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functionality/funct.py

@@ -27,7 +27,7 @@ def convert_json_to_files(payload):
         country = []
         linkedin_profile = []
         phone_number = []
-        seo_description = []
+        # seo_description = []
         # industry = []
         # seo_keywords = []
         # technology = []
@@ -45,7 +45,7 @@ def convert_json_to_files(payload):
             "Phone Number": phone_number,
             # "Company Size": company_size,
             # "Industry": industry,
-            "SEO description": seo_description,
+            # "SEO description": seo_description,
             # "SEO keywords": seo_keywords,
             # "Technology": technology,
         }
@@ -60,7 +60,7 @@ def convert_json_to_files(payload):
 
             if res is None:
                 continue
-
+            
             people = res["people"]
             print("Total People : ", len(people))
 
@@ -110,6 +110,7 @@ def convert_json_to_files(payload):
         return df, xlsx_file
 
     except Exception as e:
+        print(res)
         print(f"Exception | convert_json_to_files | {str(e)}")
         traceback.print_exc()
         df = pd.DataFrame(data={})

saving_df.json

@@ -1,741 +1,1092 @@
 {
     "Name": [
-        "Rehan Hussain",
-        "Shubh Mukherji",
-        "Yuliia Zolotarova",
-        "Grace Kurzbauer",
-        "Guillaume Wissocq",
-        "Jasmine Jiang",
-        "Ryan Harbi",
-        "Olga Ozbey",
-        "Philipp Benke",
-        "Jacob A",
-        "Ammar Naseem",
-        "Jani Torppa",
-        "Jerry Wong",
-        "Markus Wieslander",
-        "Priyanka Sood",
-        "Jyoti Rani",
-        "Tom Cui",
-        "Nitisha Chand",
-        "Filip Dudajek",
-        "Priya Chaudhary",
-        "Simran Lamba",
-        "Kyra Broadbent",
-        "Abbhinav Jain",
-        "Arisha Shaikh",
-        "Marat Sabitov",
-        "Ali Abbas",
-        "Christopher Dsouza",
-        "Kylee V",
-        "Ankita Gulve",
-        "Katarzyna Dlugosz",
-        "Yaroslav Morozov",
-        "Kamaljit Saini",
-        "Recruiter",
-        "Shivali Chouhan",
-        "Shalaka Kothari",
-        "Svarnalatha U",
-        "Nidhi Arora",
-        "Adelina Dimitrova",
-        "Luda Yusova",
-        "Mila Solnceva",
-        "Eugene Kruglov",
-        "Kutay Yalcinkaya",
-        "Elina Dimitrova",
-        "Ambreen H.",
-        "Lucie Mlynarova",
-        "Michael N",
-        "Syeda Hassan",
-        "Paulo",
-        "Esra Ugurlu",
-        "Joe R",
-        "Trevor W",
-        "Rishabh Agrawal",
-        "Darren Hall",
-        "Usman Mirza",
-        "Bien F",
-        "Anuvind D",
-        "Anupma Singh",
-        "Preeti C",
-        "Or Levi",
-        "Ashley B",
-        "Hana K.",
-        "Shrey Arora",
-        "Nishad Nazarudeen",
-        "Mackenzie Litts",
-        "Santosh Kumar",
-        "Yana Shcherban",
-        "Jamie-Lee Saunders",
-        "Beverly Tan-Sow",
-        "Apoorva Bhagat",
-        "Rawan Kassis",
-        "Samiksha Joshi",
-        "Katerina Sykorova",
-        "Lauren Klesser",
-        "A G",
-        "Kritika Khunteta",
-        "Rinal Rahman",
-        "Jayanta Singha",
-        "Mary Serena",
-        "Rody Geertsema",
-        "Florian Francois",
-        "Colette Katzen",
-        "Olha Bulka",
-        "Anna Palazova",
-        "Hari Sankarg",
-        "Andrew Khvatov",
-        "Brittney Grieve",
-        "Kalyani Mehta",
-        "Tony L",
-        "Madelaine Knowles",
-        "Antoine Diavet"
+        "Paige Grimstead",
+        "Saurabh Agicent",
+        "Scott F",
+        "Ashley Arnall",
+        "Gene Corrado",
+        "Ashley M",
+        "Adam Grossman",
+        "Cindy D",
+        "Rich R",
+        "David B",
+        "Colton Seitz",
+        "Scott Denton",
+        "Joseph Sacks",
+        "Kim Snead",
+        "Laura L",
+        "Bhawesh B",
+        "Drishti C",
+        "Brian T",
+        "Justin T",
+        "Tahire Edirisinghe",
+        "Matt Ray",
+        "Elsa Brady",
+        "Teja Gopagoni",
+        "Ernest R",
+        "Mike Shaw",
+        "Joyita Hegde",
+        "Jordan Gropper",
+        "Juan Rios",
+        "Mike Mendella",
+        "Ron Morgese",
+        "Katie Wheeler",
+        "Jeff Fowler",
+        "Mike M",
+        "Cindy D",
+        "Regina Guinn",
+        "Ashley Chamness",
+        "Richard T",
+        "Chris Passaretti",
+        "Evan B.",
+        "Sam Merchant",
+        "Elias Uriegas",
+        "Kurt Dusek",
+        "Naresh Kodebathula",
+        "Jude Dachel",
+        "Benjamin Junga",
+        "Aaron Rosenberg",
+        "John Polcari",
+        "Thusi Hettigama",
+        "Dan Connors",
+        "Don W",
+        "Marissa Shea",
+        "Lance Bricca",
+        "Gary S",
+        "Sultana S",
+        "Lori M",
+        "Michael Punkosdy",
