"
        ],
        "to": "Brockway"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSHOCKEN",
          "Conshocken"
        ],
        "to": "Conshohocken"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DuBois",
          "Dubois"
        ],
        "to": "DuBois"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Churchville",
          "CHURCHVILLE"
        ],
        "to": "Churchville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ambler",
          "AMBLER"
        ],
        "to": "Ambler"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Darlington",
          "DARLINGTON"
        ],
        "to": "Darlington"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "LAUREL",
          "Laurel"
        ],
        "to": "Laurel"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PHILADELPHA",
          "Philadelpha"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Malvern",
          "MALVERN"
        ],
        "to": "Malvern"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Audubon",
          "Audubon,"
        ],
        "to": "Audubon"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Alexandria",
          "ALEXANDRIA"
        ],
        "to": "Alexandria"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ardmore",
          "ARDMORE"
        ],
        "to": "Ardmore"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Greensburg",
          "GREENSBURG"
        ],
        "to": "Greensburg"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Dallas",
          "DALLAS"
        ],
        "to": "Dallas"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Edison",
          "EDISON"
        ],
        "to": "Edison"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FEASTERVILLE",
          "Feasterville"
        ],
        "to": "Feasterville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Elkins Park",
          "ELKINS PARK"
        ],
        "to": "Elkins Park"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NEW STANTON",
          "New Stanton"
        ],
        "to": "New Stanton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Cincinnati",
          "CINCINNATI"
        ],
        "to": "Cincinnati"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Langhorne",
          "LANGHORNE"
        ],
        "to": "Langhorne"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Irwin",
          "IRWIN"
        ],
        "to": "Irwin"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "ATCO",
          "Atco"
        ],
        "to": "Atco"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "SAN DIEGO",
          "San Diego"
        ],
        "to": "San Diego"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "York",
          "YORK"
        ],
        "to": "York"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_city",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_city",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Sinking Spring",
          "Sinking Springs"
        ],
        "to": "Sinking Spring"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "New Hope",
          "NEWHOPE"
        ],
        "to": "New Hope"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Center Valley",
          "CENTERVALLEY"
        ],
        "to": "Center Valley"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bradfordwoods",
          "Bradford Woods"
        ],
        "to": "Bradford Woods"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Levittown",
          "LEVITTTOWN"
        ],
        "to": "Levittown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Glenolden",
          "GLEN OLDEN"
        ],
        "to": "Glenolden"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PHILADELPHI",
          "PHILADELPHILA"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pittsburgh",
          "Pitttsburgh"
        ],
        "to": "Pittsburgh"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wilkes-Barre",
          "Wilkes Barre"
        ],
        "to": "Wilkes-Barre"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lock Haven",
          "LOCKHAVEN"
        ],
        "to": "Lock Haven"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Woodlyn",
          "WOOODLYN"
        ],
        "to": "Woodlyn"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_city",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_city",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Philadelphia",
          "Philladelphia",
          "philadlphia",
          "Phladelphia",
          "Philadelophia",
          "Philadelphiia",
          "Philadelphioa",
          "Philadelpphia",
          "Philiadelphia",
          "philadeelphia"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Middletown",
          "Middleton",
          "MIDDLTOWN"
        ],
        "to": "Middletown"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column description",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "description",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day",
          "Election  DAy",
          "Election  Day",
          "Election DAy",
          "Election day election"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Campaign Contribution",
          "CAMPAIGN CONTRIBUTION",
          "Campaign contribution",
          "campaign contribution",
          "Campaign COntribution"
        ],
        "to": "Campaign Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Office Supplies",
          "OFFICE SUPPLIES",
          "office supplies",
          "Office supplies"
        ],
        "to": "Office Supplies"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "credit card payment",
          "Credit Card Payment",
          "Credit Card payment",
          "Credit card payment"
        ],
        "to": "Credit Card Payment"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Fees",
          "BANK FEES",
          "bank fees",
          "Bank fees"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "political contribution",
          "POLITICAL CONTRIBUTION",
          "Political Contribution",
          "Political contribution"
        ],
        "to": "Campaign Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Contribution",
          "CONTRIBUTION",
          "contribution",
          "COntribution"
        ],
        "to": "Campaign Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "GOTV money",
          "GOTV Money",
          "Gotv money",
          "GOTV  money"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PA State Candidate",
          "PA State candidate",
          "PA state candidate",
          "Pa state candidate"
        ],
        "to": "PA State Candidate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Consulting Fee",
          "Consulting fee",
          "consulting Fee",
          "consulting fee"
        ],
        "to": "Consulting Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "com. pers. election day",
          "com pers election day",
          "com pers. election day",
          "com. pers election day"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Fee",
          "BANK FEE",
          "bank fee",
          "Bank fee"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Charges",
          "Bank charges",
          "BANK CHARGES",
          "bank charges"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Service Charge",
          "service charge",
          "Service charge"
        ],
        "to": "Service Charge"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Printing",
          "PRINTING",
          "printing"
        ],
        "to": "Printing"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CHECK REORDER",
          "Check Reorder",
          "check reorder"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Reimbursement for Expenses",
          "Reimbursement for expenses",
          "reimbursement for expenses"
        ],
        "to": "Reimbursement"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Cocktail Party tickets",
          "Cocktail party tickets",
          "Tickets - Cocktail Party"
        ],
        "to": "Cocktail Party Tickets"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "room rental",
          "ROOM RENTAL",
          "Room Rental"
        ],
        "to": "Room Rental"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Advertising",
          "advertising",
          "ADVERTISING"
        ],
        "to": "Advertising"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Meeting",
          "MEETING",
          "meeting"
        ],
        "to": "Meeting"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Consulting",
          "consulting",
          "CONSULTING"
        ],
        "to": "Consulting"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Donation",
          "donation",
          "DONATION"
        ],
        "to": "Donation"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank charge",
          "BANK CHARGE",
          "Bank Charge"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "parking",
          "Parking",
          "PARKING"
        ],
        "to": "Parking"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "POLL WORKER",
          "Poll Worker",
          "Poll worker"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day expense",
          "Election Day Expense",
          "Election day expense"
        ],
        "to": "Election Day"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Reimbursement",
          "reimbursement",
          "REIMBURSEMENT"
        ],
        "to": "Reimbursement"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Event Expense",
          "EVENT EXPENSE",
          "Event expense"
        ],
        "to": "Event Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Postage",
          "postage",
          "POSTAGE"
        ],
        "to": "Postage"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Postage Stamps",
          "postage/ stamps",
          "stamps, postage"
        ],
        "to": "Postage"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lunch",
          "LUNCH",
          "lunch"
        ],
        "to": "Lunch"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Supplies",
          "SUPPLIES",
          "supplies"
        ],
        "to": "Supplies"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Credit Card Fees",
          "Credit card fees",
          "credit card fees"
        ],
        "to": "Credit Card Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FOOD FOR MEETING",
          "Food for Meeting",
          "Food for meeting"
        ],
        "to": "Food"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Transportation",
          "TRANSPORTATION",
          "transportation"
        ],
        "to": "Transportation"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "LEGAL FEES",
          "Legal Fees",
          "Legal fees"
        ],
        "to": "Legal Fees"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Sponsorship",
          "sponsorship",
          "SPONSORSHIP"
        ],
        "to": "Sponsorship"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Catering",
          "CATERING",
          "catering"
        ],
        "to": "Catering"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WARD EXPENSES",
          "Ward Expenses",
          "Ward expenses"
        ],
        "to": "Ward Expenses"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PAC CONTRIBUTION",
          "PAC Contribution",
          "PAC  CONTRIBUTION"
        ],
        "to": "PAC Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Night",
          "Election night",
          "election night"
        ],
        "to": "Election Night"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Website",
          "website",
          "WEBSITE"
        ],
        "to": "Website"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Services Rendered- Payment toward debt",
          "Services Rendered - Payment Toward Debt",
          "Services Rendered - Payment toward debt"
        ],
        "to": "Services Rendered - Payment toward debt"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSULTING FEES",
          "Consulting Fees",
          "Consulting fees"
        ],
        "to": "Consulting Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Reimburse expenses",
          "REIMBURSE EXPENSES",
          "reimburse expenses"
        ],
        "to": "Reimbursement"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Monthly Bank Fee",
          "monthly bank fee",
          "Monthly Bank fee"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "RENT",
          "Rent",
          "rent"
        ],
        "to": "Rent"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PO Box fee",
          "PO BOX fee",
          "PO Box Fee"
        ],
        "to": "United States Postal Service"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WARD DINNER",
          "Ward Dinner",
          "ward dinner"
        ],
        "to": "Food"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "ELECTRIC",
          "Electric",
          "electric"
        ],
        "to": "Utilities"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Fundraiser",
          "FUNDRAISER",
          "fundraiser"
        ],
        "to": "Fundraiser"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "committee person",
          "COMMITTEE PERSON",
          "Committee person"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "OFFICE",
          "Office",
          "office"
        ],
        "to": "Rent"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "service fee",
          "Service Fee",
          "SERVICE FEE"
        ],
        "to": "Service Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "elect day worker",
          "elect Day worker",
          "elect. day worker"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "GET OUT THE VOTE",
          "Get Out The Vote",
          "Get Out the Vote"
        ],
        "to": "Committee Person GOTV"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column description",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "description",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "GOTV",
          "gotv",
          "Gotv"
        ],
        "to": "GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day Expenses",
          "Election day expenses",
          "ELECTION DAY EXPENSES"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Printer Ink",
          "PRINTER INK",
          "printer ink"
        ],
        "to": "Printer Ink"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BANK SERVICE FEE",
          "bank service fee",
          "Bank Service Fee"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Contributions",
          "CONTRIBUTIONS"
        ],
        "to": "Contributions"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Service Charge",
          "bank service charge"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSULTANT",
          "Consultant"
        ],
        "to": "Consultant"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day Food",
          "Food- election day"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Certified mailing",
          "Certified Mailing"
        ],
        "to": "United States Postal Service"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day Meals",
          "Election day meals"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSTITUENT SERVICES",
          "Constituent Services"
        ],
        "to": "Constituent Services"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election night pizza",
          "Pizza Election Night"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Social Media",
          "SOCIAL MEDIA"
        ],
        "to": "Social Media"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Marketing",
          "MARKETING"
        ],
        "to": "Marketing"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Insurance",
          "INSURANCE"
        ],
        "to": "Insurance"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Accounting",
          "ACCOUNTING"
        ],
        "to": "Accounting"
      }
    ]
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/PO box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/PO box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "190 N. Independence Mall West",
          "190 N Independence Mall West",
          "190 N. INDEPENDENCE MALL WEST",
          "190 N INDEPENDENCE MALL WEST",
          "190 N Independence Mall - West",
          "190 N. Independence Mall, West"
        ],
        "to": "190 N. Independence Mall West"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1504 S. Broad Street",
          "1504 S BROAD STREET",
          "1504 S Broad Street",
          "1504 S.  Broad Street"
        ],
        "to": "1504 S. Broad Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "8500 Lindbergh Blvd., Apt 2115",
          "8500 Lindbergh Blvd Apt 2115",
          "8500 Lindbergh Blvd Apt., 2115",
          "8500 Lindbergh Blvd, Apt 2115"
        ],
        "to": "8500 Lindbergh Blvd., Apt 2115"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "323 W. Front Street",
          "323 W FRONT STREET",
          "323 W Front Street",
          "323 W. Front Street Street"
        ],
        "to": "323 W. Front Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1242 Southampton Rd",
          "1242 SOUTHAMPTON RD",
          "1242 Southampton RD",
          "1242 southampton rd"
        ],
        "to": "1242 Southampton Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "231 N 3rd Street; #406",
          "231 N 3RD STREET #406",
          "231 N 3rd Street / #406",
          "231 N 3rd Street; # 406"
        ],
        "to": "231 N 3rd Street; #406"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "P.O. Box 60065",
          "P.O. BOX 60065",
          "P.O Box 60065"
        ],
        "to": "P.O. Box 60065"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "395 LuAnn Drive",
          "395 LUANN DRIVE",
          "395 Luann Drive"
        ],
        "to": "395 LuAnn Drive"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "219 Spring Garden St",
          "219 Spring Garden St.",
          "219 SPRING GARDEN ST"
        ],
        "to": "219 Spring Garden St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1301 S. Columbus Blvd",
          "1301 S. COLUMBUS BLVD",
          "1301 S Columbus Blvd"
        ],
        "to": "1301 S. Columbus Blvd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "115 N Jackson St.",
          "115 N. Jackson St",
          "115 N. Jackson St."
