doc2vec_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models.doc2vec import Doc2Vec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Doc2vec를 이용하여 할 수 있는 여러 기능들에 대해 정리 해놓은 파일이다.\n",
    "https://radimrehurek.com/gensim/models/doc2vec.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = 'dynamic_analysis\\\\Doc2vec_model_vector30_window15_dm0'\n",
    "model = Doc2Vec.load(model_name) #저장된 모델 부르기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['NtReadFile',\n",
       " 'NtClose',\n",
       " 'LdrGetProcedureAddress',\n",
       " 'NtWriteFile',\n",
       " 'DeleteFileW',\n",
       " 'NtAllocateVirtualMemory',\n",
       " 'NtDelayExecution',\n",
       " 'RegCloseKey',\n",
       " 'SetFilePointer',\n",
       " 'NtFreeVirtualMemory',\n",
       " 'RegOpenKeyExW',\n",
       " 'RegQueryValueExW',\n",
       " 'NtCreateFile',\n",
       " 'NtSetInformationFile',\n",
       " 'GetSystemMetrics',\n",
       " 'Process32NextW',\n",
       " 'DrawTextExW',\n",
       " 'LdrGetDllHandle',\n",
       " 'NtDeviceIoControlFile',\n",
       " 'RegOpenKeyExA',\n",
       " 'ReadProcessMemory',\n",
       " 'CryptDecodeObjectEx',\n",
       " 'GetKeyState',\n",
       " 'LdrLoadDll',\n",
       " 'GetFileAttributesW',\n",
       " '__exception__',\n",
       " 'SetErrorMode',\n",
       " 'FindFirstFileExW',\n",
       " 'NtQueryInformationFile',\n",
       " 'SHGetFolderPathW',\n",
       " 'LoadResource',\n",
       " 'NtQueryDirectoryFile',\n",
       " 'NtQuerySystemInformation',\n",
       " 'FindResourceExW',\n",
       " 'GetForegroundWindow',\n",
       " 'NtGetContextThread',\n",
       " 'GetSystemTimeAsFileTime',\n",
       " 'FindWindowA',\n",
       " 'GetFileSize',\n",
       " 'NtOpenFile',\n",
       " 'NtSetContextThread',\n",
       " 'GetFileType',\n",
       " 'NtUnmapViewOfSection',\n",
       " 'SearchPathW',\n",
       " 'RegEnumValueW',\n",
       " 'NtMapViewOfSection',\n",
       " 'sendto',\n",
       " 'GetAsyncKeyState',\n",
       " 'RegQueryValueExA',\n",
       " 'GetCursorPos',\n",
       " 'GetFileInformationByHandle',\n",
       " 'LoadStringA',\n",
       " 'NtQueryValueKey',\n",
       " 'SetFilePointerEx',\n",
       " 'LoadStringW',\n",
       " 'select',\n",
       " 'CreateThread',\n",
       " 'NtOpenKey',\n",
       " 'NtOpenProcess',\n",
       " 'NtResumeThread',\n",
       " 'socket',\n",
       " 'recv',\n",
       " 'RegCreateKeyExA',\n",
       " 'GetTempPathW',\n",
       " 'NtTerminateProcess',\n",
       " 'LdrUnloadDll',\n",
       " 'gethostbyname',\n",
       " 'RegCreateKeyExW',\n",
       " 'RegEnumKeyW',\n",
       " 'SetEndOfFile',\n",
       " 'SetFileAttributesW',\n",
       " 'InternetReadFile',\n",
       " 'RegSetValueExA',\n",
       " 'NtDuplicateObject',\n",
       " 'NtProtectVirtualMemory',\n",
       " 'FindWindowExA',\n",
       " 'EnumWindows',\n",
       " 'RegSetValueExW',\n",
       " 'NtCreateSection',\n",
       " 'WriteProcessMemory',\n",
       " 'NtReadVirtualMemory',\n",
       " 'RegEnumKeyExA',\n",
       " 'GetFileSizeEx',\n",
       " 'SHGetSpecialFolderLocation',\n",
       " 'CreateToolhelp32Snapshot',\n",
       " 'CreateProcessInternalW',\n",
       " 'DrawTextExA',\n",
       " 'NtCreateMutant',\n",
       " 'DeviceIoControl',\n",
       " 'SizeofResource',\n",
       " 'timeGetTime',\n",
       " 'Process32FirstW',\n",
       " 'ioctlsocket',\n",
       " 'Module32NextW',\n",
       " 'SetFileTime',\n",
       " 'CryptAcquireContextA',\n",
       " 'FindResourceW',\n",
       " 'SetUnhandledExceptionFilter',\n",
       " 'WSAStartup',\n",
       " 'OutputDebugStringA',\n",
       " 'Thread32Next',\n",
       " 'RegEnumKeyExW',\n",
       " 'setsockopt',\n",
       " 'GetShortPathNameW',\n",
       " 'GetTimeZoneInformation',\n",
       " 'CreateDirectoryW',\n",
       " 'connect',\n",
       " 'HttpSendRequestW',\n",
       " 'WSARecv',\n",
       " 'CreateActCtxW',\n",
       " 'closesocket',\n",
       " 'RegEnumValueA',\n",
       " 'LookupPrivilegeValueW',\n",
       " 'FindResourceA',\n",
       " 'GetFileAttributesExW',\n",
       " 'WriteConsoleA',\n",
       " 'CoInitializeEx',\n",
       " 'CoCreateInstance',\n",
       " 'GetComputerNameW',\n",
       " 'GetSystemInfo',\n",
       " 'RegQueryInfoKeyA',\n",
       " 'CryptEncrypt',\n",
       " 'HttpQueryInfoA',\n",
       " 'UuidCreate',\n",
       " 'NtOpenDirectoryObject',\n",
       " 'FindWindowExW',\n",
       " 'NtQueryKey',\n",
       " 'NtOpenMutant',\n",
       " 'FindResourceExA',\n",
       " 'MoveFileWithProgressW',\n",
       " 'CertOpenStore',\n",
       " 'GetSystemWindowsDirectoryA',\n",
       " 'InternetQueryOptionA',\n",
       " 'NtWriteVirtualMemory',\n",
       " 'GetSystemDirectoryW',\n",
       " 'NtEnumerateValueKey',\n",
       " 'InternetSetOptionA',\n",
       " 'CoUninitialize',\n",
       " 'RegQueryInfoKeyW',\n",
       " 'send',\n",
       " 'InternetCloseHandle',\n",
       " 'NtOpenSection',\n",
       " 'WriteConsoleW',\n",
       " 'CryptHashData',\n",
       " 'GetComputerNameA',\n",
       " 'ShellExecuteExW',\n",
       " 'GetSystemDirectoryA',\n",
       " 'OpenSCManagerW',\n",
       " 'GetKeyboardState',\n",
       " 'CryptDecrypt',\n",
       " 'CreateRemoteThread',\n",
       " 'RegDeleteValueW',\n",
       " 'GetVolumePathNamesForVolumeNameW',\n",
       " 'GetVolumeNameForVolumeMountPointW',\n",
       " 'CoGetClassObject',\n",
       " 'NtQueryAttributesFile',\n",
       " 'GetUserNameA',\n",
       " 'SendNotifyMessageW',\n",
       " 'GetSystemWindowsDirectoryW',\n",
       " 'CryptCreateHash',\n",
       " 'CoCreateInstanceEx',\n",
       " 'CreateJobObjectW',\n",
       " 'FindWindowW',\n",
       " 'OpenServiceW',\n",
       " 'InternetCrackUrlA',\n",
       " 'OleInitialize',\n",
       " 'GetNativeSystemInfo',\n",
       " 'getaddrinfo',\n",
       " 'WSARecvFrom',\n",
       " 'NtEnumerateKey',\n",
       " 'HttpSendRequestA',\n",
       " 'InternetConnectA',\n",
       " 'bind',\n",
       " 'HttpOpenRequestA',\n",
       " 'getsockname',\n",
       " 'CopyFileW',\n",
       " 'GetUserNameExW',\n",
       " 'GetFileVersionInfoSizeW',\n",
       " 'Module32FirstW',\n",
       " 'NtQueueApcThread',\n",
       " 'RegDeleteKeyW',\n",
       " 'shutdown',\n",
       " 'GetDiskFreeSpaceW',\n",
       " 'IsDebuggerPresent',\n",
       " 'CopyFileA',\n",
       " 'SetWindowsHookExA',\n",
       " 'GetFileVersionInfoW',\n",
       " 'GetDiskFreeSpaceExW',\n",
       " 'RegDeleteValueA',\n",
       " 'GlobalMemoryStatusEx',\n",
       " 'InternetOpenA',\n",
       " 'EnumServicesStatusA',\n",
       " 'CertControlStore',\n",
       " 'NtSuspendThread',\n",
       " 'CryptAcquireContextW',\n",
       " 'SetStdHandle',\n",
       " 'MessageBoxTimeoutW',\n",
       " 'RegDeleteKeyA',\n",
       " 'InternetCrackUrlW',\n",
       " 'GlobalMemoryStatus',\n",
       " 'DnsQuery_W',\n",
       " 'RtlCreateUserThread',\n",
       " 'GetUserNameW',\n",
       " 'SetWindowsHookExW',\n",
       " 'UnhookWindowsHookEx',\n",
       " 'RemoveDirectoryA',\n",
       " 'IWbemServices_ExecQuery',\n",
       " 'OpenSCManagerA',\n",
       " 'CoInitializeSecurity',\n",
       " 'GetInterfaceInfo',\n",
       " 'NetUserGetInfo',\n",
       " 'InternetOpenW',\n",
       " 'RtlDecompressBuffer',\n",
