Info 2021-09-28 12:17:30: Experimentation service retrieved: [object Object] User belongs to experiment group 'jupyterTestcf' User belongs to experiment group 'jupyterEnhancedDataViewer' Info 2021-09-28 12:17:30: ZMQ install verified. Info 2021-09-28 12:17:31: No controller, hence notebook communications cannot be initialized for editor file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: Setting setActiveController for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: Intiailize notebook communications for editor file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: Resolving notebook UI Comms (resolve) for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: initialize CommonMessageCoordinator Info 2021-09-28 12:17:32: IPyWidgetMessageDispatcher.initialize Info 2021-09-28 12:17:32: Created and initailized CommonMessageCoordinator Info 2021-09-28 12:17:32: Attach Coordinator for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: KernelProvider switched kernel to id = .jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.-m#ipykernel_launcher Info 2021-09-28 12:17:32: Starting Notebook in kernel.ts id = .jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.-m#ipykernel_launcher Info 2021-09-28 12:17:32: Creating raw notebook for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: Getting preferred kernel for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: Computing working directory file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:32: Connecting to raw session for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb with connection {"kind":"startUsingPythonInterpreter","kernelSpec":{"specFile":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\share\\jupyter\\kernels\\python3\\kernel.json","interpreterPath":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe","name":"python397jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db","argv":["python","-m","ipykernel_launcher","-f","{connection_file}"],"language":"python","path":"python","display_name":"Python 3.9.7 64-bit"},"interpreter":{"sysPrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39","envType":"Global","envName":"","envPath":"","path":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe","architecture":3,"sysVersion":"3.9.7 (tags/v3.9.7:1016ef3, Aug 30 2021, 20:19:38) [MSC v.1929 64 bit (AMD64)]","version":{"raw":"3.9.7","major":3,"minor":9,"patch":7,"build":[],"prerelease":["final","0"]},"companyDisplayName":"PythonCore","displayName":"Python 3.9.7 64-bit"},"id":".jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db.C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe.C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe.-m#ipykernel_launcher"} Info 2021-09-28 12:17:32: Starting raw kernel Python 3.9.7 64-bit Info 2021-09-28 12:17:32: installMissingDependencies C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:17:32: Experiment status for python is {"enabled":true,"optInto":["All"],"optOutFrom":[]} Info 2021-09-28 12:17:33: Loading kernelspec from C:\Users\brmurtau\AppData\Roaming\jupyter\kernels\python3\kernel.json for undefined Silly 2021-09-28 12:17:35: Cached data exists getEnvironmentVariables, Silly 2021-09-28 12:17:35: Cached data exists getEnvironmentVariables, Info 2021-09-28 12:17:35: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list Info 2021-09-28 12:17:35: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list Info 2021-09-28 12:17:35: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -c "import ipykernel" > ~\AppData\Local\Programs\Python\Python39\python.exe -c "import ipykernel" Info 2021-09-28 12:17:35: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -c "import ipykernel" > ~\AppData\Local\Programs\Python\Python39\python.exe -c "import ipykernel" Info 2021-09-28 12:17:36: Install Missing Dependencies, Class name = E, completed in 3983ms, has a falsy return value, Return Value: undefined Info 2021-09-28 12:17:36: Kernel launching with ports 9000,9001,9002,9003,9004. Start port is 9000 Info 2021-09-28 12:17:36: Launching kernel daemon for Python 3.9.7 64-bit # C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:17:36: No custom variables for Kernel as interpreter is not conda, but is Global Info 2021-09-28 12:17:37: Creating daemon process for C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe with env variables count 0 Info 2021-09-28 12:17:37: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -m vscode_datascience_helpers.daemon --daemon-module=vscode_datascience_helpers.kernel_launcher_daemon -v > ~\AppData\Local\Programs\Python\Python39\python.exe -m vscode_datascience_helpers.daemon --daemon-module=vscode_datascience_helpers.kernel_launcher_daemon -v Info 2021-09-28 12:17:37: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -m vscode_datascience_helpers.daemon --daemon-module=vscode_datascience_helpers.kernel_launcher_daemon -v > ~\AppData\Local\Programs\Python\Python39\python.exe -m vscode_datascience_helpers.daemon --daemon-module=vscode_datascience_helpers.kernel_launcher_daemon -v Silly 2021-09-28 12:17:37: Cached data exists getEnvironmentVariables, Info 2021-09-28 12:17:37: Loading kernelspec from C:\Python27\share\jupyter\kernels\python2\kernel.json for C:\Python27\python.exe Info 2021-09-28 12:17:37: Loading kernelspec from C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\share\jupyter\kernels\python3\kernel.json for C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:17:37: Loading kernelspec from