        ],
        "to": "115 N. Jackson St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "219 Spring Garden Street",
          "219 SPRING GARDEN STREET",
          "219 Spring Garden street"
        ],
        "to": "219 Spring Garden Street"
      }
    ]
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\.O Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\.O Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression value.toTitlecase()",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value.toTitlecase()",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1 Adp Blvd"
        ],
        "to": "1 ADP Blvd"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1 Microsoft Way Microsoft Campus"
        ],
        "to": "1 Microsoft Way"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1 Microsoft Way, Microsoft Campus"
        ],
        "to": "1 Microsoft Way"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "120 Maryland Avenue, Ne"
        ],
        "to": "120 Maryland Avenue, N.E."
      }
    ]
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\.\\s{1}O\\.\\s{1}Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\.\\s{1}O\\.\\s{1}Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P O Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P O Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\,O\\, box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\,O\\, box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\.O\\, Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\.O\\, Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2627 E. Lehigh Ave.",
          "2627 E Lehigh Ave",
          "2627 E Lehigh Ave.",
          "2627 E. Lehigh Ave"
        ],
        "to": "2627 E. Lehigh Ave."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1341 N Delaware Ave",
          "1341 N Delaware Ave.",
          "1341 N. Delaware Ave"
        ],
        "to": "1341 N Delaware Ave"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "94 N Bacton Hill Rd",
          "94 N Bacton Hill  Rd",
          "94 N. Bacton Hill Rd"
        ],
        "to": "94 N Bacton Hill Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2401 S Swanson St",
          "2401 S. Swanson St",
          "2401 S. Swanson St."
        ],
        "to": "2401 S Swanson St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1351 S Columbus Blvd",
          "1351 S. Columbus Blvd",
          "1351 S. Columbus Blvd."
        ],
        "to": "1351 S Columbus Blvd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "9706 Fulmer  St.",
          "9706 Fulmer St",
          "9706 Fulmer St."
        ],
        "to": "9706 Fulmer  St."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "430 South Capitol Street, S.E.",
          "430 South Capitol Street Se",
          "430 South Capitol Street, Se"
        ],
        "to": "430 South Capitol Street, S.E."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "815 16th Street Nw",
          "815 16th Street, N.W.",
          "815 16th Street, Nw"
        ],
        "to": "815 16th Street Nw"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2980 Southampton Rd.",
          "2980 Southampton Rd"
        ],
        "to": "2980 Southampton Rd."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "909 Green St",
          "909 Green St."
        ],
        "to": "909 Green St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1259 Stanwood St",
          "1259 Stanwood St."
        ],
        "to": "1259 Stanwood St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1401 S 22nd Street",
          "1401 S. 22nd Street"
        ],
        "to": "1401 S 22nd Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "303 N Oak Ave",
          "303 N. Oak Ave"
        ],
        "to": "303 N Oak Ave"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3900 Ford Rd",
          "3900 Ford Rd."
        ],
        "to": "3900 Ford Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "68204 Delaire Landing Rd",
          "68204 Delaire Landing Rd."
        ],
        "to": "68204 Delaire Landing Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2140  N. Stanley St",
          "2140 N. Stanley St"
        ],
        "to": "2140  N. Stanley St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "460 S 69th St",
          "460 S. 69th St."
        ],
        "to": "460 S 69th St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "600 N. Second Street",
          "600 N Second Street"
        ],
        "to": "600 N. Second Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "15 S. Church St",
          "15 S Church St"
        ],
        "to": "15 S. Church St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1430 Walnut Street, Suite 200",
          "1430 Walnut Street Suite 200"
        ],
        "to": "1430 Walnut Street, Suite 200"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2600 Southampton Rd",
          "2600 Southampton Rd."
        ],
        "to": "2600 Southampton Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "5840 Hadfield St",
          "5840 Hadfield St."
        ],
        "to": "5840 Hadfield St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "6601 Rutland St.",
          "6601 Rutland St"
        ],
        "to": "6601 Rutland St."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "7940 Torresdale Ave",
          "7940 Torresdale Ave."
        ],
        "to": "7940 Torresdale Ave"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "6931 Arlington Road Ste. 200",
          "6931 Arlington Road, Ste. 200"
        ],
        "to": "6931 Arlington Road Ste. 200"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "100 S Broad Street",
          "100 S. Broad Street"
        ],
        "to": "100 S Broad Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "10825 E. Keswick Rd",
          "10825 E. Keswick Rd."
        ],
        "to": "10825 E. Keswick Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2093 Noblestown Road",
          "2093  Noblestown Road"
        ],
        "to": "2093 Noblestown Road"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1149 S 60th St",
          "1149 S. 60th St."
        ],
        "to": "1149 S 60th St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "939 W Silver Street",
          "939 W. Silver Street"
        ],
        "to": "939 W Silver Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "662 Main St",
          "662 Main St."
        ],
        "to": "662 Main St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "501 N 3rd Street",
          "501 N. 3rd Street"
        ],
        "to": "501 N 3rd Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "303 North Oak Ave",
          "303 North Oak Ave."
        ],
        "to": "303 North Oak Ave"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3128 W. Berks St",
          "3128 W Berks St"
        ],
        "to": "3128 W. Berks St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "P.O. Box 231",
          "P.O. Box  231"
        ],
        "to": "P.O. Box 231"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "904 N. 2nd Street",
          "904 N 2nd Street"
        ],
        "to": "904 N. 2nd Street"
      },
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        "from": [
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        "from": [
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        "from": [
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        ],
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        "from": [
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        ],
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      },
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        "from": [
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        ],
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        "from": [
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        ],
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        ],
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        "from": [
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        ],
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        "from": [
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        ],
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        ],
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        ],
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        "from": [
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        ],
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        "from": [
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        ],
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        "from": [
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          "6515 Haverford Ave."
        ],
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        ],
        "to": "1500 Spring Garden St"
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        "from": [
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        ],
        "to": "4635 Locust St"
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      {
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        "from": [
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          "P.O. Box  28463"
        ],
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      },
      {
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          "P.O. Box  624"
        ],
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        "from": [
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          "4455 Highridge St."
        ],
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      },
      {
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        "from": [
          "2930 Richmond St.",
          "2930 Richmond St"
        ],
        "to": "2930 Richmond St."
      },
      {
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        "from": [
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          "68 Seckelpear Rd."
        ],
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      {
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        "from": [
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          "321 W. Front St."
        ],
        "to": "321 W Front St"
      },
      {
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        "from": [
          "536 E Mayland Street",
          "536 E. Mayland Street"
        ],
        "to": "536 E Mayland Street"
      },
      {
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        "from": [
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          "1220 S 16th St"
        ],
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      },
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        "from": [
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          "841 Avon Street"
        ],
        "to": "841 Avon  Street"
      },
      {
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        "from": [
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          "711 S. Juniper St."
        ],
        "to": "711 S. Juniper St"
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        "from": [
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          "115 N Jackson Street"
        ],
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        "from": [
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        "from": [
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        ],
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      },
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        "from": [
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        ],
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        "from": [
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        ],
        "to": "5923 Webster St"
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        "from": [
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          "1110 Gregg St."
        ],
        "to": "1110 Gregg St"
      },
      {
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        "from": [
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          "621 Lemon St."
        ],
        "to": "621 Lemon St"
      },
      {
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        "from": [
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        ],
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      {
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        "from": [
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          "6237 Walton Ave"
        ],
        "to": "6237 Walton Ave."
      },
      {
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        "from": [
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          "112 State St"
        ],
        "to": "112 State St."
      },
      {
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        "from": [
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          "2145 W Allegheny Ave"
        ],
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        "from": [
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          "100 S. Broad St."
        ],
        "to": "100 S Broad St"
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        "from": [
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          "1420 Chestnut St."
        ],
        "to": "1420 Chestnut St"
      },
      {
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        "from": [
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        ],
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      },
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        "from": [
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        ],
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      {
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        "from": [
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        ],
        "to": "5919 Warrington Ave"
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      {
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        "from": [
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        ],
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      {
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        "from": [
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        ],
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        "from": [
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        ],
        "to": "3527 Hamilton St"
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        "from": [
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        ],
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      {
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        "from": [
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          "2224 Ridge Ave."