+        "Tom Boller",
+        "Jim Lang",
+        "Hayden Aquilon",
+        "Mike V",
+        "Mike P.",
+        "Samira Rose",
+        "Itzel R",
+        "Avalynn A.",
+        "John Geary",
+        "Kayla Wiggins",
+        "Kimberly Spagnuolo",
+        "Grace J",
+        "Sara Duval",
+        "Duncan B",
+        "Jeff Keller",
+        "Chris Haffey",
+        "Beth Twigger",
+        "Arvind Bajpai",
+        "Mike Riccio",
+        "Ann Mooney",
+        "Caroline W",
+        "Austin Smith",
+        "Sean Nesbitt",
+        "Brian Healy",
+        "Roop Kaur",
+        "Pankaj Mahajan",
+        "Matt Herr",
+        "Mark Garner",
+        "James Cannon",
+        "Berjis Patel",
+        "Andre W",
+        "Adam Robertson",
+        "Tim Kelley",
+        "Mick J",
+        "John S",
+        "Brian Wolfson",
+        "Hannah Smith",
+        "Zack L",
+        "Zara Hammad",
+        "Volker Herrmann",
+        "Revathy Elumalai",
+        "Raymond Shupak",
+        "Nicholas Taussig",
+        "Michelle L",
+        "Deepak G",
+        "Rich Radford",
+        "Ty E",
+        "Jason S",
+        "Piyush Kapoor",
+        "Megha V",
+        "Micah Curtis"
     ],
     "First name": [
-        "Rehan",
-        "Shubh",
-        "Yuliia",
-        "Grace",
-        "Guillaume",
-        "Jasmine",
-        "Ryan",
-        "Olga",
-        "Philipp",
-        "Jacob",
-        "Ammar",
-        "Jani",
-        "Jerry",
-        "Markus",
-        "Priyanka",
-        "Jyoti",
-        "Tom",
-        "Nitisha",
-        "Filip",
-        "Priya",
-        "Simran",
-        "Kyra",
-        "Abbhinav",
-        "Arisha",
-        "Marat",
-        "Ali",
-        "Christopher",
-        "Kylee",
-        "Ankita",
-        "Katarzyna",
-        "Yaroslav",
-        "Kamaljit",
-        "Recruiter",
-        "Shivali",
-        "Shalaka",
-        "Svarnalatha",
-        "Nidhi",
-        "Adelina",
-        "Luda",
-        "Mila",
-        "Eugene",
-        "Kutay",
-        "Elina",
-        "Ambreen",
-        "Lucie",
-        "Michael",
-        "Syeda",
-        "Paulo",
-        "Esra",
-        "Joe",
-        "Trevor",
-        "Rishabh",
-        "Darren",
-        "Usman",
-        "Bien",
-        "Anuvind",
-        "Anupma",
-        "Preeti",
-        "Or",
+        "Paige",
+        "Saurabh",
+        "Scott",
+        "Ashley",
+        "Gene",
         "Ashley",
-        "Hana",
-        "Shrey",
-        "Nishad",
-        "Mackenzie",
-        "Santosh",
-        "Yana",
-        "Jamie-Lee",
-        "Beverly",
-        "Apoorva",
-        "Rawan",
-        "Samiksha",
-        "Katerina",
-        "Lauren",
-        "A",
-        "Kritika",
-        "Rinal",
-        "Jayanta",
-        "Mary",
-        "Rody",
-        "Florian",
-        "Colette",
-        "Olha",
-        "Anna",
-        "Hari",
-        "Andrew",
-        "Brittney",
-        "Kalyani",
-        "Tony",
-        "Madelaine",
-        "Antoine"
+        "Adam",
+        "Cindy",
+        "Rich",
+        "David",
+        "Colton",
+        "Scott",
+        "Joseph",
+        "Kim",
+        "Laura",
+        "Bhawesh",
+        "Drishti",
+        "Brian",
+        "Justin",
+        "Tahire",
+        "Matt",
+        "Elsa",
+        "Teja",
+        "Ernest",
+        "Mike",
+        "Joyita",
+        "Jordan",
+        "Juan",
+        "Mike",
+        "Ron",
+        "Katie",
+        "Jeff",
+        "Mike",
+        "Cindy",
+        "Regina",
+        "Ashley",
+        "Richard",
+        "Chris",
+        "Evan",
+        "Sam",
+        "Elias",
+        "Kurt",
+        "Naresh",
+        "Jude",
+        "Benjamin",
+        "Aaron",
+        "John",
+        "Thusi",
+        "Dan",
+        "Don",
+        "Marissa",
+        "Lance",
+        "Gary",
+        "Sultana",
+        "Lori",
+        "Michael",
+        "Tom",
+        "Jim",
+        "Hayden",
+        "Mike",
+        "Mike",
+        "Samira",
+        "Itzel",
+        "Avalynn",
+        "John",
+        "Kayla",
+        "Kimberly",
+        "Grace",
+        "Sara",
+        "Duncan",
+        "Jeff",
+        "Chris",
+        "Beth",
+        "Arvind",
+        "Mike",
+        "Ann",
+        "Caroline",
+        "Austin",
+        "Sean",
+        "Brian",
+        "Roop",
+        "Pankaj",
+        "Matt",
+        "Mark",
+        "James",
+        "Berjis",
+        "Andre",
+        "Adam",
+        "Tim",
+        "Mick",
+        "John",
+        "Brian",
+        "Hannah",
+        "Zack",
+        "Zara",
+        "Volker",
+        "Revathy",
+        "Raymond",
+        "Nicholas",
+        "Michelle",
+        "Deepak",
+        "Rich",
+        "Ty",
+        "Jason",
+        "Piyush",
+        "Megha",
+        "Micah"
+    ],
+    "email": [