       " 'recvfrom',\n",
       " 'NtCreateKey',\n",
       " 'MessageBoxTimeoutA',\n",
       " 'GetAdaptersInfo',\n",
       " 'NtOpenThread',\n",
       " 'InternetConnectW',\n",
       " 'HttpOpenRequestW',\n",
       " 'OpenServiceA',\n",
       " 'RemoveDirectoryW',\n",
       " 'NtSetValueKey',\n",
       " 'CryptExportKey',\n",
       " 'LookupAccountSidW',\n",
       " 'ControlService',\n",
       " 'InternetSetStatusCallback',\n",
       " 'InternetOpenUrlA',\n",
       " 'NetGetJoinInformation',\n",
       " 'ObtainUserAgentString',\n",
       " 'WSASendTo',\n",
       " 'CryptGenKey',\n",
       " 'StartServiceW',\n",
       " 'CertCreateCertificateContext',\n",
       " 'SendNotifyMessageA',\n",
       " 'ReadCabinetState',\n",
       " 'CreateDirectoryExW',\n",
       " 'CreateServiceW',\n",
       " 'GetAdaptersAddresses',\n",
       " 'URLDownloadToFileW',\n",
       " 'InternetGetConnectedState',\n",
       " 'InternetOpenUrlW',\n",
       " 'DeleteUrlCacheEntryW',\n",
       " 'StartServiceA',\n",
       " 'NtTerminateThread',\n",
       " 'GetVolumePathNameW',\n",
       " 'Thread32First',\n",
       " 'RegisterHotKey',\n",
       " 'NetShareEnum',\n",
       " 'WSASend',\n",
       " 'FindFirstFileExA',\n",
       " 'NtCreateThread',\n",
       " 'DeleteUrlCacheEntryA',\n",
       " 'CertOpenSystemStoreA',\n",
       " 'CreateServiceA',\n",
       " 'WSASocketA',\n",
       " 'listen',\n",
       " 'RtlAddVectoredExceptionHandler',\n",
       " 'DnsQuery_A',\n",
       " 'CopyFileExW',\n",
       " 'GetAddrInfoW',\n",
       " 'CryptProtectData',\n",
       " 'NtLoadKey']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.index2word#단어의 빈도수 순서대로 나열됨."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['software_0', 'software_1', 'software_2', 'software_3', 'software_4', 'software_5', 'software_6', 'software_7', 'software_8', 'software_9', 'software_10', 'software_11', 'software_12', 'software_13', 'software_14', 'software_15', 'software_16', 'software_17', 'software_18', 'software_19', 'software_20', 'software_21', 'software_22', 'software_23', 'software_24', 'software_25', 'software_26', 'software_27', 'software_28', 'software_29', 'software_30', 'software_31', 'software_32', 'software_33', 'software_34', 'software_35', 'software_36', 'software_37', 'software_38', 'software_39', 'software_40', 'software_41', 'software_42', 'software_43', 'software_44', 'software_45', 'software_46', 'software_47', 'software_48', 'software_49', 'software_50', 'software_51', 'software_52', 'software_53', 'software_54', 'software_55', 'software_56', 'software_57', 'software_58', 'software_59', 'software_60', 'software_61', 'software_62', 'software_63', 'software_64', 'software_65', 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'malware_5576', 'malware_5577', 'malware_5578', 'malware_5579', 'malware_5580', 'malware_5581', 'malware_5582', 'malware_5583', 'malware_5584', 'malware_5585', 'malware_5586', 'malware_5587', 'malware_5588', 'malware_5589', 'malware_5590', 'malware_5591', 'malware_5592', 'malware_5593', 'malware_5594', 'malware_5595', 'malware_5596', 'malware_5597', 'malware_5598', 'malware_5599', 'malware_5600', 'malware_5601', 'malware_5602', 'malware_5603', 'malware_5604', 'malware_5605', 'malware_5606', 'malware_5607', 'malware_5608', 'malware_5609', 'malware_5610', 'malware_5611', 'malware_5612', 'malware_5613', 'malware_5614', 'malware_5615', 'malware_5616', 'malware_5617', 'malware_5618', 'malware_5619', 'malware_5620', 'malware_5621', 'malware_5622', 'malware_5623', 'malware_5624', 'malware_5625', 'malware_5626', 'malware_5627', 'malware_5628', 'malware_5629', 'malware_5630', 'malware_5631', 'malware_5632', 'malware_5633', 'malware_5634', 'malware_5635', 'malware_5636', 'malware_5637', 'malware_5638', 'malware_5639', 'malware_5640', 'malware_5641', 'malware_5642', 'malware_5643', 'malware_5644', 'malware_5645', 'malware_5646', 'malware_5647', 'malware_5648', 'malware_5649', 'malware_5650', 'malware_5651', 'malware_5652', 'malware_5653', 'malware_5654', 'malware_5655', 'malware_5656', 'malware_5657', 'malware_5658', 'malware_5659', 'malware_5660', 'malware_5661', 'malware_5662', 'malware_5663', 'malware_5664', 'malware_5665', 'malware_5666', 'malware_5667', 'malware_5668', 'malware_5669', 'malware_5670', 'malware_5671', 'malware_5672', 'malware_5673', 'malware_5674', 'malware_5675', 'malware_5676', 'malware_5677', 'malware_5678', 'malware_5679', 'malware_5680', 'malware_5681', 'malware_5682', 'malware_5683', 'malware_5684', 'malware_5685', 'malware_5686', 'malware_5687', 'malware_5688', 'malware_5689', 'malware_5690', 'malware_5691', 'malware_5692', 'malware_5693', 'malware_5694', 'malware_5695', 'malware_5696', 'malware_5697', 'malware_5698', 'malware_5699', 'malware_5700', 'malware_5701', 'malware_5702', 'malware_5703', 'malware_5704', 'malware_5705', 'malware_5706', 'malware_5707', 'malware_5708', 'malware_5709', 'malware_5710', 'malware_5711', 'malware_5712', 'malware_5713', 'malware_5714', 'malware_5715', 'malware_5716', 'malware_5717', 'malware_5718', 'malware_5719', 'malware_5720', 'malware_5721', 'malware_5722', 'malware_5723', 'malware_5724', 'malware_5725', 'malware_5726', 'malware_5727', 'malware_5728', 'malware_5729', 'malware_5730', 'malware_5731', 'malware_5732', 'malware_5733', 'malware_5734', 'malware_5735', 'malware_5736', 'malware_5737', 'malware_5738', 'malware_5739', 'malware_5740', 'malware_5741', 'malware_5742', 'malware_5743', 'malware_5744', 'malware_5745', 'malware_5746', 'malware_5747', 'malware_5748', 'malware_5749', 'malware_5750', 'malware_5751', 'malware_5752', 'malware_5753', 'malware_5754', 'malware_5755', 'malware_5756', 'malware_5757', 'malware_5758', 'malware_5759', 'malware_5760', 'malware_5761', 'malware_5762', 'malware_5763', 'malware_5764', 'malware_5765', 'malware_5766', 'malware_5767', 'malware_5768', 'malware_5769', 'malware_5770', 'malware_5771', 'malware_5772', 'malware_5773', 'malware_5774', 'malware_5775', 'malware_5776', 'malware_5777', 'malware_5778', 'malware_5779', 'malware_5780', 'malware_5781', 'malware_5782', 'malware_5783', 'malware_5784', 'malware_5785', 'malware_5786', 'malware_5787', 'malware_5788', 'malware_5789', 'malware_5790', 'malware_5791', 'malware_5792', 'malware_5793', 'malware_5794', 'malware_5795', 'malware_5796', 'malware_5797', 'malware_5798', 'malware_5799', 'malware_5800', 'malware_5801', 'malware_5802', 'malware_5803', 'malware_5804', 'malware_5805', 'malware_5806', 'malware_5807', 'malware_5808', 'malware_5809', 'malware_5810', 'malware_5811', 'malware_5812', 'malware_5813', 'malware_5814', 'malware_5815', 'malware_5816', 'malware_5817', 'malware_5818', 'malware_5819', 'malware_5820', 'malware_5821', 'malware_5822', 'malware_5823', 'malware_5824', 'malware_5825', 'malware_5826', 'malware_5827', 'malware_5828', 'malware_5829', 'malware_5830', 'malware_5831', 'malware_5832', 'malware_5833', 'malware_5834', 'malware_5835', 'malware_5836', 'malware_5837', 'malware_5838', 'malware_5839', 'malware_5840', 'malware_5841', 'malware_5842', 'malware_5843', 'malware_5844', 'malware_5845', 'malware_5846', 'malware_5847', 'malware_5848', 'malware_5849', 'malware_5850', 'malware_5851', 'malware_5852', 'malware_5853', 'malware_5854', 'malware_5855', 'malware_5856', 'malware_5857', 