        ],
        "to": "2224 Ridge Ave"
      },
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        "from": [
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        ],
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      },
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        ],
        "to": "408 City Hall"
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      {
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        "from": [
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        ],
        "to": "600 N. 2nd Street"
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        "from": [
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        ],
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        "from": [
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        "from": [
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        ],
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      {
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        "from": [
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        ],
        "to": "3025 S. 74th Street"
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        ],
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      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
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        "fromError": false,
        "from": [
          "Ward 30 Democratic Committee"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Transport  Workers Union Local 234"
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        "to": "Transport Workers Union Local 234"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Steamfitters Local Union #449"
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        "to": "Steamfitters Local Union #449"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Re-Elect Angel Cruzfor the 180th"
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        "to": "Re-Elect Angel Cruz for the 180th"
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Philadelphia Democratic Campaign Committee Of"
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        "to": "Philadelphia Democratic Campaign Committee"
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
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        "fromError": false,
        "from": [
          "LOCAL 0500 POLITICAL;ACTION FUND"
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        "to": "LOCAL 0500 POLITICAL ACTION FUND"
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "jpf pac"
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        "to": "JPF PAC (Jobs and Progress Fund PAC)"
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    ]
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Edward S, Thornton"
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        "to": "Friends of Edward S Thornton"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
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          "Democratic Sixth Ward"
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        "to": "6th Ward Democratic Committee"
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
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        "fromError": false,
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          "Jonathan JR Rowan"
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        "to": "Committee to Elect Jonathan JR Rowan State Rep"
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Commitee of the 15th Ward"
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        "to": "15th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        ],
        "to": "64th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
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          "62nd Ward Republican Executive Committee"
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        "to": "62nd Ward Republican Committee"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "5th Ward Democratic Executive Committee"
        ],
        "to": "5th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "59th Ward Dem Committee"
        ],
        "to": "59th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "53rd Ward Democratic Executive Committee"
        ],
        "to": "53rd Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "49th Ward Democratic Executive Committee"
        ],
        "to": "49th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "48TH WARD EXECUTIVE COMMITTEE"
        ],
        "to": "48th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "48th Democratic Ward"
        ],
        "to": "48th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
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        "fromError": false,
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          "46th Ward Executive Committee"
        ],
        "to": "46th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
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          "41st Ward Republican Executive Committee"
        ],
        "to": "41st Ward Republican Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "40B Ward Democratic Executive Committee"
        ],
        "to": "40B Ward Democratic Committee"
      }
    ]
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3rd Democratic Executive Ward Committee"
        ],
        "to": "3rd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "38th Ward Dem. Exec Committee"
        ],
        "to": "38th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "37th Ward Executive Democratic Committee"
        ],
        "to": "37th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36TH WARD COMMITTEE"
        ],
        "to": "36th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "32nd Ward"
        ],
        "to": "32nd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "31st Ward Democrats"
        ],
        "to": "31st Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
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        "fromError": false,
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          "28Th Ward Democratic Executive Committee"
        ],
        "to": "28th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "27TH Ward Democratic Executive Committee"
        ],
        "to": "27th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [
        {
          "type": "list",
          "name": "filing_entity",
          "expression": "value",
          "columnName": "filing_entity",
          "invert": false,
          "selection": [
            {
              "v": {
                "v": "38th Ward Democratic Committee",
                "l": "38th Ward Democratic Committee"
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            }
          ],
          "selectNumber": false,
          "selectDateTime": false,
          "selectBoolean": false,
          "omitBlank": false,
          "selectBlank": false,
          "omitError": false,
          "selectError": false
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3422 Divisin Street"
        ],
        "to": "3422 Division Street"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
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          "26TH WARD DEMOCRATIC EXECUTIVE COMMITTEE"
        ],
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      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
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        "from": [
          "23rd Democratic Ward"
        ],
        "to": "23rd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "18th Ward Democrats"
        ],
        "to": "18th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "12th ward"
        ],
        "to": "12th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "26th Ward Republican Executive Committee"
        ],
        "to": "26th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "54th WARD DEMOCRATIC EXECUTIVE CMTE"
        ],
        "to": "54th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "55th Ward Republican Executive Committee"
        ],
        "to": "55th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "58 Ward Democratic Philadelphia"
        ],
        "to": "58th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "65th Ward Republican Executive Committee"
        ],
        "to": "65th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "8th Ward Democratic Executive Committee"
        ],
        "to": "8th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bucks County Republican Committee",
          "BUCKS COUNTY REPUBLICAN COMMITTEE"
        ],
        "to": "Bucks County Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "COMMITTEE TO ELECT ROSITA YOUNGBLOOD",
          "Commmittee to Elect Rosita Youngblood"
        ],
        "to": "Committee to Elect Rosita Youngblood"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Cannstatter Volkfest",
          "Cannstatter Volkfest Verein",
          "Cannstatter Volkfrst-Vereine"
        ],
        "to": "Cannstatter Volkfest"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Victim Witness Services Inc",
          "Victim/Witness Services of S. Phila",
          "Victim/Witness Services of South Phila., Inc."
        ],
        "to": "Victim Witness Services Inc"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Deshauna Neal",
          "Deshawn Neal"
        ],
        "to": "Deshauna Neal"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "House Democratic Campaign Committee",
          "House Democratic City Committee"
        ],
        "to": "House Democratic Campaign Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Chris Rabb for State Representative",
          "Chris Rabb for State Rep"
        ],
        "to": "Chris Rabb for State Representative"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Amber Little-Turner",
          "Friends of Amber Little-Turner for State Rep"
        ],
        "to": "Friends of Amber Little-Turner"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Comcast Cable",
          "COMCAST CABLE AREA ONE"
        ],
        "to": "Comcast Cable"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Kelly & Partners Inc.",
          "Kelly Partners"
        ],
        "to": "Kelly & Partners Inc."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "GOVERNMENT AFFAIRS FUND",
          "Government Affairs Fund of Phila"
        ],
        "to": "Government Affairs Fund"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Robert Stewart",
          "Robert Stewart, Treasurer Ward 40-A"
        ],
        "to": "Robert Stewart, Treasurer Ward 40-A"
      },
      {
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        "to": "21st Ward Sports Association"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "22ND DEMOCRATIC WARD"
        ],
        "to": "22nd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th Ward"
        ],
        "to": "24th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [
        {
          "type": "list",
          "name": "entity_name",
          "expression": "value",
          "columnName": "entity_name",
          "invert": false,
          "selection": [
            {
              "v": {
                "v": "24th Ward Democratic Committee",
                "l": "24th Ward Democratic Committee"
              }
            }
          ],
          "selectNumber": false,
          "selectDateTime": false,
          "selectBoolean": false,
          "omitBlank": false,
          "selectBlank": false,
          "omitError": false,
          "selectError": false
        },
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3917 Reno Street"
        ],
        "to": "3917 Reno St"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "23rd Democratic Ward"
        ],
        "to": "23rd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "25TH WARD DEMOCRATIC CLUB"
        ],
        "to": "25th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "25th WardDemocratic Exec Committee"
        ],
        "to": "25th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "26th Ward Executive Committee"
        ],
        "to": "26th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "26th Ward Democratic Executive"
        ],
        "to": "26th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "26TH WARD EXECUTIVE DEMOCRATIC COMMITTEE"
        ],
        "to": "26th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "26th Ward GOP"
        ],
        "to": "26th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "26th Ward Republican Exec Committee"
        ],
        "to": "26th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "26th Ward Executive Committee (Rep)"
        ],
        "to": "26th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "27th Ward"
        ],
        "to": "27th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "27th Ward Dinner"
        ],
        "to": "27th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "28th Ward"
        ],
        "to": "28th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "28th ward Democratic Committee"
        ],
        "to": "28th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "28th Ward Democratic Executive Committee"
        ],
        "to": "28th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "28th.Ward Democratic Executiv Committee"
        ],
        "to": "28th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2nd Ward Democrats"
        ],
        "to": "2nd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2nd Ward Multi Cultural"
        ],
        "to": "2nd Ward Multi-Cultural"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "31st Ward"
        ],
        "to": "31st Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "31st Ward Gop Committee"
        ],
        "to": "31st Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "31st Ward Republican  Exec. Committee"
        ],
        "to": "31st Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "31st Ward Republican Executive Committee"
        ],
        "to": "31st Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "34th Ward"
        ],
        "to": "34th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "35th Ward Democratic Executive Committee"
        ],
        "to": "35th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "35th Ward GOP"
        ],
        "to": "35th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36th Ward"
        ],
        "to": "36th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36TH Ward Democratic Committee"
        ],
        "to": "36th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36th ward Democratic committee"
        ],
        "to": "36th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36th Ward Democratic Executive Committee"
        ],
        "to": "36th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "38th Ward"
        ],
        "to": "38th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "38th ward Democratic committee"
        ],
        "to": "38th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3rd Ward"
        ],
        "to": "3rd Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3RD WARD EXECUTIVE COMMITTEE"
        ],
        "to": "3rd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3rd ward Democratic comm"
        ],
        "to": "3rd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "40B Ward Democratic Exec Committee"
        ],
        "to": "40B Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "41st Democratic Ward"
        ],
        "to": "41st Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "41st Ward Executive Committee"
        ],
        "to": "41st Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "41st Ward Republican Executive Committee"
        ],
        "to": "41st Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "41st Ward Republicans"
        ],
        "to": "41st Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "44th Ward"
        ],
        "to": "44th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "45th Ward Rep Executive Committee"
        ],
        "to": "45th Ward Republican Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "49th Ward Democratic Executive Committee"
        ],
        "to": "49th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "4th Ward"
        ],
        "to": "4th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "50 WARD DEM EXEC COMM"
        ],
        "to": "50th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "53rd Ward GOTV"
        ],
        "to": "53rd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "55th Ward"
        ],
        "to": "55th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "55TH WARD DEMOCRATIC EXCEUTIVE COMMITTEE PAC"
        ],
        "to": "55th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "55th Ward Democratic Executive Committee"
        ],
        "to": "55th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "55th Ward Repiblican Executive Committee"
        ],
        "to": "55th Ward Republican Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
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    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "56th Ward Democratic Exec. Comm"
        ],
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "56TH WARD DEMOCRATIC EXECUTIVE COMMITTEE"
        ],
        "to": "56th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "56th Ward Rep Committee"
        ],
        "to": "56th Ward Republican Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "57th Ward Committee"
        ],
        "to": "57th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "58th Ward"
        ],
        "to": "58th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "5th Ward Democratic Executive"
        ],
        "to": "5th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "5th Ward Democratic Executive Committee"
        ],
        "to": "5th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "60TH WARD DEMOCRATIC PARTY"
        ],
        "to": "60th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "64th Ward Mayfair Republican Committee"
        ],
        "to": "64th Ward Republican Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "65th Democratic Ward"
        ],
        "to": "65th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "66A Democratic Ward"
        ],
        "to": "66A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "66B Democratic Ward"
        ],
        "to": "66B Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "66th Ward GOP"
        ],
        "to": "66th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "6TH WARD"
        ],
        "to": "6th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "6th ward Democratic Committee"
        ],
        "to": "6th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "7th Ward Democrats"
        ],
        "to": "7th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "8th Ward GOP Phila."