+        "pgrimstead@northwindstech.com",
+        "saurabh.agicent@agicent.com",
+        null,
+        "ashley@cloudmellow.com",
+        "gene.corrado@realsoftinc.com",
+        null,
+        "adam@confianzit.com",
+        null,
+        null,
+        null,
+        "colton@zibtek.com",
+        "scott@appdome.com",
+        "joseph.sacks@pingwind.com",
+        "ksnead@northwindstech.com",
+        null,
+        "bhawesh.b@quytech.net",
+        null,
+        null,
+        null,
+        "tahire.edirisinghe@innoveo.com",
+        "mattray@lottiefiles.com",
+        "elsa.brady@xbytesolutions.com",
+        "teja.g@seanergydigital.com",
+        null,
+        "mshaw@ecrm.marketgate.com",
+        "joyita@datumsoftware.com",
+        "jordan@sleeper.app",
+        "juan.rios@gravityitresources.com",
+        "michael.mendella@gravityitresources.com",
+        "ron.morgese@iqzsystems.com",
+        "katie.wheeler@quadmark.com",
+        "jeff.fowler@gravityitresources.com",
+        null,
+        null,
+        "regina.guinn@datumsoftware.com",
+        "ashley.chamness@kizan.com",
+        null,
+        "cpassaretti@gothamtg.com",
+        "evan.beck@aezion.com",
+        "sam.merchant@infodatinc.com",
+        "elias.uriegas@ylconsulting.com",
+        "kurt@appdome.com",
+        "naresh.k@xcubelabs.com",
+        "jude.dachel@gravityitresources.com",
+        "ben.junga@gravityitresources.com",
+        "arosenberg@edgesource.com",
+        "john@appdome.com",
+        "thettigama@lunavi.com",
+        "dan.connors@gravityitresources.com",
+        null,
+        "marissa.shea@tapclicks.com",
+        "lance.bricca@ingenia.com",
+        null,
+        null,
+        null,
+        "michael.punkosdy@commitent.com",
+        "tboller@ciberspring.com",
+        "jim.lang@kellton.com",
+        "haydena@dotsolved.com",
+        null,
+        "michael.pearce@tapclicks.com",
+        "samira@craftedq.com",
+        null,
+        "anilk@aissel.com",
+        "jgeary@decisionpt.com",
+        "kwiggins@spigot.com",
+        "k.spagnuolo@kunzleigh.com",
+        null,
+        "s.duval@kunzleigh.com",
+        null,
+        "jjkeller@elitetechnical.com",
+        "chris.haffey@tensure.io",
+        "beth.twigger@blueoptima.com",
+        "mac@datamanusa.com",
+        "mriccio@spigot.com",
+        "ann.mooney@soltech.net",
+        null,
+        "austin.smith@soltech.net",
+        "sean.nesbitt@prx.org",
+        "brian.healy@kellton.com",
+        "roop@digimantralabs.com",
+        "pmahajan@sibitalent.com",
+        "mherr@nowsecure.com",
+        "mark.garner@aienterprise.com",
+        "jcannon@fnts.com",
+        "bpatel@fnts.com",
+        null,
+        "adamr@abcloudz.com",
+        "tim.kelley@ideaentity.com",
+        null,
+        null,
+        "bwolfson@heitmeyerconsulting.com",
+        "hsmith@empyra.com",
+        null,
+        "zara.hammad@codedistrict.com",
+        "vherrmann@avertra.com",
+        "revathy.elumalai@mobolutions.com",
+        "ray@techmindsllc.com",
+        "nick.taussig@sparsolutions.com",
+        null,
+        null,
+        "rich.radford@injala.com",
+        null,
+        null,
+        "piyush.kapoor@mlogica.com",
+        "megha.v@signitysolutions.com",
+        "mcurtis@towertechusa.com"
     ],
-    "email": [],
     "Company": [
-        "Techmagnate - A Digital Marketing Agency",
-        "Techmagnate - A Digital Marketing Agency",
-        "Mobihunter",
-        "AppAgent / Strategic Growth for Mobile Games",
-        "AppTweak",
-        "ASOtop1",
-        "M&C Saatchi Performance",
-        "SEM",
-        "Phiture",
-        "Gummicube Inc. | App Store Optimization | Big Data Analytics for Mobile App Marketing",
-        "Apic Solutions",
-        "Geeklab",
-        "GoGoChart",
-        "Twigeo",
-        "Shine Dezign Infonet Pvt. Ltd.",
-        "Web Infinite Solutions Pvt. Ltd.",
-        "Sensor Tower",
-        "Studio Mosaic",
-        "Canonical SEO Agency",
-        "NMT Technologies",
-        "iTechnolabs Inc",
-        "Game Marketing Genie",
-        "AdCounty Media",
-        "Octalyte",
-        "Digital Pill",
-        "Octalyte",
-        "Next Labs",
-        "Gummicube Inc. | App Store Optimization | Big Data Analytics for Mobile App Marketing",
-        "Puretech Digital",
-        "SplitMetrics",
-        "Appbooster",
-        "Puretech Digital",
-        "Sevenstar Websolutions",
-        "Core Techies",
-        "Zetta Computech",
-        "HyperBrainz Media Inc.",
-        "Naxtre Technologies Pvt. Ltd.",
-        "Netpeak Bulgaria Digital Marketing Agency",
-        "Extrawest",
-        "Extrawest",
-        "AppFollow",
-        "MobileAction",
-        "Zariba Group",
-        "Content Arcade",
-        "AppAgent / Strategic Growth for Mobile Games",
-        "Liberteenz",
-        "TresLogics",