'malware_5858', 'malware_5859', 'malware_5860', 'malware_5861', 'malware_5862', 'malware_5863', 'malware_5864', 'malware_5865', 'malware_5866', 'malware_5867', 'malware_5868', 'malware_5869', 'malware_5870', 'malware_5871', 'malware_5872', 'malware_5873', 'malware_5874', 'malware_5875', 'malware_5876', 'malware_5877', 'malware_5878', 'malware_5879', 'malware_5880', 'malware_5881', 'malware_5882', 'malware_5883', 'malware_5884', 'malware_5885', 'malware_5886', 'malware_5887', 'malware_5888', 'malware_5889', 'malware_5890', 'malware_5891', 'malware_5892', 'malware_5893', 'malware_5894', 'malware_5895', 'malware_5896', 'malware_5897', 'malware_5898', 'malware_5899', 'malware_5900', 'malware_5901', 'malware_5902', 'malware_5903', 'malware_5904', 'malware_5905', 'malware_5906', 'malware_5907', 'malware_5908', 'malware_5909', 'malware_5910', 'malware_5911', 'malware_5912', 'malware_5913', 'malware_5914', 'malware_5915', 'malware_5916', 'malware_5917', 'malware_5918', 'malware_5919', 'malware_5920', 'malware_5921', 'malware_5922', 'malware_5923', 'malware_5924', 'malware_5925', 'malware_5926', 'malware_5927', 'malware_5928', 'malware_5929', 'malware_5930', 'malware_5931', 'malware_5932', 'malware_5933', 'malware_5934', 'malware_5935', 'malware_5936', 'malware_5937', 'malware_5938', 'malware_5939', 'malware_5940', 'malware_5941', 'malware_5942', 'malware_5943', 'malware_5944', 'malware_5945', 'malware_5946', 'malware_5947', 'malware_5948', 'malware_5949', 'malware_5950', 'malware_5951', 'malware_5952', 'malware_5953', 'malware_5954', 'malware_5955', 'malware_5956', 'malware_5957', 'malware_5958', 'malware_5959', 'malware_5960', 'malware_5961', 'malware_5962', 'malware_5963', 'malware_5964', 'malware_5965', 'malware_5966', 'malware_5967', 'malware_5968', 'malware_5969', 'malware_5970', 'malware_5971', 'malware_5972', 'malware_5973', 'malware_5974', 'malware_5975', 'malware_5976', 'malware_5977', 'malware_5978', 'malware_5979', 'malware_5980', 'malware_5981', 'malware_5982', 'malware_5983', 'malware_5984', 'malware_5985', 'malware_5986', 'malware_5987', 'malware_5988', 'malware_5989', 'malware_5990', 'malware_5991', 'malware_5992', 'malware_5993', 'malware_5994', 'malware_5995', 'malware_5996', 'malware_5997', 'malware_5998', 'malware_5999', 'malware_6000', 'malware_6001', 'malware_6002', 'malware_6003', 'malware_6004', 'malware_6005', 'malware_6006', 'malware_6007', 'malware_6008', 'malware_6009', 'malware_6010', 'malware_6011', 'malware_6012', 'malware_6013', 'malware_6014', 'malware_6015', 'malware_6016', 'malware_6017', 'malware_6018', 'malware_6019', 'malware_6020', 'malware_6021', 'malware_6022', 'malware_6023', 'malware_6024', 'malware_6025', 'malware_6026', 'malware_6027', 'malware_6028', 'malware_6029', 'malware_6030', 'malware_6031', 'malware_6032', 'malware_6033', 'malware_6034', 'malware_6035', 'malware_6036', 'malware_6037', 'malware_6038', 'malware_6039', 'malware_6040', 'malware_6041', 'malware_6042', 'malware_6043', 'malware_6044', 'malware_6045', 'malware_6046', 'malware_6047', 'malware_6048', 'malware_6049', 'malware_6050', 'malware_6051', 'malware_6052', 'malware_6053', 'malware_6054', 'malware_6055'])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.docvecs.doctags.keys()#모델에 붙인 태그를 보여줌."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.04750879,  0.54937816,  0.29126343, ...,  0.44687736,\n",
       "         0.01924895, -0.23204952],\n",
       "       [-0.41048607, -0.4035612 , -0.10444207, ..., -0.06710994,\n",
       "         0.25811142,  0.588968  ],\n",
       "       [-0.51219046, -0.02625495,  0.38170752, ...,  0.5002612 ,\n",
       "        -0.1029879 ,  0.38921705],\n",
       "       ...,\n",
       "       [ 0.13236912,  0.30864066,  0.45943242, ...,  0.1545021 ,\n",
       "         0.06583925, -0.04976761],\n",
       "       [-0.04611998, -0.25544474, -0.05677149, ..., -0.11156287,\n",
       "        -0.14855601, -0.80320823],\n",
       "       [ 0.38967222, -0.0380182 ,  0.25196427, ...,  0.25044185,\n",
       "        -0.9549293 , -1.0138854 ]], dtype=float32)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.docvecs.vectors_docs#각 태그들의 vector 값들을 보여줌."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8863"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.corpus_count#그룹 개수를 보여줌."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'GetSystemTimeAsFileTime': <gensim.models.keyedvectors.Vocab at 0x1eb0c010860>,\n",
       " 'GetFileAttributesW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256278>,\n",
       " 'CreateActCtxW': <gensim.models.keyedvectors.Vocab at 0x1eb0c2562b0>,\n",
       " 'LdrLoadDll': <gensim.models.keyedvectors.Vocab at 0x1eb0c2562e8>,\n",
       " 'NtAllocateVirtualMemory': <gensim.models.keyedvectors.Vocab at 0x1eb0c256320>,\n",
       " 'NtFreeVirtualMemory': <gensim.models.keyedvectors.Vocab at 0x1eb0c256358>,\n",
       " 'LoadStringW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256390>,\n",
       " 'MessageBoxTimeoutW': <gensim.models.keyedvectors.Vocab at 0x1eb0c2563c8>,\n",
       " 'NtTerminateProcess': <gensim.models.keyedvectors.Vocab at 0x1eb0c256400>,\n",
       " 'LdrGetProcedureAddress': <gensim.models.keyedvectors.Vocab at 0x1eb0c256438>,\n",
       " 'LdrGetDllHandle': <gensim.models.keyedvectors.Vocab at 0x1eb0c256470>,\n",
       " 'NtUnmapViewOfSection': <gensim.models.keyedvectors.Vocab at 0x1eb0c2564a8>,\n",
       " 'SetUnhandledExceptionFilter': <gensim.models.keyedvectors.Vocab at 0x1eb0c2564e0>,\n",
       " 'NtClose': <gensim.models.keyedvectors.Vocab at 0x1eb0c256550>,\n",
       " 'GetSystemMetrics': <gensim.models.keyedvectors.Vocab at 0x1eb0c256588>,\n",
       " 'LdrUnloadDll': <gensim.models.keyedvectors.Vocab at 0x1eb0c2565c0>,\n",
       " 'SetErrorMode': <gensim.models.keyedvectors.Vocab at 0x1eb0c2565f8>,\n",
       " 'LoadStringA': <gensim.models.keyedvectors.Vocab at 0x1eb0c256630>,\n",
       " 'OleInitialize': <gensim.models.keyedvectors.Vocab at 0x1eb0c256668>,\n",
       " 'NtQuerySystemInformation': <gensim.models.keyedvectors.Vocab at 0x1eb0c2566a0>,\n",
       " 'GetSystemInfo': <gensim.models.keyedvectors.Vocab at 0x1eb0c2566d8>,\n",
       " 'NtProtectVirtualMemory': <gensim.models.keyedvectors.Vocab at 0x1eb0c256710>,\n",
       " 'SearchPathW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256748>,\n",
       " 'CoCreateInstanceEx': <gensim.models.keyedvectors.Vocab at 0x1eb0c256780>,\n",
       " 'FindResourceExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c2567b8>,\n",
       " 'LoadResource': <gensim.models.keyedvectors.Vocab at 0x1eb0c2567f0>,\n",
       " 'NtOpenKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c256828>,\n",
       " 'NtQueryValueKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c256860>,\n",
       " 'RegOpenKeyExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c256898>,\n",
       " 'SetWindowsHookExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c2568d0>,\n",
       " 'NtCreateFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c256908>,\n",
       " 'GetFileType': <gensim.models.keyedvectors.Vocab at 0x1eb0c256940>,\n",
       " 'SetFilePointer': <gensim.models.keyedvectors.Vocab at 0x1eb0c256978>,\n",
       " 'NtWriteFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c2569b0>,\n",