        ],
        "to": "8th Ward Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "COMMITTEE PEOPLE OFTHE 39TH WARD"
        ],
        "to": "39th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "COMMITTEEPEOPLE OF 3WARD"
        ],
        "to": "39th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic 64th Ward"
        ],
        "to": "64th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Club Ward 40-A"
        ],
        "to": "40A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Mark Green/38th Ward"
        ],
        "to": "38th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Michelle Brownlee/29th Ward"
        ],
        "to": "29th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Riverward Pac"
        ],
        "to": "Republican Riverwards PAC"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 8 Democratic Committee"
        ],
        "to": "8th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 2 Democrats"
        ],
        "to": "2nd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 10 Democratic Committee"
        ],
        "to": "10th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 39A PAC"
        ],
        "to": "39A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Sixth Ward"
        ],
        "to": "6th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of The 58th Republication  Ward"
        ],
        "to": "Friends of The 58th Republican Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "39th Ward Democratic Committee"
        ],
        "to": "39A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the 35th Ward Democratis ( Bill Dolbow)"
        ],
        "to": "Friends of the 35th Ward Democrats"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the 57th Ward"
        ],
        "to": "Friends of the 57th Ward Democrats"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the 58th Ward"
        ],
        "to": "Friends of the 58th Republican Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Robert N. Dellavella, 55th Ward Leader"
        ],
        "to": "55th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of The 58th Republican Ward"
        ],
        "to": "Friends of the 58th Republican Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of 58th Ward Executive Committee"
        ],
        "to": "Friends of 58th Republican Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of 66A Ward"
        ],
        "to": "Friends of the 66A Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of 58th Republican Ward"
        ],
        "to": "Friends of the 58th Republican Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of 57 Ward"
        ],
        "to": "Friends of 57th Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the 66A Ward"
        ],
        "to": "66A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "type": "list",
          "name": "entity_name",
          "expression": "value",
          "columnName": "entity_name",
          "invert": false,
          "selection": [
            {
              "v": {
                "v": "Robert Stewart, Treasurer Ward 40-A",
                "l": "Robert Stewart, Treasurer Ward 40-A"
              }
            },
            {
              "v": {
                "v": "40A Ward Democratic Committee",
                "l": "40A Ward Democratic Committee"
              }
            }
          ],
          "selectNumber": false,
          "selectDateTime": false,
          "selectBoolean": false,
          "omitBlank": false,
          "selectBlank": false,
          "omitError": false,
          "selectError": false
        },
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Robert Stewart, Treasurer Ward 40-A"
        ],
        "to": "40A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Campaign Committee"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Party Dinner"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democrat Party"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic County Exec. Comm."
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic City Committee"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      ],
      "mode": "row-based"
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        "fromError": false,
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          "Democratic County Executive Committee"
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        "to": "Democratic Campaign Committee of Philadelphia"
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    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
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          "caseSensitive": false,
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          "type": "text"
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      {
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        "fromError": false,
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        "to": "Democratic Campaign Committee of Philadelphia"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
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          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "columnName": "entity_name",
    "expression": "value",
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Philadelphia Democratic City Committee"
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        "to": "Democratic Campaign Committee of Philadelphia"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
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          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DEM COUNTY EXEC COMM"
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        "to": "Democratic Campaign Committee of Philadelphia"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
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          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "edits": [
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        "fromError": false,
        "from": [
          "Dem, City Comm"
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        "to": "Democratic Campaign Committee of Philadelphia"
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pennsylvania Democratic Party"
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        "to": "Democratic Campaign Committee of Philadelphia"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
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          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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    "edits": [
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Executive Committee"
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        "to": "Democratic Campaign Committee of Philadelphia"
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
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          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "columnName": "entity_name",
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    "edits": [
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Campaign Committee of Philadelphia",
          "Democratic City c ommittee of Philadelphia"
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        "to": "Democratic Campaign Committee of Philadelphia"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pennsylvania Young Democrats",
          "PA Young Democrats"
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        "to": "Pennsylvania Young Democrats"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Campaign Committee of Philadelphia",
          "Dem Ciity Committee"
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        "to": "Democratic Campaign Committee of Philadelphia"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "219 spring",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "edits": [
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        "fromBlank": false,
        "fromError": false,
        "from": [
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          "THE DEMOCRATIC CAMPAIGN COMMITTEE OF PHILADELPHIA"
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        "to": "Democratic Campaign Committee of Philadelphia"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "democratic campaign ",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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          "caseSensitive": false,
          "invert": false,
          "type": "text"
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          "query": "",
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          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Senate Democratic Campaign Committee",
          "PA Senate Democratic Campaign Committee",
          "STATE DEMOCRATIC CAMPAIGN COMMITTEE"
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        "to": "Senate Democratic Campaign Committee"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "House Democratic Campaign Committee",
          "PA House Democratic Campaign Committee",
          "HDCC/House Democratic Campaign Committee"
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        "to": "House Democratic Campaign Committee"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Campaign Committee of Philadelphia",
          "THE DEMOCRATIC CAMPAIGN COMMITTEE OF PHILADELPHIA"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Senate Democratic Campaign Committee",
          "STATE DEMOCRATIC CAMPAIGN COMMITTEE"
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        "to": "Senate Democratic Campaign Committee"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PA House Democratic Campaign Committee",
          "PA Senate Democratic Campaign Committee"
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        "to": "PA House Democratic Campaign Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "democratic campaign ",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        },
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        },
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PA House Democratic Campaign Committee",
          "House Democratic Campaign Committee"
        ],
        "to": "PA House Democratic Campaign Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "democratic campaign ",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        },
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        },
        {
          "name": "entity_address",
          "columnName": "entity_address",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Campaign Committee"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "hughes",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for Hughes",
          "Citizens of Hughes"
        ],
        "to": "Citizens for Hughes"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "hughes",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for Hughes",
          "Citizens for Vincent Hughes"
        ],
        "to": "Citizens for Hughes"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "bobby",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bobby II"
        ],
        "to": "Bobby 11"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "kenney",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Kenney for Philadelphia",
          "KENNEY FOR PHILA",
          "Kenney for Pennsylvania",
          "James Kenney for Philadelphia"
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        "to": "Kenney for Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "ward 44",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "WARD 44"
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        "to": "44th Ward Democratic Committee"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "rowan",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
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        "fromBlank": false,
        "fromError": false,
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          "Committee to Elect Jonathan Rowan",
          "Committee to Elect Jonathan Rowan State Rep",
          "Elect Jonathan JR Rowan State Rep",
          "Committee to Elect J.R. Rowan State Rep"
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        "to": "Committee to Elect Jonathan Rowan"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Jonathan Rowan",
          "Committee to Elect Jonathan Rowan State Rep",
          "Committee to Elect J.R. Rowan State Rep"
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        "to": "Committee to Elect Jonathan Rowan"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Jonathan Rowan",
          "Committee to Elect Jonathan Rowan State Rep",
          "Elect Jonathan JR Rowan State Rep"
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        "to": "Committee to Elect Jonathan Rowan"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
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        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "rowan",
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          "invert": false,
          "type": "text"
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      "mode": "row-based"
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    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "COMMITTEE TO ELECT JONATHAN J R ROWAN STATE REPRESENTATIVE",
          "COMM ELECT JONATHAN J.R. ROWAN STATE REP"
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        "to": "Committee to Elect Jonathan Rowan"
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    ]
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  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
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        {
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          "columnName": "entity_name",
          "query": "rowan",
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          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      ],
      "mode": "row-based"
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    "columnName": "entity_name",
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        "fromBlank": false,
        "fromError": false,
        "from": [
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        "to": "Committee to Elect Jonathan JR Rowan State Rep"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
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        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "square",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Logan Square  Neighborhood Association"
        ],
        "to": "Logan Square Neighborhood Association"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "40B Democratic Committee"
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        "to": "40B Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "44 Democratic Committee"
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        "to": "44th Ward Democratic Committee"
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  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "52 Democratic committee"
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        "to": "52nd Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "54th Democratic Committee"
        ],
        "to": "54th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "59 Democratic Committee"
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        "to": "59th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "American Express Credit Card"
        ],
        "to": "American Express"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Yards Brewery"
        ],
        "to": "Yards Brewing Company"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WURD"
        ],
        "to": "WURD Radio"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "wine",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wine and Spirits",
          "Fine Wine & Good Spirits",
          "Wine & Spirits"
        ],
        "to": "Fine Wine & Good Spirits"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wine and Spirits",
          "Wine & Spirits Shoppe",
          "Wine & Spirits"
        ],
        "to": "Fine Wine & Good Spirits"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wine and Spirits",
          "Wine & Spirits Shoppe"
        ],
        "to": "Fine Wine & Good Spirits"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wine & Spirits Shoppe",
          "Wine & Spirits"
        ],
        "to": "Fine Wine & Good Spirits"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wine and Spirits",
          "Fine Wine & Good Spirits"
        ],
        "to": "Fine Wine & Good Spirits"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "type": "list",
          "name": "entity_name",
          "expression": "value",
          "columnName": "entity_name",
          "invert": false,
          "selection": [
            {
              "v": {
                "v": "WINE",
                "l": "WINE"
              }
            }
          ],
          "selectNumber": false,
          "selectDateTime": false,
          "selectBoolean": false,
          "omitBlank": false,
          "selectBlank": false,
          "omitError": false,
          "selectError": false
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WINE"
        ],
        "to": "Fine Wine & Good Spirits"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wayne DeAngelo"
        ],
        "to": "Wayne DeAngelo for Assembly"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wayne Deangelo for Assembly"
        ],
        "to": "Wayne DeAngelo for Assembly"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "wawa",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wawa",
          "Wawa - Marshall Rd.",
          "Wawa Store"
        ],
        "to": "Wawa, Inc"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wawa - Marshall Rd.",
          "Wawa Store"
        ],
        "to": "Wawa, Inc"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        },
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "kilkenny",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "ELECT SEAN KILKENNY"
        ],
        "to": "Elect Sean Kilkenny"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PHILADELPHIA PRETZEL FACTORY"
        ],
        "to": "PHILLY PRETZEL FACTORY"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Google Inc"
        ],
        "to": "Google"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "ACME"
        ],
        "to": "Acme Markets"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic City Committee"
        ],
        "to": "Democratic Campaign Committee of Philadelphia"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "merion",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Committee of Lower Merion and Narberth",
          "Democratic Cmte of Lower Merion & Narberth"
        ],
        "to": "Democratic Committee of Lower Merion and Narberth"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Republican Committee of Lower Merion and Narberth",
          "Republican Cmte of Lower Merion & Narberth"
        ],
        "to": "Republican Committee of Lower Merion and Narberth"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NGP Van, Inc."