-        "AppTweak",
-        "SEM",
-        "Airship",
-        "MessApps",
-        "Studio Mosaic",
-        "M&C Saatchi Performance",
-        "InfoVibes Ltd",
-        "data.ai (by Sensor Tower)",
-        "Mikano IT Solutions",
-        "Techmagnate - A Digital Marketing Agency",
-        "data.ai (by Sensor Tower)",
-        "aplica",
-        "Sensor Tower",
-        "Sensor Tower",
-        "Phiture",
-        "Centre Source",
-        "Airship",
-        "M&C Saatchi Performance",
-        "App Growth Summit\u00ae",
-        "Polar Bear",
-        "Sensor Tower",
-        "Studio Mosaic",
-        "Adcreators MENA (Born Creators Group)",
-        "Hiigher\u00ae",
-        "AppAgent / Strategic Growth for Mobile Games",
-        "My Biz Niche",
-        "42matters",
-        "M&C Saatchi Performance",
-        "Centre Source",
-        "M&C Saatchi Performance",
-        "App Growth Summit\u00ae",
-        "Spil Games by Azerion",
-        "AppTweak",
-        "Airship",
-        "SplitMetrics",
-        "Zariba Group",
-        "Analyse Digital",
-        "SplitMetrics",
-        "Airship",
-        "Addon Web Solutions",
-        "data.ai (by Sensor Tower)",
-        "Yodel Mobile - App Growth Marketing Agency of the Year",
-        "Airship"
+        "NorthWinds Technology Solutions",
+        "Agicent",
+        "Stellar Innovations & Solutions Inc.",
+        "CloudMellow",
+        "Real Soft, Inc.",
+        "ECRM",
+        "Confianz Global, Inc.",
+        "Appdome",
+        "SRISYS Inc",
+        "Neptune Software",
+        "Zibtek - Custom Software Development Company",
+        "Appdome",
+        "PingWind Inc. (SDVOSB)",
+        "NorthWinds Technology Solutions",
+        "Happiest Baby (the maker of SNOO)",
+        "Quytech",
+        "Differenz System",
+        "NextRow Digital",
+        "Bitrise",
+        "Innoveo",
+        "LottieFiles",
+        "X-Byte Enterprise Solutions",
+        "Seanergy Digital",
+        "Alobha Technologies Pvt. Ltd",
+        "ECRM",
+        "Datum Technologies Group",
+        "Sleeper",
+        "Gravity IT Resources",
+        "Gravity IT Resources",
+        "IQZ Systems",
+        "Quadmark",
+        "Gravity IT Resources",
+        "Witekio",
+        "Appdome",
+        "Datum Technologies Group",
+        "KiZAN Technologies",
+        "Gravity IT Resources",
+        "Gotham Technology Group",
+        "Aezion, Inc",
+        "Infodat",
+        "Y&L Consulting, Inc.",
+        "Appdome",
+        "[x]cube LABS",
+        "Gravity IT Resources",
+        "Gravity IT Resources",
+        "Edgesource Corporation",
+        "Appdome",
+        "Lunavi",
+        "Gravity IT Resources",
+        "Avtex Solutions",
+        "TapClicks",
+        "Ingenia",
+        "Quest Technology Management",
+        "TapClicks",
+        "DecisionPoint Systems, Inc.",
+        "CommIT Enterprises, Inc.",
+        "Ciberspring",
+        "Kellton",
+        "dotSolved Systems Inc.",
+        "Gravity IT Resources",
+        "TapClicks",
+        "CraftedQ",
+        "Chaucer",
+        "Aissel Technologies",
+        "DecisionPoint Systems, Inc.",
+        "Spigot, Inc.",
+        "Kunz, Leigh & Associates",
+        "DecisionPoint Systems, Inc.",
+        "Kunz, Leigh & Associates",
+        "TapClicks",
+        "Elite Technical",
+        "Tensure",
+        "BlueOptima",
+        "DatamanUSA, LLC",
+        "Spigot, Inc.",
+        "SOLTECH",
+        "Heitmeyer Consulting",
+        "SOLTECH",
+        "PRX",
+        "Kellton",
+        "DigiMantra",
+        "Sibitalent Corp",
+        "NowSecure",
+        "AIEnterprise Inc",
+        "FNTS",
+        "FNTS",
+        "RK Management Consultants, Inc.",
+        "ABCloudz",
+        "Idea Entity",
+        "DecisionPoint Systems, Inc.",
+        "Zoek Marketing",
+        "Heitmeyer Consulting",
+        "Empyra",
+        "Jackpocket",
+        "Code District",
+        "Avertra Corp",
+        "Mobolutions",
+        "Techminds Group LLC",
+        "SPAR Solutions",
+        "Teksouth",
+        "V3iT",
+        "Injala",
+        "Keller Schroeder",
+        "Keller Schroeder",
+        "mLogica",
+        "Signity Software Solutions Pvt. Ltd.",
+        "Tower Tech"
     ],
     "Website Link": [
-        "http://www.techmagnate.com",
-        "http://www.techmagnate.com",
-        "http://www.mobihunter.co",
-        "http://www.appagent.com",
-        "http://www.apptweak.com",
-        "http://www.giga-rapid.com",
-        "http://www.mcsaatchiperformance.com",
-        "http://www.semtr.com",
-        "http://www.phiture.com",
-        "http://www.gummicube.com",
-        null,
-        "http://www.geeklab.app",
-        "http://www.gogochart.com",
-        "http://www.twigeo.com",
-        "http://www.shinedezign.com",
-        "http://www.webinfinitesolutions.com",