       " 'GetFileVersionInfoSizeW': <gensim.models.keyedvectors.Vocab at 0x1eb0c2569e8>,\n",
       " 'GetFileVersionInfoW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256a20>,\n",
       " 'NtOpenFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c256a58>,\n",
       " 'RegOpenKeyExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256a90>,\n",
       " 'RegQueryValueExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256ac8>,\n",
       " 'RegCloseKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c256b00>,\n",
       " 'NtCreateSection': <gensim.models.keyedvectors.Vocab at 0x1eb0c256b38>,\n",
       " 'NtMapViewOfSection': <gensim.models.keyedvectors.Vocab at 0x1eb0c256b70>,\n",
       " 'NtQueryInformationFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c256ba8>,\n",
       " 'NtEnumerateValueKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c256be0>,\n",
       " 'SHGetFolderPathW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256c18>,\n",
       " 'GetSystemWindowsDirectoryA': <gensim.models.keyedvectors.Vocab at 0x1eb0c256c50>,\n",
       " 'GetSystemDirectoryA': <gensim.models.keyedvectors.Vocab at 0x1eb0c256c88>,\n",
       " '__exception__': <gensim.models.keyedvectors.Vocab at 0x1eb0c256cc0>,\n",
       " 'FindFirstFileExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256cf8>,\n",
       " 'RegCreateKeyExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c256d30>,\n",
       " 'RegSetValueExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c256d68>,\n",
       " 'GetTempPathW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256da0>,\n",
       " 'GetFileSize': <gensim.models.keyedvectors.Vocab at 0x1eb0c256dd8>,\n",
       " 'SetEndOfFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c256e10>,\n",
       " 'GlobalMemoryStatus': <gensim.models.keyedvectors.Vocab at 0x1eb0c256e48>,\n",
       " 'CoGetClassObject': <gensim.models.keyedvectors.Vocab at 0x1eb0c256e80>,\n",
       " 'GetForegroundWindow': <gensim.models.keyedvectors.Vocab at 0x1eb0c256eb8>,\n",
       " 'DrawTextExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c256ef0>,\n",
       " 'NtDelayExecution': <gensim.models.keyedvectors.Vocab at 0x1eb0c256f28>,\n",
       " 'GetCursorPos': <gensim.models.keyedvectors.Vocab at 0x1eb0c256f60>,\n",
       " 'UnhookWindowsHookEx': <gensim.models.keyedvectors.Vocab at 0x1eb0c256f98>,\n",
       " 'CoUninitialize': <gensim.models.keyedvectors.Vocab at 0x1eb0c256fd0>,\n",
       " 'SetFileTime': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e048>,\n",
       " 'DeleteFileW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e080>,\n",
       " 'CreateProcessInternalW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e0b8>,\n",
       " 'CoInitializeEx': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e0f0>,\n",
       " 'CoCreateInstance': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e128>,\n",
       " 'WSAStartup': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e160>,\n",
       " 'RegQueryValueExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e198>,\n",
       " 'GlobalMemoryStatusEx': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e1d0>,\n",
       " 'NtDuplicateObject': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e208>,\n",
       " 'GetComputerNameW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e240>,\n",
       " 'NtSetInformationFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e278>,\n",
       " 'NtReadFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e2b0>,\n",
       " 'NtOpenMutant': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e2e8>,\n",
       " 'NtCreateMutant': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e320>,\n",
       " 'UuidCreate': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e358>,\n",
       " 'GetTimeZoneInformation': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e390>,\n",
       " 'GetSystemWindowsDirectoryW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e3c8>,\n",
       " 'CreateThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e400>,\n",
       " 'getaddrinfo': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e438>,\n",
       " 'socket': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e4a8>,\n",
       " 'setsockopt': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e4e0>,\n",
       " 'ioctlsocket': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e518>,\n",
       " 'connect': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e588>,\n",
       " 'select': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e5f8>,\n",
       " 'NtDeviceIoControlFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e630>,\n",
       " 'getsockname': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e668>,\n",
       " 'send': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e6d8>,\n",
       " 'recv': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e748>,\n",
       " 'closesocket': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e780>,\n",
       " 'NtResumeThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e7b8>,\n",
       " 'SizeofResource': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e7f0>,\n",
       " 'CreateDirectoryW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e828>,\n",
       " 'RegCreateKeyExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e860>,\n",
       " 'RegSetValueExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e898>,\n",
       " 'bind': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e908>,\n",
       " 'GetSystemDirectoryW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e940>,\n",
       " 'LookupPrivilegeValueW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e978>,\n",
       " 'GetVolumeNameForVolumeMountPointW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e9b0>,\n",
       " 'GetVolumePathNamesForVolumeNameW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25e9e8>,\n",
       " 'RegEnumKeyW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ea20>,\n",
       " 'FindResourceExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ea58>,\n",
       " 'NtQueryKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ea90>,\n",
       " 'GetKeyState': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eac8>,\n",
       " 'FindWindowExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eb00>,\n",
       " 'DrawTextExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eb38>,\n",
       " 'FindResourceW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eb70>,\n",
       " 'GetShortPathNameW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eba8>,\n",
       " 'ShellExecuteExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ebe0>,\n",
       " 'RemoveDirectoryW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ec18>,\n",
       " 'FindWindowW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ec50>,\n",
       " 'GetUserNameW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ec88>,\n",
       " 'NetUserGetInfo': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ecc0>,\n",
       " 'RegDeleteValueW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ecf8>,\n",
       " 'RegDeleteKeyW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ed30>,\n",
       " 'SetFilePointerEx': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ed68>,\n",