        ],
        "to": "NGP VAN"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pa House Democractic Committee"
        ],
        "to": "PA House Democratic Campaign Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Parkway Corp"
        ],
        "to": "Parkway Corporation"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Paypal - Willis Humphrey"
        ],
        "to": "PayPal"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Penrose Resturant"
        ],
        "to": "PENROSE DINER"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "perry warren",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Perry Warren for State Representative",
          "Perry Warren for State Legislator"
        ],
        "to": "Perry Warren for State Representative"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "name": "entity_name",
          "columnName": "entity_name",
          "query": "perry warren",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Perry Warren for State Representative",
          "PERRY WARREN FOR STATE"
        ],
        "to": "Perry Warren for State Representative"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Squilla"
        ],
        "to": "Squilla for Council"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Speedway gas"
        ],
        "to": "Speedway Gas"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Speedway"
        ],
        "to": "Speedway Gas"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Speedway Gas Station"
        ],
        "to": "Speedway Gas"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "ShopRite Stores"
        ],
        "to": "Shoprite"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "SHAPIRO FOR PA"
        ],
        "to": "Shapiro for Pennsylvanis"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "SENATE DEMO CAMP COMM"
        ],
        "to": "Senate Democratic Campaign Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "SDCC SENATE DEMM CAMP COMM"
        ],
        "to": "Senate Democratic Campaign Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "32nd Ward Democratic Committee",
          "32nd ward democratic committee",
          "32nd ward Democratic Committee"
        ],
        "to": "32nd Ward Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2nd Ward Multi-Cultural",
          "2nd ward multi-cultural"
        ],
        "to": "2nd Ward Multi-Cultural"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "LUCRETIA CLEMONS FOR JUDGE",
          "Lucretia Clemons for Judge"
        ],
        "to": "Lucretia Clemons for Judge"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "52nd Ward Democratic Committee",
          "52nd ward democratic committee"
        ],
        "to": "52nd Ward Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "REINFORCED IRON WORKERS, RIGGERS & MACHINERY MOVERS LOCAL 405",
          "Reinforced Iron Workers, Riggers & Machinery Movers Local 405"
        ],
        "to": "Reinforced Iron Workers, Riggers & Machinery Movers Local 405"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Deni For DA",
          "Deni for DA"
        ],
        "to": "Deni For DA"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the 21St Ward Democrats",
          "Friends of the 21st Ward Democrats"
        ],
        "to": "Friends of the 21st Ward Democrats"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bipartisan Voluntary Public Affairs Committee of The PNC Financial Services Group, Inc.   ( PNC PAC)",
          "Bipartisan Voluntary Public Affairs Committee of The PNC Financial Services Group, Inc.   (PNC PAC)"
        ],
        "to": "Bipartisan Voluntary Public Affairs Committee of The PNC Financial Services Group, Inc.   ( PNC PAC)"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "The TrustWave PAC",
          "The Trustwave PAC"
        ],
        "to": "The TrustWave PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36th Ward Committee",
          "36th  ward committee"
        ],
        "to": "36th Ward Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "40 B WARD DEMOCRATIC EXEC COM",
          "40 B Ward Democratic Exec Com"
        ],
        "to": "40B Ward Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Joe for Philly",
          "Joe For Philly"
        ],
        "to": "Joe for Philly"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "36TH WARD DEMOCRATIC EXECUTIVE COMMITTEE",
          "36th WARD DEMOCRATIC EXECUTIVE COMMITTEE"
        ],
        "to": "36th Ward Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PHILPAC",
          "PhilPAC"
        ],
        "to": "PHILPAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1776 PAC (UFCW)",
          "1776 Pac (UFCW)"
        ],
        "to": "1776 PAC (UFCW)"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Teamsters Local 628 PAC",
          "Teamsters Local 628Pac"
        ],
        "to": "Teamsters Local 628 PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Anna Verna Committee",
          "annavernacommittee"
        ],
        "to": "Anna Verna Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "School Police Association-Committee for Safe Schools",
          "SCHOOL POLICE ASSOCIATION - COMMITTEE FOR SAFE SCHOOLS"
        ],
        "to": "School Police Association-Committee for Safe Schools"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "19th ward executive committee",
          "19 th ward executive committee"
        ],
        "to": "19th Ward Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "AFSCME - PEOPLE",
          "AFSCME-PEOPLE"
        ],
        "to": "AFSCME - PEOPLE"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of the Northeast",
          "Friends of the Northeat"
        ],
        "to": "Friends of the Northeast"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "11th DEMOCRATIC WARD",
          "11th Democractic Ward"
        ],
        "to": "11th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "12th ward",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "12th Ward Democratic Committee",
          "12th Ward Democratic Executive Committee"
        ],
        "to": "12th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "12",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "12  ward democratic"
        ],
        "to": "12th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "14th Ward Democratic Executive Committee"
        ],
        "to": "14th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "18th Ward Democratic Executive Committee"
        ],
        "to": "18th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "20th Ward"
        ],
        "to": "20th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "22nd Democratic Ward"
        ],
        "to": "22nd Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "24th",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th Ward Democatic Executive Committee",
          "24th Ward Democratic Committee"
        ],
        "to": "24th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens For Jewell Williams"
        ],
        "to": "Citizens for Jewell Williams"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Committee of the 15th Ward"
        ],
        "to": "15th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Executive Committee of the 15th Ward"
        ],
        "to": "15th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Mike Tomlinson Committee"
        ],
        "to": "Friends of Mike Tomlinson"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 40-A Democratric Club"
        ],
        "to": "40A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        ],
        "to": "58th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 14 Democratic Executive Committee"
        ],
        "to": "14th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
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    "columnName": "filing_entity",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WARD 14 DEMOCRATIC EXECUTIVE CMTE"
        ],
        "to": "14th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 10 Executive Committee"
        ],
        "to": "10th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ward 39A PAC"
        ],
        "to": "39A Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "committee",
          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
        }
      ],
      "mode": "row-based"
    },
    "columnName": "filing_entity",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "27th ward democratic executive committee"
        ],
        "to": "27th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "committee",
          "mode": "text",
          "caseSensitive": false,
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          "type": "text"
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      ],
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    "columnName": "filing_entity",
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "28th ward democratic executive committee"
        ],
        "to": "28th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "committee",
          "mode": "text",
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          "invert": false,
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "28th Ward Executive Committee"
        ],
        "to": "28th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "committee",
          "mode": "text",
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          "invert": false,
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        ],
        "to": "32nd Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "committee",
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          "type": "text"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "38th Ward Democratic Exec Committee"
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        "to": "38th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
          "columnName": "filing_entity",
          "query": "committee",
          "mode": "text",
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        "to": "43rd Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
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          "query": "committee",
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        "to": "52nd Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
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          "query": "committee",
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        "to": "55th Ward Democratic Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column filing_entity",
    "engineConfig": {
      "facets": [
        {
          "name": "filing_entity",
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          "query": "committee",
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          "type": "text"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "56th Ward Republican Executive Committee"
        ],
        "to": "56th Ward Republican Committee"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "type": "list",
          "name": "filing_entity",
          "expression": "value",
          "columnName": "filing_entity",
          "invert": false,
          "selection": [
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          "selectDateTime": false,
          "selectBoolean": false,
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        },
        {
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          "type": "text"
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Maryann Wallace",
          "Mary Ann Wallace"
        ],
        "to": "Maryann Wallace"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "type": "list",
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          "expression": "value",
          "columnName": "filing_entity",
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          "selection": [
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          ],
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          "selectDateTime": false,
          "selectBoolean": false,
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          "selectBlank": false,
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        },
        {
          "name": "filing_entity",
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          "query": "committee",
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          "caseSensitive": false,
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          "type": "text"
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Laverne Freeman",
          "LaVerne Freemon"
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        "to": "Laverne Freeman"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tanya Parker",
          "Tonya Parker"
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        "to": "Tanya Parker"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Rannie Henley",
          "Ronnie Henley"
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        "to": "Rannie Henley"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Robert Bacone",
          "Robert E. Bacone"
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        "to": "Robert Bacone"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tracy Bacone",
          "Tracey Bacone"
        ],
        "to": "Tracy Bacone"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [
        {
          "type": "list",
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          "expression": "value",
          "columnName": "filing_entity",
          "invert": false,
          "selection": [
            {
              "v": {
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                "l": "28th Ward Democratic Committee"
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            }
          ],
          "selectNumber": false,
          "selectDateTime": false,
          "selectBoolean": false,
          "omitBlank": false,
          "selectBlank": false,
          "omitError": false,
          "selectError": false
        },
        {
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          "mode": "text",
          "caseSensitive": false,
          "invert": false,
          "type": "text"
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      ],
      "mode": "row-based"
    },
    "columnName": "entity_name",
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    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Beverly Mitchell",
          "Beverly Mithchell"
        ],
        "to": "Beverly Mitchell"
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    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens to Re-Elect Mike O'Brien",
          "CITIZENS TO RE-ELECT MIKE O'BRIEN",
          "Citizens to Re-elect Mike O'Brien",
          "Citizens to Re-Elect Mike OBrien",
          "Citizens to re-Elect mike o'Brien",
          "Citizens to re-elect Mike O'Brien",
          "Citizens to reelect Mike Obrien"
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        "to": "Citizens to Re-Elect Mike O'Brien"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DayPAC",
          "DAYPAC",
          "DayPac",
          "Daypac",
          "daypac"
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        "to": "DayPAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Gary Grisafi",
          "Grisafi, Gary",
          "Grisafi Gary",
          "gary grisafi"
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        "to": "Gary Grisafi"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Taubenberger For Phila.",
          "TAUBENBERGER FOR PHILA",
          "Taubenberger for Phila",
          "Taubenberger for Phila."