-        "http://www.sensortower.com",
-        "http://www.studiomosaicapps.com",
-        "http://www.canonical.hr",
-        "http://www.nmttechnologies.com",
-        "http://www.itechnolabs.ca",
-        "http://www.gamemarketinggenie.com",
-        "http://www.adcountymedia.com",
-        null,
-        "http://www.dpill.games",
-        null,
-        "http://www.nextlabs.io",
-        "http://www.gummicube.com",
-        "http://www.puretech.com",
-        "http://www.splitmetrics.com",
-        "http://www.appbooster.com",
-        "http://www.puretech.com",
-        "http://www.sevenstarwebsolutions.com",
-        "http://www.coretechies.com",
-        "http://www.zettacomputech.com",
-        "http://www.hyperbrainz.com",
-        "http://www.naxtre.com",
-        "http://www.netpeak.net",
-        "http://www.extrawest.com",
-        "http://www.extrawest.com",
-        "http://www.appfollow.io",
-        "http://www.mobileaction.co",
-        "http://www.zariba.com",
-        "http://www.contentarcade.com",
-        "http://www.appagent.com",
-        "http://www.v-o-x.io",
-        "http://www.treslogics.com",
-        "http://www.apptweak.com",
-        "http://www.semtr.com",
-        "http://www.airship.com",
-        "http://www.messapps.com",
-        "http://www.studiomosaicapps.com",
-        "http://www.mcsaatchiperformance.com",
-        "http://www.infovibes.co.uk",
-        "http://www.data.ai",
-        "http://www.mikano.in",
-        "http://www.techmagnate.com",
-        "http://www.data.ai",
-        "http://www.aplica.media",
-        "http://www.sensortower.com",
-        "http://www.sensortower.com",
-        "http://www.phiture.com",
-        "http://www.centresource.in",
-        "http://www.airship.com",
-        "http://www.mcsaatchiperformance.com",
-        "http://www.appgrowthsummit.com",
-        "http://www.polarbear.digital",
-        "http://www.sensortower.com",
-        "http://www.studiomosaicapps.com",
-        "http://www.adcreatorsmena.com",
-        "http://www.hiigher.co",
-        "http://www.appagent.com",
-        "http://www.mybizniche.com",
-        "http://www.42matters.com",
-        "http://www.mcsaatchiperformance.com",
-        "http://www.centresource.in",
-        "http://www.mcsaatchiperformance.com",
-        "http://www.appgrowthsummit.com",
-        null,
-        "http://www.apptweak.com",
-        "http://www.airship.com",
-        "http://www.splitmetrics.com",
-        "http://www.zariba.com",
-        "http://www.analysedigital.com",
-        "http://www.splitmetrics.com",
-        "http://www.airship.com",
-        "http://www.addonwebsolutions.com",
-        "http://www.data.ai",
-        "http://www.yodelmobile.com",
-        "http://www.airship.com"
+        "http://www.northwindstech.com",
+        "http://www.agicent.com",
+        "http://www.stellar-innovations.com",
+        "http://www.cloudmellow.com",
+        "http://www.realsoftinc.com",
+        "http://www.marketgate.com",
+        "http://www.confianzit.com",
+        "http://www.appdome.com",
+        "http://www.srisys.com",
+        "http://www.neptune-software.com",
+        "http://www.zibtek.com",
+        "http://www.appdome.com",
+        "http://www.pingwind.com",
+        "http://www.northwindstech.com",
+        "http://www.happiestbaby.com",
+        "http://www.quytech.com",
+        "http://www.differenzsystem.com",
+        "http://www.nextrow.com",
+        "http://www.bitrise.io",
+        "http://www.innoveo.com",
+        "http://www.lottiefiles.com",
+        "http://www.xbytesolutions.com",
+        "http://www.seanergydigital.com",
+        "http://www.alobhatechnologies.com",
+        "http://www.marketgate.com",
+        "http://www.datumtg.com",
+        "http://www.sleeper.com",
+        "http://www.gravityitresources.com",
+        "http://www.gravityitresources.com",
+        "http://www.iqzsystems.com",
+        "http://www.quadmark.com",
+        "http://www.gravityitresources.com",
+        "http://www.witekio.com",
+        "http://www.appdome.com",
+        "http://www.datumtg.com",
+        "http://www.kizan.com",
+        "http://www.gravityitresources.com",
+        "http://www.gothamtg.com",
+        "http://www.aezion.com",
+        "http://www.infodatinc.com",
+        "http://www.ylconsulting.com",
+        "http://www.appdome.com",
+        "http://www.xcubelabs.com",
+        "http://www.gravityitresources.com",
+        "http://www.gravityitresources.com",
+        "http://www.edgesource.com",
+        "http://www.appdome.com",
+        "http://www.lunavi.com",
+        "http://www.gravityitresources.com",
+        null,
+        "http://www.tapclicks.com",
+        "http://www.ingenia.com",
+        "http://www.questsys.com",
+        "http://www.tapclicks.com",
+        "http://www.decisionpt.com",