       " 'CopyFileW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eda0>,\n",
       " 'NetShareEnum': <gensim.models.keyedvectors.Vocab at 0x1eb0c25edd8>,\n",
       " 'GetFileInformationByHandle': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ee10>,\n",
       " 'DeviceIoControl': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ee48>,\n",
       " 'NtOpenProcess': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ee80>,\n",
       " 'SendNotifyMessageW': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eeb8>,\n",
       " 'NetGetJoinInformation': <gensim.models.keyedvectors.Vocab at 0x1eb0c25eef0>,\n",
       " 'NtOpenSection': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ef28>,\n",
       " 'CoInitializeSecurity': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ef60>,\n",
       " 'EnumWindows': <gensim.models.keyedvectors.Vocab at 0x1eb0c25ef98>,\n",
       " 'CreateRemoteThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c25efd0>,\n",
       " 'SHGetSpecialFolderLocation': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df048>,\n",
       " 'NtQueryDirectoryFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df080>,\n",
       " 'GetFileAttributesExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df0b8>,\n",
       " 'ReadProcessMemory': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df0f0>,\n",
       " 'GetFileSizeEx': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df128>,\n",
       " 'RegEnumKeyExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df160>,\n",
       " 'RegQueryInfoKeyW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df198>,\n",
       " 'RegEnumValueW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df1d0>,\n",
       " 'timeGetTime': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df208>,\n",
       " 'LookupAccountSidW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df240>,\n",
       " 'FindResourceA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df278>,\n",
       " 'GetComputerNameA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df2b0>,\n",
       " 'CopyFileA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df2e8>,\n",
       " 'GetDiskFreeSpaceExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df320>,\n",
       " 'NtSuspendThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df358>,\n",
       " 'NtQueryAttributesFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df390>,\n",
       " 'InternetSetOptionA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df3c8>,\n",
       " 'InternetQueryOptionA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df400>,\n",
       " 'SetWindowsHookExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df438>,\n",
       " 'RegEnumKeyExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df470>,\n",
       " 'RegEnumValueA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df4a8>,\n",
       " 'InternetCrackUrlA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df4e0>,\n",
       " 'InternetOpenA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df518>,\n",
       " 'InternetSetStatusCallback': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df550>,\n",
       " 'InternetConnectA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df588>,\n",
       " 'HttpOpenRequestA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df5c0>,\n",
       " 'HttpSendRequestA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df5f8>,\n",
       " 'OpenSCManagerW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df630>,\n",
       " 'OpenServiceW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df668>,\n",
       " 'OpenSCManagerA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df6a0>,\n",
       " 'EnumServicesStatusA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df6d8>,\n",
       " 'GetUserNameA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df710>,\n",
       " 'RegDeleteValueA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df748>,\n",
       " 'WSARecv': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df7b8>,\n",
       " 'HttpQueryInfoA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df7f0>,\n",
       " 'InternetReadFile': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df828>,\n",
       " 'InternetCrackUrlW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df860>,\n",
       " 'shutdown': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df898>,\n",
       " 'InternetCloseHandle': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df8d0>,\n",
       " 'ObtainUserAgentString': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df908>,\n",
       " 'gethostbyname': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df940>,\n",
       " 'NtQueueApcThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df978>,\n",
       " 'DeleteUrlCacheEntryA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df9b0>,\n",
       " 'MoveFileWithProgressW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4df9e8>,\n",
       " 'GetDiskFreeSpaceW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfa20>,\n",
       " 'SetFileAttributesW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfa58>,\n",
       " 'IsDebuggerPresent': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfa90>,\n",
       " 'GetAsyncKeyState': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfac8>,\n",
       " 'GetNativeSystemInfo': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfb00>,\n",
       " 'InternetOpenW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfb38>,\n",
       " 'InternetConnectW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfb70>,\n",
       " 'HttpOpenRequestW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfba8>,\n",
       " 'HttpSendRequestW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfbe0>,\n",
       " 'CertControlStore': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfc18>,\n",
       " 'CryptAcquireContextA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfc50>,\n",
       " 'CryptAcquireContextW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfc88>,\n",
       " 'CertOpenStore': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfcc0>,\n",
       " 'CryptDecodeObjectEx': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfcf8>,\n",
       " 'CryptCreateHash': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfd30>,\n",
       " 'CryptHashData': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfd68>,\n",
       " 'GetUserNameExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfda0>,\n",
       " 'RtlCreateUserThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfdd8>,\n",
       " 'NtOpenDirectoryObject': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfe10>,\n",
       " 'CreateToolhelp32Snapshot': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfe48>,\n",
       " 'Module32FirstW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfe80>,\n",
       " 'Module32NextW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfeb8>,\n",
       " 'NtOpenThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dfef0>,\n",
       " 'Thread32First': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dff28>,\n",
       " 'Thread32Next': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dff60>,\n",