        ],
        "to": "Taubenberger for Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lowes",
          "LOWES",
          "Lowe's",
          "LOWE'S"
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        "to": "Lowes"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Re-Elect John Taylor",
          "COMMITTEE TO RE-ELECT JOHN TAYLOR",
          "Committee to re-elect John Taylor",
          "Committee to ReElect John Taylor"
        ],
        "to": "Committee to Re-Elect John Taylor"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Drougies Pizza",
          "Drougie's Pizza",
          "drougies Pizza",
          "drougies pizza"
        ],
        "to": "Drougies Pizza"
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        ],
        "to": "6th ward Democratic Committee"
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        "fromError": false,
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          "Comm. to Elect Jonathan Rowan State Rep",
          "Comm Elect Jonathan Rowan State Rep"
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        "to": "Committee to Elect Jonathan Rowan State Rep"
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          "Taubenberger for Philadelphia",
          "Taubenberger for Philadelphia Cmte"
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Kingdom Life Christian Center",
          "Kingdom Life Christian Ctr"
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        "to": "Kingdom Life Christian Center"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Fund for a Better Pennsylvania",
          "Fund for Better Pennsylvania PAC"
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        "to": "Fund for a Better Pennsylvania"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Supporters for Carol Hill-Evans",
          "Supporters - Carol Hill-Evans"
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        "fromBlank": false,
        "fromError": false,
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          "Friends of 66A"
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        "fromBlank": false,
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        "from": [
          "VTS Philadelphia Taxi",
          "Philadelphia Taxi"
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        "to": "VTS Philadelphia Taxi"
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Re-Elect John Taylor",
          "Committee To Elect John Taylor"
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        "to": "Committee to Re-Elect John Taylor"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Chester County Chamber of Business and Industry PAC (CCCBI PAC)",
          "Chester County Chamber of Business and Industry PA"
        ],
        "to": "Chester County Chamber of Business and Industry PAC (CCCBI PAC)"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Santarsiero for State Senate",
          "Steve Santarsiero for State Senate"
        ],
        "to": "Santarsiero for State Senate"
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Mike Sturla For State Representative",
          "Mike Sturla for State Reprentative"
        ],
        "to": "Mike Sturla For State Representative"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "US Post Office",
          "Post Office"
        ],
        "to": "United States Postal Service"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Michael Boyle",
          "Michael P Boyle"
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        "to": "Michael Boyle"
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      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Montgomery County Dem. Committee",
          "Montgomery Co. Dem. Committee"
        ],
        "to": "Montgomery County Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "AFL-CIO COPE",
          "NJ AFL-CIO COPE"
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        "to": "AFL-CIO COPE"
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        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of 66A Ward",
          "Friends of 66 Ward B"
        ],
        "to": "Friends of 66A Ward"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for Mackenzie",
          "Citizens for Ryan Mackenzie"
        ],
        "to": "Citizens for Ryan Mackenzie"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Jonathan Rowan",
          "Committee to Elect Jonathan JR Rowan State Rep"
        ],
        "to": "Committee to Elect Jonathan Rowan"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Alan Domb for Council",
          "Domb for Council"
        ],
        "to": "Alan Domb for Council"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Joseph DiGirolamo for Mayor",
          "Mayor Joseph DiGirolamo"
        ],
        "to": "Joseph DiGirolamo for Mayor"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Farnese",
          "Friends of Larry Farnese"
        ],
        "to": "Friends of Farnese"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Citizens for Kenyatta Johnson",
          "Citizens of Kenyatta Johnson"
        ],
        "to": "Citizens for Kenyatta Johnson"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "House Republican Campaign Committee",
          "House Republican Campaign Committee(HRCC)"
        ],
        "to": "House Republican Campaign Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CHESTER COUNTY DEMOCRATS WOMENS LEADERSHIP INITIATIVE",
          "CHESTER COUNTY WOMENS LEADERSHIP INIATIVE"
        ],
        "to": "CHESTER COUNTY WOMENS LEADERSHIP INIATIVE"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Teamsters Local 929 PAC",
          "Teamsters Local 929 PAC Fund"
        ],
        "to": "Teamsters Local 929 PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic County Executive Committee",
          "Democratic County Executive Committee of Phila"
        ],
        "to": "Democratic County Executive Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Sean K McMonagle",
          "Friends of Sean McMonagle"
        ],
        "to": "Friends of Sean K McMonagle"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Kennedy Printing Company, Inc",
          "Kennedy Printing Company"
        ],
        "to": "Kennedy Printing Company"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Michael Lamb",
          "The Committee to Elect Michael Lamb"
        ],
        "to": "Committee to Elect Michael Lamb"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee To Re-Elect Rosita C Youngblood",
          "Comm to Re-Elect Rosita C Youngblood"
        ],
        "to": "Committee To Re-Elect Rosita C Youngblood"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Democratic Congressional Campaign Committee",
          "Democratic Congressional Campaign Committee (DCCC)"
        ],
        "to": "Democratic Congressional Campaign Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Perry Warren for State Representative",
          "Perry Warren for State Repesrentative"
        ],
        "to": "Perry Warren for State Representative"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Bob Brady Federal PAC",
          "Friends of Bob Brady Fed PAC"
        ],
        "to": "Friends of Bob Brady Federal PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Friends of Senator Don White",
          "Friends of Senator Don C. White"
        ],
        "to": "Friends of Senator Don White"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Rafferty for Senate",
          "John Rafferty for Senate"
        ],
        "to": "Rafferty for Senate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Chester County Democratic Committee",
          "Chester Democratic Committee"
        ],
        "to": "Chester County Democratic Committee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Jonathan Rowan",
          "Committee to Elect Jonathan R. Rowan"
        ],
        "to": "Committee to Elect Jonathan Rowan"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Dan Frankel for 23rd",
          "Dan Frankel for the 23rd"
        ],
        "to": "Dan Frankel for 23rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "I'M WITH MELISSA SCOTT PAC",
          "I'M WITH MELISSA SCOTT"
        ],
        "to": "I'M WITH MELISSA SCOTT PAC"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DONATUCCI 2015",
          "DONATUCCI 2015 COMM"
        ],
        "to": "DONATUCCI 2015"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "MARY BLACKWELL",
          "MARY F BLACKWELL"
        ],
        "to": "MARY BLACKWELL"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tomlinson for State Senate",
          "Tomlinson for Senate"
        ],
        "to": "Tomlinson for State Senate"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "23rd Ward Democratic Committee/23rd Ward"
        ],
        "to": "23rd Democratic Ward"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Buck County Democratic Comittee"
        ],
        "to": "Bucks County Democratic Comittee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bucks County Democratic Comittee"
        ],
        "to": "Bucks County Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bucks County Republican Cmte"
        ],
        "to": "Bucks County Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BUCKS COUNTY DEM COMM"
        ],
        "to": "Bucks County Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bucks County Rep. Committee"
        ],
        "to": "Bucks County Republican Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect R. Lee James State Rep"
        ],
        "to": "Committee to Elect R. Lee James State Representative"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect R. Lee James, State Representative"
        ],
        "to": "Committee to Elect R. Lee James State Representative"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Committee to Elect Positive Democrats"
        ],
        "to": "Committee to Elect Positive Candidates"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "(Kathi) Cozzone for PA"
        ],
        "to": "Kathi Cozzone for PA"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "(Tanner) Rouse for PA"
        ],
        "to": "Tanner Rouse for PA"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "14th Ward Executive Committee"
        ],
        "to": "14th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "17th Ward Democratic Exec Committee"
        ],
        "to": "17th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "17th Ward Democrats"
        ],
        "to": "17th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "21st Ward"
        ],
        "to": "21st Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th ward Democratic comm"
        ],
        "to": "24th Ward Democratic Committee"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th Police advis. Comm."
        ],
        "to": "24th Police District Advisory Council"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_name",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_name",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "24th District PDAC"
        ],
        "to": "24th Police District Advisory Council"
      }
    ]
  },
  {
    "op": "core/recon-match-best-candidates",
    "description": "Match each cell to its best recon candidate in column filing_entity",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "filing_entity"
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_city",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_city",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Phila",
          "PHILA",
          "phila.,",
          "Phila.",
          "phila",
          "phila.",
          "PHILA.",
          "PHILA.,",
          "Phila.,",
          "PHILA,",
          "Phila`",
          "phila,",
          "Phila,",
          "pHILA",
          "pHILA."
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Philadelphia",
          "PHILADELPHIA",
          "philadelphia",
          "Philadelphia,",
          "pHILADELPHIA"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BLACKWOOD",
          "Blackwood",
          "Blackwood,",
          "BLACKWOOD,"
        ],
        "to": "Blackwood"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Paoli",
          "PAOLI",
          "Paoli,",
          "pAOLI"
        ],
        "to": "Paoli"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Plymouth Meeting",
          "Plymouth Meeting,",
          "PLYMOUTH MEETING",
          "Plymouth meeting"
        ],
        "to": "Plymouth Meeting"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wilmington",
          "WILMINGTON",
          "WIlmington",
          "Wilmington,"
        ],
        "to": "Wilmington"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Morton",
          "MORTON",
          "MOrton"
        ],
        "to": "Morton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Southampton",
          "SOUTHAMPTON",
          "Southampton,"
        ],
        "to": "Southampton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Maple Shade",
          "MAPLE SHADE",
          "Maple Shade,"
        ],
        "to": "Maple Shade"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Abington",
          "ABINGTON",
          "Abington,"
        ],
        "to": "Abington"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "West Chester",
          "WEST CHESTER",
          "West Chester,"
        ],
        "to": "West Chester"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Turnersville",
          "TURNERSVILLE",
          "Turnersville,"
        ],
        "to": "Turnersville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Springfield",
          "SPRINGFIELD",
          "Springfield,"
        ],
        "to": "Springfield"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Harrisburg",
          "HARRISBURG",
          "HArrisburg"
        ],
        "to": "Harrisburg"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Drexel Hill",
          "DREXEL HILL",
          "Drexel Hill,"
        ],
        "to": "Drexel Hill"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bala Cynwyd",
          "bala cynwyd",
          "BALA CYNWYD"
        ],
        "to": "Bala Cynwyd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "King of Prussia",
          "KING OF PRUSSIA",
          "King Of Prussia"
        ],
        "to": "King of Prussia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Glenolden",
          "GLENOLDEN",
          "Glenolden,"
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        "to": "Glenolden"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Allentown",
          "ALLENTOWN",
          "Allentown,"
        ],
        "to": "Allentown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Steelton",
          "STEELTON",
          "steelton"
        ],
        "to": "Steelton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lansdale",
          "LANSDALE",
          "Lansdale,"
        ],
        "to": "Lansdale"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Cinnaminson",
          "CINNAMINSON",
          "Cinnaminson,"
        ],
        "to": "Cinnaminson"
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        "from": [
          "SARASOTA",
          "Sarasota"
        ],
        "to": "Sarasota"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Hatfield",
          "HATFIELD"
        ],
        "to": "Hatfield"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "North Wales",
          "North Wales,"
        ],
        "to": "North Wales"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Doylestown",
          "DOYLESTOWN"
        ],
        "to": "Doylestown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Downingtown",
          "DOWNINGTOWN"
        ],
        "to": "Downingtown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Camp Hill",
          "Camp HIll"
        ],
        "to": "Camp Hill"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "MORRISVILLE",
          "Morrisville"
        ],
        "to": "Morrisville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Johnstown",
          "JOHNSTOWN"
        ],
        "to": "Johnstown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Seattle",
          "SEATTLE"
        ],
        "to": "Seattle"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lancaster",
          "LANCASTER"
        ],
        "to": "Lancaster"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Richboro",
          "Richboro,"
        ],
        "to": "Richboro"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Tarentum",
          "TARENTUM"
        ],
        "to": "Tarentum"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NA",
          "na"
        ],
        "to": "NA"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Columbus",
          "COLUMBUS"
        ],
        "to": "Columbus"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bryn Mawr",
          "BRYN MAWR"
        ],
        "to": "Bryn Mawr"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Newark",
          "NEWARK"
        ],
        "to": "Newark"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Uniontown",
          "UNIONTOWN"
        ],
        "to": "Uniontown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Spring House",
          "SPRING HOUSE"
        ],
        "to": "Spring House"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Swedesboro",
          "SWEDESBORO"
        ],
        "to": "Swedesboro"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "MT EPHRAIM,",
          "Mt Ephraim"
        ],
        "to": "Mt Ephraim"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NORRISTOWN",
          "Norristown"
        ],
        "to": "Norristown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BALTIMORE",
          "Baltimore"
        ],
        "to": "Baltimore"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Aldan",
          "Aldan,"
        ],
        "to": "Aldan"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PROVINCE",
          "Province"
        ],
        "to": "Province"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Annapolis",
          "ANNAPOLIS"
        ],
        "to": "Annapolis"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FORT WORTH",
          "Fort Worth"
        ],
        "to": "Fort Worth"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "RICHMOND",
          "Richmond"
        ],
        "to": "Richmond"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Charlotte",
          "CHARLOTTE"
        ],
        "to": "Charlotte"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Atlanta",
          "ATLANTA"
        ],
        "to": "Atlanta"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Aliquippa",
          "ALIQUIPPA"
        ],
        "to": "Aliquippa"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Detroit",
          "DETROIT"
        ],
        "to": "Detroit"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Red Lion",
          "RED LION"
        ],
        "to": "Red Lion"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "SAN JOSE",
          "San Jose"
        ],
        "to": "San Jose"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DOVER",
          "Dover"
        ],
        "to": "Dover"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lehigh Valley",
          "LEHIGH VALLEY"
        ],
        "to": "Lehigh Valley"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bethlehem",
          "BETHLEHEM"
        ],
        "to": "Bethlehem"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Beaver",
          "BEAVER"
        ],
        "to": "Beaver"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Woodbury",
          "WOODBURY"
        ],
        "to": "Woodbury"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Oil City",