+        "http://www.commitent.com",
+        "http://www.ciberspring.com",
+        "http://www.kellton.com",
+        "http://www.dotsolved.com",
+        "http://www.gravityitresources.com",
+        "http://www.tapclicks.com",
+        "http://www.craftedq.com",
+        "http://www.chaucerfoods.com",
+        "http://www.aissel.com",
+        "http://www.decisionpt.com",
+        "http://www.spigot.com",
+        "http://www.kunzleigh.com",
+        "http://www.decisionpt.com",
+        "http://www.kunzleigh.com",
+        "http://www.tapclicks.com",
+        "http://www.elitetechnical.com",
+        "http://www.tensure.io",
+        "http://www.blueoptima.com",
+        "http://www.datamanusa.com",
+        "http://www.spigot.com",
+        "http://www.soltech.net",
+        "http://www.heitmeyerconsulting.com",
+        "http://www.soltech.net",
+        "http://www.prx.org",
+        "http://www.kellton.com",
+        "http://www.digimantralabs.com",
+        "http://www.sibitalent.com",
+        "http://www.nowsecure.com",
+        "http://www.aienterprise.com",
+        "http://www.fnts.com",
+        "http://www.fnts.com",
+        "http://www.rkmcinc.com",
+        "http://www.abcloudz.com",
+        "http://www.ideaentity.com",
+        "http://www.decisionpt.com",
+        "http://www.gozoek.com",
+        "http://www.heitmeyerconsulting.com",
+        "http://www.empyra.com",
+        "http://www.jackpocket.com",
+        "http://www.codedistrict.com",
+        "http://www.avertra.com",
+        "http://www.mobolutions.com",
+        "http://www.techmindsllc.com",
+        "http://www.sparsolutions.com",
+        "http://www.teksouth.com",
+        "http://www.v3it.com",
+        "http://www.injala.com",
+        "http://www.kellerschroeder.com",
+        "http://www.kellerschroeder.com",
+        "http://www.mlogica.com",
+        "http://www.signitysolutions.com",
+        "http://www.thetowertech.com"
     ],
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-        "Chief Operating Officer",
-        "Chief Operating Officer",
-        "Chief Operating Officer",
-        "Chief Financial Officer",
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-        "Global Finance Manager",
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-        "Operations Manager",
-        "Operations Manager",
-        "Office Operations Manager",
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-        "Marketing Operations Manager",
-        "Assistant Manager Campaign Operations",
-        "Operations Manager",
-        "Assistant Manager \u2022 Campaign Operations",
-        "Manager, Event Operations & Data Entry",
-        "Manager Finance",
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-        "Administrative Manager/Business Administration/ Human Resources / Employee Engagement / CSR/",
-        "Senior Operations Manager",
-        "Operational Excellence Manager",
-        "Manager, Revenue Operations",
-        "Hr IT manager",
-        "Revenue Finance Systems Manager",
-        "Senior Operations & Project Manager",
-        "Senior Marketing Operations Manager"
+        "Director, Sales & Implementation",
+        "Director Marketing & Sales",
+        "Director of Business Development",
+        "Director of Sales",
+        "Sales Director",
+        "Director Account Management- Grocery",
+        "Director of Customer Success",
+        "Sales Director, North American Market - PNW",
+        "Director of Business Development",
+        "Director, Channels \u2013 Americas",
+        "Director of Partnerships & Client Success",
+        "Sr. Regional Sales Director",
+        "Director, Business Development",
+        "Director, Account Management",
+        "Director, Hospital Partnerships",
+        "Director of Corporate Sales",
+        "Director Of Business Development",
+        "Executive Director of Global Sales",
+        "Director of Customer Success",
+        "Director - Customer Success",
+        "Sales Director",
+        "Director Global Business Development",
+        "Director - Sales & Alliances",
+        "Director of Business Development",
+        "Director, Business Development  Pharmacy & Medical Markets",
+        "Managing Director- Sales and Operations",
+        "Director of Business Development",
+        "Director, Business Development - Strategic Accounts & Federal",
+        "Director, Business Operations - Florida",
+        "Sales Director",
+        "Customer Success Director",
+        "Director of Business Operations",
+        "End-to-end software services, from the chip-to-cloud \u26a1 Sales Director North America",
+        "Sales Director, North American Market - PNW",
+        "Sr. Director of Business Operations",
+        "National Sales Director",
+        "Director of Business Operations",