       " 'NtGetContextThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dff98>,\n",
       " 'MessageBoxTimeoutA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4dffd0>,\n",
       " 'FindWindowExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1048>,\n",
       " 'SendNotifyMessageA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1080>,\n",
       " 'NtEnumerateKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f10b8>,\n",
       " 'CreateServiceW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f10f0>,\n",
       " 'GetAdaptersInfo': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1128>,\n",
       " 'WSASend': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1198>,\n",
       " 'GetInterfaceInfo': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f11d0>,\n",
       " 'RegisterHotKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1208>,\n",
       " 'RemoveDirectoryA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1240>,\n",
       " 'Process32FirstW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1278>,\n",
       " 'Process32NextW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f12b0>,\n",
       " 'RegDeleteKeyA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f12e8>,\n",
       " 'OutputDebugStringA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1320>,\n",
       " 'InternetGetConnectedState': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1358>,\n",
       " 'InternetOpenUrlW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1390>,\n",
       " 'FindWindowA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f13c8>,\n",
       " 'WriteConsoleA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1400>,\n",
       " 'GetVolumePathNameW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1438>,\n",
       " 'NtLoadKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1470>,\n",
       " 'ReadCabinetState': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f14a8>,\n",
       " 'WriteConsoleW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f14e0>,\n",
       " 'NtTerminateThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1518>,\n",
       " 'DnsQuery_W': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1550>,\n",
       " 'OpenServiceA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1588>,\n",
       " 'RegQueryInfoKeyA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f15c0>,\n",
       " 'CryptProtectData': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f15f8>,\n",
       " 'GetKeyboardState': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1630>,\n",
       " 'CryptGenKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1668>,\n",
       " 'CryptExportKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f16a0>,\n",
       " 'CertOpenSystemStoreA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f16d8>,\n",
       " 'GetAdaptersAddresses': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1710>,\n",
       " 'CopyFileExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1748>,\n",
       " 'GetAddrInfoW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1780>,\n",
       " 'CertCreateCertificateContext': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f17b8>,\n",
       " 'sendto': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1828>,\n",
       " 'listen': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1898>,\n",
       " 'recvfrom': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f18d0>,\n",
       " 'WriteProcessMemory': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1908>,\n",
       " 'StartServiceW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1940>,\n",
       " 'IWbemServices_ExecQuery': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1978>,\n",
       " 'NtCreateKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f19b0>,\n",
       " 'NtSetValueKey': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f19e8>,\n",
       " 'CreateJobObjectW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1a20>,\n",
       " 'SetStdHandle': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1a58>,\n",
       " 'InternetOpenUrlA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1a90>,\n",
       " 'WSASocketA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1ac8>,\n",
       " 'FindFirstFileExA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1b00>,\n",
       " 'CreateServiceA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1b38>,\n",
       " 'StartServiceA': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1b70>,\n",
       " 'ControlService': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1ba8>,\n",
       " 'URLDownloadToFileW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1be0>,\n",
       " 'DeleteUrlCacheEntryW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1c18>,\n",
       " 'NtSetContextThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1c50>,\n",
       " 'CreateDirectoryExW': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1c88>,\n",
       " 'CryptDecrypt': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1cc0>,\n",
       " 'NtWriteVirtualMemory': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1cf8>,\n",
       " 'RtlAddVectoredExceptionHandler': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1d30>,\n",
       " 'RtlDecompressBuffer': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1d68>,\n",
       " 'CryptEncrypt': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1da0>,\n",
       " 'NtReadVirtualMemory': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1dd8>,\n",
       " 'DnsQuery_A': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1e10>,\n",
       " 'WSARecvFrom': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1e48>,\n",
       " 'WSASendTo': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1e80>,\n",
       " 'NtCreateThread': <gensim.models.keyedvectors.Vocab at 0x1eb0c4f1eb8>}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.vocab#모델의 단어들을 보여줌."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'software_0': Doctag(offset=0, word_count=38, doc_count=1),\n",
       " 'software_1': Doctag(offset=1, word_count=860, doc_count=1),\n",
       " 'software_2': Doctag(offset=2, word_count=33, doc_count=1),\n",
       " 'software_3': Doctag(offset=3, word_count=3, doc_count=1),\n",
       " 'software_4': Doctag(offset=4, word_count=203, doc_count=1),\n",
       " 'software_5': Doctag(offset=5, word_count=2330, doc_count=1),\n",
       " 'software_6': Doctag(offset=6, word_count=39, doc_count=1),\n",
       " 'software_7': Doctag(offset=7, word_count=2272, doc_count=1),\n",
       " 'software_8': Doctag(offset=8, word_count=39, doc_count=1),\n",
       " 'software_9': Doctag(offset=9, word_count=74, doc_count=1),\n",
       " 'software_10': Doctag(offset=10, word_count=39, doc_count=1),\n",
       " 'software_11': Doctag(offset=11, word_count=24049, doc_count=1),\n",
       " 'software_12': Doctag(offset=12, word_count=76, doc_count=1),\n",
       " 'software_13': Doctag(offset=13, word_count=16627, doc_count=1),\n",
       " 'software_14': Doctag(offset=14, word_count=39, doc_count=1),\n",
       " 'software_15': Doctag(offset=15, word_count=8285, doc_count=1),\n",
       " 'software_16': Doctag(offset=16, word_count=1717, doc_count=1),\n",