          "OIL CITY"
        ],
        "to": "Oil City"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Jenkintown",
          "JENKINTOWN"
        ],
        "to": "Jenkintown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ambridge",
          "AMBRIDGE"
        ],
        "to": "Ambridge"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Mars",
          "MARS"
        ],
        "to": "Mars"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Coatesville",
          "COATESVILLE"
        ],
        "to": "Coatesville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Middletown",
          "MIDDLETOWN"
        ],
        "to": "Middletown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Stroudsburg",
          "STROUDSBURG"
        ],
        "to": "Stroudsburg"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lafayette Hill",
          "LAFAYETTE HILL"
        ],
        "to": "Lafayette Hill"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Brockway",
          "BROCKWAY"
        ],
        "to": "Brockway"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSHOCKEN",
          "Conshocken"
        ],
        "to": "Conshohocken"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "DuBois",
          "Dubois"
        ],
        "to": "DuBois"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Churchville",
          "CHURCHVILLE"
        ],
        "to": "Churchville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ambler",
          "AMBLER"
        ],
        "to": "Ambler"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Darlington",
          "DARLINGTON"
        ],
        "to": "Darlington"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "LAUREL",
          "Laurel"
        ],
        "to": "Laurel"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PHILADELPHA",
          "Philadelpha"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Malvern",
          "MALVERN"
        ],
        "to": "Malvern"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Audubon",
          "Audubon,"
        ],
        "to": "Audubon"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Alexandria",
          "ALEXANDRIA"
        ],
        "to": "Alexandria"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Ardmore",
          "ARDMORE"
        ],
        "to": "Ardmore"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Greensburg",
          "GREENSBURG"
        ],
        "to": "Greensburg"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Dallas",
          "DALLAS"
        ],
        "to": "Dallas"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Edison",
          "EDISON"
        ],
        "to": "Edison"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FEASTERVILLE",
          "Feasterville"
        ],
        "to": "Feasterville"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Elkins Park",
          "ELKINS PARK"
        ],
        "to": "Elkins Park"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "NEW STANTON",
          "New Stanton"
        ],
        "to": "New Stanton"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Cincinnati",
          "CINCINNATI"
        ],
        "to": "Cincinnati"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Langhorne",
          "LANGHORNE"
        ],
        "to": "Langhorne"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Irwin",
          "IRWIN"
        ],
        "to": "Irwin"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "ATCO",
          "Atco"
        ],
        "to": "Atco"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "SAN DIEGO",
          "San Diego"
        ],
        "to": "San Diego"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "York",
          "YORK"
        ],
        "to": "York"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_city",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_city",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Sinking Spring",
          "Sinking Springs"
        ],
        "to": "Sinking Spring"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "New Hope",
          "NEWHOPE"
        ],
        "to": "New Hope"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Center Valley",
          "CENTERVALLEY"
        ],
        "to": "Center Valley"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bradfordwoods",
          "Bradford Woods"
        ],
        "to": "Bradford Woods"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Levittown",
          "LEVITTTOWN"
        ],
        "to": "Levittown"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Glenolden",
          "GLEN OLDEN"
        ],
        "to": "Glenolden"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PHILADELPHI",
          "PHILADELPHILA"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Pittsburgh",
          "Pitttsburgh"
        ],
        "to": "Pittsburgh"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Wilkes-Barre",
          "Wilkes Barre"
        ],
        "to": "Wilkes-Barre"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lock Haven",
          "LOCKHAVEN"
        ],
        "to": "Lock Haven"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Woodlyn",
          "WOOODLYN"
        ],
        "to": "Woodlyn"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_city",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_city",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Philadelphia",
          "Philladelphia",
          "philadlphia",
          "Phladelphia",
          "Philadelophia",
          "Philadelphiia",
          "Philadelphioa",
          "Philadelpphia",
          "Philiadelphia",
          "philadeelphia"
        ],
        "to": "Philadelphia"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Middletown",
          "Middleton",
          "MIDDLTOWN"
        ],
        "to": "Middletown"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column description",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "description",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day",
          "Election  DAy",
          "Election  Day",
          "Election DAy",
          "Election day election"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Campaign Contribution",
          "CAMPAIGN CONTRIBUTION",
          "Campaign contribution",
          "campaign contribution",
          "Campaign COntribution"
        ],
        "to": "Campaign Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Office Supplies",
          "OFFICE SUPPLIES",
          "office supplies",
          "Office supplies"
        ],
        "to": "Office Supplies"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "credit card payment",
          "Credit Card Payment",
          "Credit Card payment",
          "Credit card payment"
        ],
        "to": "Credit Card Payment"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Fees",
          "BANK FEES",
          "bank fees",
          "Bank fees"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "political contribution",
          "POLITICAL CONTRIBUTION",
          "Political Contribution",
          "Political contribution"
        ],
        "to": "Campaign Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Contribution",
          "CONTRIBUTION",
          "contribution",
          "COntribution"
        ],
        "to": "Campaign Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "GOTV money",
          "GOTV Money",
          "Gotv money",
          "GOTV  money"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PA State Candidate",
          "PA State candidate",
          "PA state candidate",
          "Pa state candidate"
        ],
        "to": "PA State Candidate"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Consulting Fee",
          "Consulting fee",
          "consulting Fee",
          "consulting fee"
        ],
        "to": "Consulting Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "com. pers. election day",
          "com pers election day",
          "com pers. election day",
          "com. pers election day"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Fee",
          "BANK FEE",
          "bank fee",
          "Bank fee"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Charges",
          "Bank charges",
          "BANK CHARGES",
          "bank charges"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Service Charge",
          "service charge",
          "Service charge"
        ],
        "to": "Service Charge"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Printing",
          "PRINTING",
          "printing"
        ],
        "to": "Printing"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CHECK REORDER",
          "Check Reorder",
          "check reorder"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Reimbursement for Expenses",
          "Reimbursement for expenses",
          "reimbursement for expenses"
        ],
        "to": "Reimbursement"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Cocktail Party tickets",
          "Cocktail party tickets",
          "Tickets - Cocktail Party"
        ],
        "to": "Cocktail Party Tickets"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "room rental",
          "ROOM RENTAL",
          "Room Rental"
        ],
        "to": "Room Rental"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Advertising",
          "advertising",
          "ADVERTISING"
        ],
        "to": "Advertising"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Meeting",
          "MEETING",
          "meeting"
        ],
        "to": "Meeting"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Consulting",
          "consulting",
          "CONSULTING"
        ],
        "to": "Consulting"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Donation",
          "donation",
          "DONATION"
        ],
        "to": "Donation"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank charge",
          "BANK CHARGE",
          "Bank Charge"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "parking",
          "Parking",
          "PARKING"
        ],
        "to": "Parking"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "POLL WORKER",
          "Poll Worker",
          "Poll worker"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day expense",
          "Election Day Expense",
          "Election day expense"
        ],
        "to": "Election Day"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Reimbursement",
          "reimbursement",
          "REIMBURSEMENT"
        ],
        "to": "Reimbursement"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Event Expense",
          "EVENT EXPENSE",
          "Event expense"
        ],
        "to": "Event Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Postage",
          "postage",
          "POSTAGE"
        ],
        "to": "Postage"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Postage Stamps",
          "postage/ stamps",
          "stamps, postage"
        ],
        "to": "Postage"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Lunch",
          "LUNCH",
          "lunch"
        ],
        "to": "Lunch"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Supplies",
          "SUPPLIES",
          "supplies"
        ],
        "to": "Supplies"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Credit Card Fees",
          "Credit card fees",
          "credit card fees"
        ],
        "to": "Credit Card Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "FOOD FOR MEETING",
          "Food for Meeting",
          "Food for meeting"
        ],
        "to": "Food"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Transportation",
          "TRANSPORTATION",
          "transportation"
        ],
        "to": "Transportation"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "LEGAL FEES",
          "Legal Fees",
          "Legal fees"
        ],
        "to": "Legal Fees"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Sponsorship",
          "sponsorship",
          "SPONSORSHIP"
        ],
        "to": "Sponsorship"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Catering",
          "CATERING",
          "catering"
        ],
        "to": "Catering"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WARD EXPENSES",
          "Ward Expenses",
          "Ward expenses"
        ],
        "to": "Ward Expenses"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PAC CONTRIBUTION",
          "PAC Contribution",
          "PAC  CONTRIBUTION"
        ],
        "to": "PAC Contribution"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Night",
          "Election night",
          "election night"
        ],
        "to": "Election Night"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Website",
          "website",
          "WEBSITE"
        ],
        "to": "Website"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Services Rendered- Payment toward debt",
          "Services Rendered - Payment Toward Debt",
          "Services Rendered - Payment toward debt"
        ],
        "to": "Services Rendered - Payment toward debt"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSULTING FEES",
          "Consulting Fees",
          "Consulting fees"
        ],
        "to": "Consulting Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Reimburse expenses",
          "REIMBURSE EXPENSES",
          "reimburse expenses"
        ],
        "to": "Reimbursement"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Monthly Bank Fee",
          "monthly bank fee",
          "Monthly Bank fee"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "RENT",
          "Rent",
          "rent"
        ],
        "to": "Rent"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "PO Box fee",
          "PO BOX fee",
          "PO Box Fee"
        ],
        "to": "United States Postal Service"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "WARD DINNER",
          "Ward Dinner",
          "ward dinner"
        ],
        "to": "Food"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "ELECTRIC",
          "Electric",
          "electric"
        ],
        "to": "Utilities"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Fundraiser",
          "FUNDRAISER",
          "fundraiser"
        ],
        "to": "Fundraiser"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "committee person",
          "COMMITTEE PERSON",
          "Committee person"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "OFFICE",
          "Office",
          "office"
        ],
        "to": "Rent"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "service fee",
          "Service Fee",
          "SERVICE FEE"
        ],
        "to": "Service Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "elect day worker",
          "elect Day worker",
          "elect. day worker"
        ],
        "to": "Committee Person GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "GET OUT THE VOTE",
          "Get Out The Vote",
          "Get Out the Vote"
        ],
        "to": "Committee Person GOTV"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column description",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "description",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "GOTV",
          "gotv",
          "Gotv"
        ],
        "to": "GOTV"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day Expenses",
          "Election day expenses",
          "ELECTION DAY EXPENSES"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Printer Ink",
          "PRINTER INK",
          "printer ink"
        ],
        "to": "Printer Ink"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "BANK SERVICE FEE",
          "bank service fee",
          "Bank Service Fee"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Contributions",
          "CONTRIBUTIONS"
        ],
        "to": "Contributions"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Bank Service Charge",
          "bank service charge"
        ],
        "to": "Bank Fee"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSULTANT",
          "Consultant"
        ],
        "to": "Consultant"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day Food",
          "Food- election day"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Certified mailing",
          "Certified Mailing"
        ],
        "to": "United States Postal Service"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election Day Meals",
          "Election day meals"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "CONSTITUENT SERVICES",
          "Constituent Services"
        ],
        "to": "Constituent Services"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Election night pizza",
          "Pizza Election Night"
        ],
        "to": "Election Day Expense"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Social Media",
          "SOCIAL MEDIA"
        ],
        "to": "Social Media"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Marketing",
          "MARKETING"
        ],
        "to": "Marketing"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Insurance",
          "INSURANCE"
        ],
        "to": "Insurance"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "Accounting",
          "ACCOUNTING"
        ],
        "to": "Accounting"
      }
    ]
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/PO box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/PO box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "190 N. Independence Mall West",
          "190 N Independence Mall West",
          "190 N. INDEPENDENCE MALL WEST",
          "190 N INDEPENDENCE MALL WEST",
          "190 N Independence Mall - West",
          "190 N. Independence Mall, West"
        ],
        "to": "190 N. Independence Mall West"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1504 S. Broad Street",
          "1504 S BROAD STREET",
          "1504 S Broad Street",
          "1504 S.  Broad Street"
        ],
        "to": "1504 S. Broad Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "8500 Lindbergh Blvd., Apt 2115",
          "8500 Lindbergh Blvd Apt 2115",
          "8500 Lindbergh Blvd Apt., 2115",
          "8500 Lindbergh Blvd, Apt 2115"
        ],
        "to": "8500 Lindbergh Blvd., Apt 2115"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "323 W. Front Street",
          "323 W FRONT STREET",
          "323 W Front Street",
          "323 W. Front Street Street"
        ],
        "to": "323 W. Front Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1242 Southampton Rd",
          "1242 SOUTHAMPTON RD",
          "1242 Southampton RD",
          "1242 southampton rd"
        ],
        "to": "1242 Southampton Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "231 N 3rd Street; #406",
          "231 N 3RD STREET #406",
          "231 N 3rd Street / #406",
          "231 N 3rd Street; # 406"
        ],
        "to": "231 N 3rd Street; #406"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "P.O. Box 60065",
          "P.O. BOX 60065",
          "P.O Box 60065"
        ],
        "to": "P.O. Box 60065"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "395 LuAnn Drive",
          "395 LUANN DRIVE",
          "395 Luann Drive"
        ],
        "to": "395 LuAnn Drive"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "219 Spring Garden St",
          "219 Spring Garden St.",
          "219 SPRING GARDEN ST"
        ],
        "to": "219 Spring Garden St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1301 S. Columbus Blvd",
          "1301 S. COLUMBUS BLVD",
          "1301 S Columbus Blvd"
        ],
        "to": "1301 S. Columbus Blvd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "115 N Jackson St.",
          "115 N. Jackson St",
          "115 N. Jackson St."