+        "Director of Sales | Virtualization | Cyber Security | IT Compliance | Cloud | MSP",
+        "Director of Sales",
+        "Director Public Sector Sales",
+        "Director of Sales",
+        "Director of Customer Success - North America",
+        "Associate Director Business Development",
+        "Director of Business Development",
+        "Director, Business Development",
+        "Director of Business Development",
+        "Regional Sales Director",
+        "Director of Business Operations",
+        "Director, Business Development - Greater DC Metro",
+        "Regional Sales Director, Western US",
+        "Sr. Director, Strategic Sales",
+        "Director of Business Development",
+        "Director of Sales",
+        "Director of Sales",
+        "Director Sales Support",
+        "Director Of Business Development",
+        "Sales Director- Technology Services",
+        "Director of Recruiting and Account Management",
+        "Sales Director",
+        "Director, Business Development",
+        "Sales Director",
+        "Director of Channel Partnerships",
+        "Sales and NPI Director",
+        "Director, Global Sales & Business Development",
+        "Sr. Director Rugged Industrial Tablet Sales",
+        "Director of Business Development",
+        "Director Of Business Development",
+        "Director of Sales Administration",
+        "Director of Customer Success",
+        "Director Sales Engineering",
+        "Director, Business Development",
+        "Regional Sales Director",
+        "Customer Success Director - Software Development Metrics",
+        "Director - Client Relations, New Business Development",
+        "Senior Director - Partnerships",
+        "Director Of Business Development",
+        "Director of Business Development & Strategic Solutions",
+        "Director of Business Operations",
+        "Senior Director, Industry Partnerships",
+        "Sales Director",
+        "Director of Sales",
+        "Director Business Development",
+        "Senior Director, Customer Success & Account Management",
+        "Director Of Sales Marketing",
+        "Director Software Sales",
+        "Director Technology Sales - Consulting and Professional Services",
+        "Director of Sales Enablement",
+        "Director of Operations, Solutions, and Account Management",
+        "Director DoD Sales",
+        "Director of Healthcare Sales, Southern California",
+        "Director Of Business Development",
+        "Managing Director of Business Development",
+        "Director of Customer Success",
+        "Director of Partnerships & Marketing",
+        "Director Sales and Marketing",
+        "Director - Customer Success",
+        "Director Of Business Operations",
+        "Director Of Operations And Business Development",
+        "Senior Director, Marketing and Sales Enablement",
+        "Director of Strategic Partnerships",
+        "Director Sales",
+        "Director of Sales & Business Development",
+        "Sales Director",
+        "Director of Strategic Partnerships",
+        "Sales Director",
+        "Sales Director",
+        "Director of Sales"
     ],
     "City": [
+        "Charlottesville",
+        "Acworth",
+        "Fairborn",
+        "Atlanta",
+        "West Windsor Township",
+        "Willoughby",
+        "Charlotte",
+        "Seattle",
+        "Dayton",
+        "Palo Alto",
+        "Salt Lake City",
+        "Dallas",
+        "Arnold",
+        "Roanoke",
+        "San Francisco",
+        "New York",
+        "Milpitas",
+        "Chicago",
+        "San Diego",
+        "New York",
+        "Austin",
+        "Houston",
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+        "Bellingham",
+        "New York",
+        "Atlanta",
+        "New York",
+        "Fort Lauderdale",
+        "Fort Lauderdale",
+        "Boston",
+        "Chattanooga",
+        "Nashville",
+        "Seattle",
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+        "Duluth",
+        "Louisville",
+        "San Diego",
+        "Montvale",
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+        null,
+        "San Antonio",
+        "Denver",
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+        "Ann Arbor",
+        "Clifton",
+        "Haverhill",
+        "Cheyenne",
+        "Arlington",
+        "Irvine",
+        "Longmeadow",
+        "Austin",
+        "Sacramento",
+        "Menlo Park",
+        "Mason",
+        "Charleston",
+        "Boonton",
+        "Stanhope",
+        "Austin",
+        "Columbus",
+        "Denver",
+        "Phoenix",
+        "Los Angeles",
+        null,
+        "Boston",
+        "Fort Myers",
+        "Meridian charter Township",
+        "Santa Ana",
+        "Meridian charter Township",
+        "San Francisco",
+        "Ronkonkoma",
+        "Royersford",