       " 'software_17': Doctag(offset=17, word_count=38, doc_count=1),\n",
       " 'software_18': Doctag(offset=18, word_count=39, doc_count=1),\n",
       " 'software_19': Doctag(offset=19, word_count=39, doc_count=1),\n",
       " 'software_20': Doctag(offset=20, word_count=15, doc_count=1),\n",
       " 'software_21': Doctag(offset=21, word_count=1, doc_count=1),\n",
       " 'software_22': Doctag(offset=22, word_count=38, doc_count=1),\n",
       " 'software_23': Doctag(offset=23, word_count=39, doc_count=1),\n",
       " 'software_24': Doctag(offset=24, word_count=39, doc_count=1),\n",
       " 'software_25': Doctag(offset=25, word_count=39, doc_count=1),\n",
       " 'software_26': Doctag(offset=26, word_count=415, doc_count=1),\n",
       " 'software_27': Doctag(offset=27, word_count=3, doc_count=1),\n",
       " 'software_28': Doctag(offset=28, word_count=13936, doc_count=1),\n",
       " 'software_29': Doctag(offset=29, word_count=38, doc_count=1),\n",
       " 'software_30': Doctag(offset=30, word_count=35, doc_count=1),\n",
       " 'software_31': Doctag(offset=31, word_count=178, doc_count=1),\n",
       " 'software_32': Doctag(offset=32, word_count=1179, doc_count=1),\n",
       " 'software_33': Doctag(offset=33, word_count=39, doc_count=1),\n",
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       " 'software_861': Doctag(offset=861, word_count=39, doc_count=1),\n",
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       " 'software_863': Doctag(offset=863, word_count=13, doc_count=1),\n",
       " 'software_864': Doctag(offset=864, word_count=316, doc_count=1),\n",
       " 'software_865': Doctag(offset=865, word_count=38, doc_count=1),\n",
       " 'software_866': Doctag(offset=866, word_count=3, doc_count=1),\n",
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       " 'software_869': Doctag(offset=869, word_count=38, doc_count=1),\n",
       " 'software_870': Doctag(offset=870, word_count=38, doc_count=1),\n",
       " 'software_871': Doctag(offset=871, word_count=3, doc_count=1),\n",
       " 'software_872': Doctag(offset=872, word_count=324, doc_count=1),\n",
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       " 'software_874': Doctag(offset=874, word_count=39, doc_count=1),\n",
       " 'software_875': Doctag(offset=875, word_count=22263, doc_count=1),\n",
       " 'software_876': Doctag(offset=876, word_count=137, doc_count=1),\n",
       " 'software_877': Doctag(offset=877, word_count=3, doc_count=1),\n",
       " 'software_878': Doctag(offset=878, word_count=2956, doc_count=1),\n",
       " 'software_879': Doctag(offset=879, word_count=39, doc_count=1),\n",
       " 'software_880': Doctag(offset=880, word_count=38, doc_count=1),\n",
       " 'software_881': Doctag(offset=881, word_count=39, doc_count=1),\n",
       " 'software_882': Doctag(offset=882, word_count=124, doc_count=1),\n",
       " 'software_883': Doctag(offset=883, word_count=67, doc_count=1),\n",
       " 'software_884': Doctag(offset=884, word_count=38, doc_count=1),\n",
       " 'software_885': Doctag(offset=885, word_count=1218, doc_count=1),\n",
       " 'software_886': Doctag(offset=886, word_count=13, doc_count=1),\n",
       " 'software_887': Doctag(offset=887, word_count=992, doc_count=1),\n",
       " 'software_888': Doctag(offset=888, word_count=19, doc_count=1),\n",
       " 'software_889': Doctag(offset=889, word_count=58299, doc_count=1),\n",
       " 'software_890': Doctag(offset=890, word_count=145, doc_count=1),\n",
       " 'software_891': Doctag(offset=891, word_count=463, doc_count=1),\n",
       " 'software_892': Doctag(offset=892, word_count=38, doc_count=1),\n",
       " 'software_893': Doctag(offset=893, word_count=38, doc_count=1),\n",
       " 'software_894': Doctag(offset=894, word_count=68, doc_count=1),\n",
       " 'software_895': Doctag(offset=895, word_count=40, doc_count=1),\n",
       " 'software_896': Doctag(offset=896, word_count=38, doc_count=1),\n",
       " 'software_897': Doctag(offset=897, word_count=39, doc_count=1),\n",
       " 'software_898': Doctag(offset=898, word_count=601, doc_count=1),\n",
       " 'software_899': Doctag(offset=899, word_count=39, doc_count=1),\n",
       " 'software_900': Doctag(offset=900, word_count=20645, doc_count=1),\n",
       " 'software_901': Doctag(offset=901, word_count=2087, doc_count=1),\n",
       " 'software_902': Doctag(offset=902, word_count=13, doc_count=1),\n",
       " 'software_903': Doctag(offset=903, word_count=9950, doc_count=1),\n",
       " 'software_904': Doctag(offset=904, word_count=39, doc_count=1),\n",
       " 'software_905': Doctag(offset=905, word_count=111, doc_count=1),\n",
       " 'software_906': Doctag(offset=906, word_count=8912, doc_count=1),\n",
       " 'software_907': Doctag(offset=907, word_count=82, doc_count=1),\n",
       " 'software_908': Doctag(offset=908, word_count=160, doc_count=1),\n",
       " 'software_909': Doctag(offset=909, word_count=6853, doc_count=1),\n",
       " 'software_910': Doctag(offset=910, word_count=38, doc_count=1),\n",
       " 'software_911': Doctag(offset=911, word_count=3, doc_count=1),\n",
       " 'software_912': Doctag(offset=912, word_count=38, doc_count=1),\n",
       " 'software_913': Doctag(offset=913, word_count=39, doc_count=1),\n",
       " 'software_914': Doctag(offset=914, word_count=75, doc_count=1),\n",
       " 'software_915': Doctag(offset=915, word_count=230, doc_count=1),\n",
       " 'software_916': Doctag(offset=916, word_count=921, doc_count=1),\n",
       " 'software_917': Doctag(offset=917, word_count=289, doc_count=1),\n",
       " 'software_918': Doctag(offset=918, word_count=8082, doc_count=1),\n",
       " 'software_919': Doctag(offset=919, word_count=1365, doc_count=1),\n",
       " 'software_920': Doctag(offset=920, word_count=39, doc_count=1),\n",
       " 'software_921': Doctag(offset=921, word_count=900, doc_count=1),\n",
       " 'software_922': Doctag(offset=922, word_count=38, doc_count=1),\n",
       " 'software_923': Doctag(offset=923, word_count=2801, doc_count=1),\n",
       " 'software_924': Doctag(offset=924, word_count=39, doc_count=1),\n",
       " 'software_925': Doctag(offset=925, word_count=72, doc_count=1),\n",
       " 'software_926': Doctag(offset=926, word_count=39, doc_count=1),\n",
       " 'software_927': Doctag(offset=927, word_count=39, doc_count=1),\n",
       " 'software_928': Doctag(offset=928, word_count=13738, doc_count=1),\n",
       " 'software_929': Doctag(offset=929, word_count=805, doc_count=1),\n",
       " 'software_930': Doctag(offset=930, word_count=2706, doc_count=1),\n",
       " 'software_931': Doctag(offset=931, word_count=3, doc_count=1),\n",
       " 'software_932': Doctag(offset=932, word_count=41, doc_count=1),\n",
       " 'software_933': Doctag(offset=933, word_count=38, doc_count=1),\n",
       " 'software_934': Doctag(offset=934, word_count=38, doc_count=1),\n",
       " 'software_935': Doctag(offset=935, word_count=46, doc_count=1),\n",
       " 'software_936': Doctag(offset=936, word_count=39, doc_count=1),\n",
       " 'software_937': Doctag(offset=937, word_count=38, doc_count=1),\n",
       " 'software_938': Doctag(offset=938, word_count=38, doc_count=1),\n",
       " 'software_939': Doctag(offset=939, word_count=48, doc_count=1),\n",