        ],
        "to": "115 N. Jackson St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "219 Spring Garden Street",
          "219 SPRING GARDEN STREET",
          "219 Spring Garden street"
        ],
        "to": "219 Spring Garden Street"
      }
    ]
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\.O Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\.O Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression value.toTitlecase()",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value.toTitlecase()",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1 Adp Blvd"
        ],
        "to": "1 ADP Blvd"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1 Microsoft Way Microsoft Campus"
        ],
        "to": "1 Microsoft Way"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1 Microsoft Way, Microsoft Campus"
        ],
        "to": "1 Microsoft Way"
      }
    ]
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "120 Maryland Avenue, Ne"
        ],
        "to": "120 Maryland Avenue, N.E."
      }
    ]
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\.\\s{1}O\\.\\s{1}Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\.\\s{1}O\\.\\s{1}Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P O Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P O Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\,O\\, box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\,O\\, box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/text-transform",
    "description": "Text transform on cells in column entity_address using expression grel:value.replace(/P\\.O\\, Box/i, \"P.O. Box\")",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "grel:value.replace(/P\\.O\\, Box/i, \"P.O. Box\")",
    "onError": "keep-original",
    "repeat": false,
    "repeatCount": 10
  },
  {
    "op": "core/mass-edit",
    "description": "Mass edit cells in column entity_address",
    "engineConfig": {
      "facets": [],
      "mode": "row-based"
    },
    "columnName": "entity_address",
    "expression": "value",
    "edits": [
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2627 E. Lehigh Ave.",
          "2627 E Lehigh Ave",
          "2627 E Lehigh Ave.",
          "2627 E. Lehigh Ave"
        ],
        "to": "2627 E. Lehigh Ave."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1341 N Delaware Ave",
          "1341 N Delaware Ave.",
          "1341 N. Delaware Ave"
        ],
        "to": "1341 N Delaware Ave"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "94 N Bacton Hill Rd",
          "94 N Bacton Hill  Rd",
          "94 N. Bacton Hill Rd"
        ],
        "to": "94 N Bacton Hill Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2401 S Swanson St",
          "2401 S. Swanson St",
          "2401 S. Swanson St."
        ],
        "to": "2401 S Swanson St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1351 S Columbus Blvd",
          "1351 S. Columbus Blvd",
          "1351 S. Columbus Blvd."
        ],
        "to": "1351 S Columbus Blvd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "9706 Fulmer  St.",
          "9706 Fulmer St",
          "9706 Fulmer St."
        ],
        "to": "9706 Fulmer  St."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "430 South Capitol Street, S.E.",
          "430 South Capitol Street Se",
          "430 South Capitol Street, Se"
        ],
        "to": "430 South Capitol Street, S.E."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "815 16th Street Nw",
          "815 16th Street, N.W.",
          "815 16th Street, Nw"
        ],
        "to": "815 16th Street Nw"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2980 Southampton Rd.",
          "2980 Southampton Rd"
        ],
        "to": "2980 Southampton Rd."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "909 Green St",
          "909 Green St."
        ],
        "to": "909 Green St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1259 Stanwood St",
          "1259 Stanwood St."
        ],
        "to": "1259 Stanwood St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1401 S 22nd Street",
          "1401 S. 22nd Street"
        ],
        "to": "1401 S 22nd Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "303 N Oak Ave",
          "303 N. Oak Ave"
        ],
        "to": "303 N Oak Ave"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "3900 Ford Rd",
          "3900 Ford Rd."
        ],
        "to": "3900 Ford Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "68204 Delaire Landing Rd",
          "68204 Delaire Landing Rd."
        ],
        "to": "68204 Delaire Landing Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2140  N. Stanley St",
          "2140 N. Stanley St"
        ],
        "to": "2140  N. Stanley St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "460 S 69th St",
          "460 S. 69th St."
        ],
        "to": "460 S 69th St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "600 N. Second Street",
          "600 N Second Street"
        ],
        "to": "600 N. Second Street"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "15 S. Church St",
          "15 S Church St"
        ],
        "to": "15 S. Church St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "1430 Walnut Street, Suite 200",
          "1430 Walnut Street Suite 200"
        ],
        "to": "1430 Walnut Street, Suite 200"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "2600 Southampton Rd",
          "2600 Southampton Rd."
        ],
        "to": "2600 Southampton Rd"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "5840 Hadfield St",
          "5840 Hadfield St."
        ],
        "to": "5840 Hadfield St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "6601 Rutland St.",
          "6601 Rutland St"
        ],
        "to": "6601 Rutland St."
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "7940 Torresdale Ave",
          "7940 Torresdale Ave."
        ],
        "to": "7940 Torresdale Ave"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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        "from": [
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        ],
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        "from": [
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        ],
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        "from": [
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        "from": [
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        "from": [
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          "560 Pine St."
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        "from": [
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        ],
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        ],
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        ],
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        ],
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        "from": [
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          "758 Kentwood St."
        ],
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        "from": [
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        ],
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        "from": [
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        ],
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      {
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        "from": [
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        ],
        "to": "3156 Frankford Ave"
      },
      {
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        "from": [
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        ],
        "to": "9801 Dungan Rd"
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      {
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        "from": [
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          "110 Bybery Rd. Apt. G"
        ],
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        "from": [
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        ],
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      },
      {
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        "from": [
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          "3406 Chippendale St."
        ],
        "to": "3406 Chippendale St"
      },
      {
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        "from": [
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          "6515 Haverford Ave."
        ],
        "to": "6515 Haverford Ave"
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      {
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        "from": [
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        ],
        "to": "1500 Spring Garden St"
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        "from": [
          "4635 Locust St",
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        ],
        "to": "4635 Locust St"
      },
      {
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        "from": [
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          "P.O. Box  28463"
        ],
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      },
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          "P.O. Box  624"
        ],
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        "from": [
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          "4455 Highridge St."
        ],
        "to": "4455 Highridge St"
      },
      {
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        "from": [
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        ],
        "to": "2930 Richmond St."
      },
      {
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        "from": [
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          "68 Seckelpear Rd."
        ],
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        "from": [
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          "321 W. Front St."
        ],
        "to": "321 W Front St"
      },
      {
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        "from": [
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          "536 E. Mayland Street"
        ],
        "to": "536 E Mayland Street"
      },
      {
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        "from": [
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          "1220 S 16th St"
        ],
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      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
          "841 Avon  Street",
          "841 Avon Street"
        ],
        "to": "841 Avon  Street"
      },
      {
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        "from": [
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          "711 S. Juniper St."
        ],
        "to": "711 S. Juniper St"
      },
      {
        "fromBlank": false,
        "fromError": false,
        "from": [
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          "115 N Jackson Street"
        ],
        "to": "115 N. Jackson Street"
      },
      {
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        "from": [
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        ],
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        "from": [
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        ],
        "to": "800 N 3rd Street"
      },
      {
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        "from": [
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        ],
        "to": "108 S. 61st St."
      },
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        "from": [
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          "5923 Webster St."
        ],
        "to": "5923 Webster St"
      },
      {
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        "fromError": false,
        "from": [
          "1110 Gregg St",
          "1110 Gregg St."
        ],
        "to": "1110 Gregg St"
      },
      {
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        "fromError": false,
        "from": [
          "621 Lemon St",
          "621 Lemon St."
        ],
        "to": "621 Lemon St"
      },
      {
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        "fromError": false,
        "from": [
          "1484 Village Greene Blvd",
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        ],
        "to": "1484 Village Greene Blvd"
      },
      {
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        "from": [
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          "6237 Walton Ave"
        ],
        "to": "6237 Walton Ave."
      },
      {
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        "fromError": false,
        "from": [
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          "112 State St"
        ],
        "to": "112 State St."
      },
      {
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        "from": [
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          "2145 W Allegheny Ave"
        ],
        "to": "2145 W. Allegheny Ave."
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      {
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        "from": [
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          "100 S. Broad St."
        ],
        "to": "100 S Broad St"
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      {
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        "from": [
          "1420 Chestnut St",
          "1420 Chestnut St."
        ],
        "to": "1420 Chestnut St"
      },
      {
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        "from": [
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        ],
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      },
      {
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        "from": [
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        ],
        "to": "121 S Broad St"
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      {
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        "from": [
          "5919 Warrington Ave",
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        ],
        "to": "5919 Warrington Ave"
      },
      {
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        "from": [
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        ],
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      {
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        "from": [
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        ],
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