+        "Phoenix",
+        "Denver",
+        "Fort Myers",
+        "Atlanta",
+        "Columbus",
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+        "Minneapolis",
+        "New York",
+        "Orlando",
+        "Plano",
+        "Charlotte",
+        "Dallas",
+        "Overland Park",
+        "Flower Mound",
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+        "Germantown",
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+        null,
+        "Rancho Santa Margarita",
+        "Mount Laurel",
+        "Dallas",
+        "Santa Barbara",
+        "Washington",
+        "New York",
+        "Frisco",
+        "New York",
+        "Atlanta",
+        "Huntsville",
+        "Naperville",
+        "Dallas",
+        "Evansville",
+        "Evansville",
+        "Boston",
+        "Clifton",
+        "Oklahoma City"
+    ],
+    "Country": [
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+    ],
+    "Linkedin Profile": [
+        "http://www.linkedin.com/in/paige-grimstead",
+        "http://www.linkedin.com/in/saurabh-verma-agicent-685120267",
         null,
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+        "http://www.linkedin.com/in/gene-corrado-8158778",
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-        "Istanbul",
-        "Berlin",
-        "San Jose",
-        "Bahawalpur",
-        "Espoo",
-        "Hong Kong",
-        "Stockholm",
+        "http://www.linkedin.com/in/colton-seitz-0a0535126",
+        "http://www.linkedin.com/in/dscottdenton",
+        "http://www.linkedin.com/in/joseph-n-sacks-8427aa18",
+        "http://www.linkedin.com/in/kim-snead-8232682",
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-        "Malerkotla",
+        "http://www.linkedin.com/in/bhawesh-b-180389182",
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-        "Ghaziabad",
-        "Sahibzada Ajit Singh Nagar",
-        "Singapore",
-        "Gurgaon",
-        "Karachi",
-        "Almaty",
-        "Karachi",
-        "Mumbai",
-        "Sacramento",
-        "Mumbai",
+        "http://www.linkedin.com/in/tahir%c3%a9-edirisinghe-508a8823",
+        "http://www.linkedin.com/in/raymatt",
+        "http://www.linkedin.com/in/elsa-brady",
+        "http://www.linkedin.com/in/tejavamsi",
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+        "http://www.linkedin.com/in/mike-shaw-07030",
+        "http://www.linkedin.com/in/joyitahegde",
+        "http://www.linkedin.com/in/jordan-gropper-11399960",
+        "http://www.linkedin.com/in/riosjp",
+        "http://www.linkedin.com/in/michael-mendella-a69280142",
+        "http://www.linkedin.com/in/ronmorgese",
+        "http://www.linkedin.com/in/katiearonat",
+        "http://www.linkedin.com/in/jeff-fowler-9134bb",
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-        "Mumbai",
-        "Hyderabad",
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+        "http://www.linkedin.com/in/reginaguinn",
+        "http://www.linkedin.com/in/achamness",
         null,
+        "http://www.linkedin.com/in/chrispassaretti",
+        "http://www.linkedin.com/in/evanbeck1",
+        "http://www.linkedin.com/in/sam-merchant-3a5290102",
+        "http://www.linkedin.com/in/elias-uriegas-82500516a",
+        "http://www.linkedin.com/in/kurt-dusek",
+        "http://www.linkedin.com/in/naresh-kodebathula-3b57143b",
+        "http://www.linkedin.com/in/jude-dachel-3236201",
+        "http://www.linkedin.com/in/benjamin-junga-34537919",
+        "http://www.linkedin.com/in/aaron-rosenberg-80a46349",
+        "http://www.linkedin.com/in/john-polcari-52a46b14",
+        "http://www.linkedin.com/in/thusihettigama",
+        "http://www.linkedin.com/in/danielrconnors",
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-        "Ankara",
+        "http://www.linkedin.com/in/marissa-shea-54605735",
+        "http://www.linkedin.com/in/lance-bricca-301755180",
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-        "Brussels",
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-        "San Francisco",
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-        "Pacifica",
+        "http://www.linkedin.com/in/michael-punkosdy-pmp-18076510a",
+        "http://www.linkedin.com/in/tom-boller-jr",
+        "http://www.linkedin.com/in/jim-lang-0456783",
+        "http://www.linkedin.com/in/haydenaquilon",
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-        "Irvine",
-        "Petah Tikva",
-        "Seal Beach",
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-        "Ernakulam",
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-        "Cape Town",
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-        "Noida",
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-        "Cavite City",
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