       " 'software_940': Doctag(offset=940, word_count=39, doc_count=1),\n",
       " 'software_941': Doctag(offset=941, word_count=73, doc_count=1),\n",
       " 'software_942': Doctag(offset=942, word_count=16703, doc_count=1),\n",
       " 'software_943': Doctag(offset=943, word_count=3660, doc_count=1),\n",
       " 'software_944': Doctag(offset=944, word_count=3, doc_count=1),\n",
       " 'software_945': Doctag(offset=945, word_count=788, doc_count=1),\n",
       " 'software_946': Doctag(offset=946, word_count=338, doc_count=1),\n",
       " 'software_947': Doctag(offset=947, word_count=39, doc_count=1),\n",
       " 'software_948': Doctag(offset=948, word_count=2, doc_count=1),\n",
       " 'software_949': Doctag(offset=949, word_count=7338, doc_count=1),\n",
       " 'software_950': Doctag(offset=950, word_count=3, doc_count=1),\n",
       " 'software_951': Doctag(offset=951, word_count=39, doc_count=1),\n",
       " 'software_952': Doctag(offset=952, word_count=38, doc_count=1),\n",
       " 'software_953': Doctag(offset=953, word_count=268, doc_count=1),\n",
       " 'software_954': Doctag(offset=954, word_count=39, doc_count=1),\n",
       " 'software_955': Doctag(offset=955, word_count=1081, doc_count=1),\n",
       " 'software_956': Doctag(offset=956, word_count=38, doc_count=1),\n",
       " 'software_957': Doctag(offset=957, word_count=52, doc_count=1),\n",
       " 'software_958': Doctag(offset=958, word_count=38, doc_count=1),\n",
       " 'software_959': Doctag(offset=959, word_count=38, doc_count=1),\n",
       " 'software_960': Doctag(offset=960, word_count=38, doc_count=1),\n",
       " 'software_961': Doctag(offset=961, word_count=9395, doc_count=1),\n",
       " 'software_962': Doctag(offset=962, word_count=918, doc_count=1),\n",
       " 'software_963': Doctag(offset=963, word_count=273, doc_count=1),\n",
       " 'software_964': Doctag(offset=964, word_count=38038, doc_count=1),\n",
       " 'software_965': Doctag(offset=965, word_count=18804, doc_count=1),\n",
       " 'software_966': Doctag(offset=966, word_count=2801, doc_count=1),\n",
       " 'software_967': Doctag(offset=967, word_count=24552, doc_count=1),\n",
       " 'software_968': Doctag(offset=968, word_count=39, doc_count=1),\n",
       " 'software_969': Doctag(offset=969, word_count=38, doc_count=1),\n",
       " 'software_970': Doctag(offset=970, word_count=18137, doc_count=1),\n",
       " 'software_971': Doctag(offset=971, word_count=32439, doc_count=1),\n",
       " 'software_972': Doctag(offset=972, word_count=38, doc_count=1),\n",
       " 'software_973': Doctag(offset=973, word_count=11266, doc_count=1),\n",
       " 'software_974': Doctag(offset=974, word_count=330, doc_count=1),\n",
       " 'software_975': Doctag(offset=975, word_count=38, doc_count=1),\n",
       " 'software_976': Doctag(offset=976, word_count=27, doc_count=1),\n",
       " 'software_977': Doctag(offset=977, word_count=38, doc_count=1),\n",
       " 'software_978': Doctag(offset=978, word_count=29, doc_count=1),\n",
       " 'software_979': Doctag(offset=979, word_count=10, doc_count=1),\n",
       " 'software_980': Doctag(offset=980, word_count=39, doc_count=1),\n",
       " 'software_981': Doctag(offset=981, word_count=39, doc_count=1),\n",
       " 'software_982': Doctag(offset=982, word_count=1132, doc_count=1),\n",
       " 'software_983': Doctag(offset=983, word_count=3, doc_count=1),\n",
       " 'software_984': Doctag(offset=984, word_count=265, doc_count=1),\n",
       " 'software_985': Doctag(offset=985, word_count=4957, doc_count=1),\n",
       " 'software_986': Doctag(offset=986, word_count=3, doc_count=1),\n",
       " 'software_987': Doctag(offset=987, word_count=21533, doc_count=1),\n",
       " 'software_988': Doctag(offset=988, word_count=399, doc_count=1),\n",
       " 'software_989': Doctag(offset=989, word_count=39, doc_count=1),\n",
       " 'software_990': Doctag(offset=990, word_count=38, doc_count=1),\n",
       " 'software_991': Doctag(offset=991, word_count=38, doc_count=1),\n",
       " 'software_992': Doctag(offset=992, word_count=39, doc_count=1),\n",
       " 'software_993': Doctag(offset=993, word_count=39, doc_count=1),\n",
       " 'software_994': Doctag(offset=994, word_count=38, doc_count=1),\n",
       " 'software_995': Doctag(offset=995, word_count=685, doc_count=1),\n",
       " 'software_996': Doctag(offset=996, word_count=38, doc_count=1),\n",
       " 'software_997': Doctag(offset=997, word_count=39, doc_count=1),\n",
       " 'software_998': Doctag(offset=998, word_count=155, doc_count=1),\n",
       " 'software_999': Doctag(offset=999, word_count=39, doc_count=1),\n",
       " ...}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.docvecs.doctags# tag 을 딕셔너리 형태로 가져옴."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'malware_2193'"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.docvecs.index_to_doctag(5000)#docmodel에 저장되어있는 5000번째 배열의 tag를 가져옴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "#doc2vec 모델을 사용하여 추론을 통해 벡터로 변환\n",
    "vector = model.infer_vector(['c','b','c','d','e','f','g'],\n",
    "                            alpha=0.1,min_alpha=0.01, epochs=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-5.0735390e-03, -9.7864624e-03,  4.3706885e-03,  1.3414830e-03,\n",
       "        2.1754502e-04,  9.3032634e-03, -9.6140746e-03,  4.1586775e-03,\n",
       "        8.6991461e-03, -6.3205473e-03,  8.4570926e-03, -3.4112621e-03,\n",
       "        4.9835569e-03,  5.2397110e-04, -9.1666216e-03,  5.5351979e-03,\n",
       "        2.1978323e-03, -2.4290392e-03, -7.8797759e-03,  2.7940937e-03,\n",
       "       -5.2816672e-03,  5.5652717e-03, -2.3968969e-03,  9.9113276e-03,\n",
       "       -4.5177210e-03, -5.6087589e-03, -8.8794641e-03,  6.5317419e-03,\n",
       "       -7.7500348e-03, -7.4130050e-03,  7.8988848e-03,  6.7730565e-03,\n",
       "       -7.2997580e-03,  4.0157753e-04, -4.3576532e-03,  3.6576337e-05,\n",
       "        1.7475799e-03,  9.4942661e-04,  1.1916109e-03, -6.8924495e-04,\n",
       "        4.5086941e-05, -2.6172022e-03,  8.2311587e-04, -6.8917125e-03,\n",
       "       -9.4057182e-03,  4.1653700e-03,  7.3005091e-03, -6.3247269e-04,\n",
       "        4.1364072e-04,  6.4641391e-03], dtype=float32)"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\0505z\\AppData\\Local\\Programs\\Python\\Python36\\lib\\site-packages\\gensim\\matutils.py:737: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int32 == np.dtype(int).type`.\n",
      "  if np.issubdtype(vec.dtype, np.int):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('software_627', 0.48141834139823914),\n",
       " ('software_490', 0.4801076054573059),\n",
       " ('software_1445', 0.4656241238117218),\n",
       " ('malware_5764', 0.45818597078323364),\n",
       " ('malware_19', 0.45634227991104126),\n",
       " ('software_1500', 0.455814927816391),\n",
       " ('software_593', 0.45508456230163574),\n",
       " ('malware_343', 0.4462183713912964),\n",
       " ('software_372', 0.44376614689826965),\n",
       " ('malware_5595', 0.4390282928943634)]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.docvecs.most_similar([vector]) #벡터와 가장 비슷한 tags 를 반환함."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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