c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\share\jupyter\kernels\python3\kernel.json for c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\Scripts\python.exe Info 2021-09-28 12:17:37: Starting kernel from scratch with options {"cwd":"c:\\Users\\brmurtau\\Documents\\VSCode\\PythonSept"} Info 2021-09-28 12:17:37: Python Daemon (pid: 40860): Execute rpc method exec_module in DS Daemon Info 2021-09-28 12:17:37: Python Daemon (pid: 40860): Execute rpc method exec_module from C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:17:37: Python Daemon (pid: 40860): Exec module in DS Kernel Launcher Daemon ipykernel_launcher with args ['--ip=127.0.0.1', '--stdin=9003', '--control=9001', '--hb=9000', '--Session.signature_scheme="hmac-sha256"', '--Session.key=b"bcc95957-9634-48be-92fd-bdfa3bd5cd62"', '--shell=9002', '--transport="tcp"', '--iopub=9004', '--f=C:\\Users\\brmurtau\\AppData\\Local\\Temp\\tmp-40788jRi57Gc7y6Qk.json'] Info 2021-09-28 12:17:37: Python Daemon (pid: 40860): Exec in DS Kernel Launcher Daemon (observable) ipykernel_launcher with args ['--ip=127.0.0.1', '--stdin=9003', '--control=9001', '--hb=9000', '--Session.signature_scheme="hmac-sha256"', '--Session.key=b"bcc95957-9634-48be-92fd-bdfa3bd5cd62"', '--shell=9002', '--transport="tcp"', '--iopub=9004', '--f=C:\\Users\\brmurtau\\AppData\\Local\\Temp\\tmp-40788jRi57Gc7y6Qk.json'] Info 2021-09-28 12:17:37: Python Daemon (pid: 40860): Exec in DS Kernel Launcher Daemon (observable) ['C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe', '-m', 'ipykernel_launcher', '--ip=127.0.0.1', '--stdin=9003', '--control=9001', '--hb=9000', '--Session.signature_scheme="hmac-sha256"', '--Session.key=b"bcc95957-9634-48be-92fd-bdfa3bd5cd62"', '--shell=9002', '--transport="tcp"', '--iopub=9004', '--f=C:\\Users\\brmurtau\\AppData\\Local\\Temp\\tmp-40788jRi57Gc7y6Qk.json'] Info 2021-09-28 12:17:37: Python Daemon (pid: 40860): Exec in DS Kernel Launcher Daemon (observable) Info 2021-09-28 12:17:37: Python Daemon (pid: 40860): Kernel launched, with PID 32608 Warn 2021-09-28 12:17:37: Python Daemon (pid: 40860): Waiting for Kernel to die 32608 Info 2021-09-28 12:17:37: Launching kernel daemon, Class name = f, completed in 749ms, has a truthy return value, Arg 1: , Arg 2: "c:\\Users\\brmurtau\\Documents\\VSCode\\PythonSept", Arg 3: {"specFile":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\share\\jupyter\\kernels\\python3\\kernel.json","interpreterPath":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe","name":"python397jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db","argv":["python","-m","ipykernel_launcher","--ip=127.0.0.1","--stdin=9003","--control=9001","--hb=9000","--Session.signature_scheme=\"hmac-sha256\"","--Session.key=b\"bcc95957-9634-48be-92fd-bdfa3bd5cd62\"","--shell=9002","--transport=\"tcp\"","--iopub=9004","--f=C:\\Users\\brmurtau\\AppData\\Local\\Temp\\tmp-40788jRi57Gc7y6Qk.json"],"language":"python","path":"python","display_name":"Python 3.9.7 64-bit"}, Arg 4: {"sysPrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39","envType":"Global","envName":"","envPath":"","path":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe","architecture":3,"sysVersion":"3.9.7 (tags/v3.9.7:1016ef3, Aug 30 2021, 20:19:38) [MSC v.1929 64 bit (AMD64)]","version":{"raw":"3.9.7","major":3,"minor":9,"patch":7,"build":[],"prerelease":["final","0"]},"companyDisplayName":"PythonCore","displayName":"Python 3.9.7 64-bit"}, Return Value: Info 2021-09-28 12:17:37: Launching kernel in kernelProcess.ts, Class name = y, completed in 750ms, has a truthy return value, Arg 1: "c:\\Users\\brmurtau\\Documents\\VSCode\\PythonSept", Return Value: 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Info 2021-09-28 12:17:37: Find preferred kernel for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb with metadata {"interpreter":{"hash":"3e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db"},"kernelspec":{"display_name":"Python 3.9.7 64-bit","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"metadata":{"interpreter":{"hash":"7118164a812f03e7abaca324470c207028af9f5eb97c564b01cda75823eeb50c"}}} & preferred interpreter 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Python 3.9.7 64-bit ('ipykernel-env': venv) is 2 Info 2021-09-28 12:17:37: findPreferredKernel score for Python 3.9.7 64-bit ('ipykernel-env': venv) is 2 Info 2021-09-28 12:17:37: findPreferredKernel score for Python3, Python 3.9.7 64-bit is 116 Info 2021-09-28 12:17:37: findPreferredKernel score for Python 3.9.7 64-bit is 116 Info 2021-09-28 12:17:37: findKernel found Python 3.9.7 64-bit Info 2021-09-28 12:17:37: Find kernel spec, Class name = x, completed in 7032ms, has a truthy return value, Arg 1: , Arg 2: {"interpreter":{"hash":"3e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db"},"kernelspec":{"display_name":"Python 3.9.7 64-bit","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"metadata":{"interpreter":{"hash":"7118164a812f03e7abaca324470c207028af9f5eb97c564b01cda75823eeb50c"}}}, Arg 3: {"_isCancelled":false,"_emitter":{"_disposed":false,"_listeners":{"_first":{"next":{},"prev":{}},"_last":{"next":{},"prev":{}},"_size":1}}}, Return Value: {"kind":"startUsingPythonInterpreter","kernelSpec":{"specFile":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\share\\jupyter\\kernels\\python3\\kernel.json","interpreterPath":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe","name":"python397jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db","argv":["python","-m","ipykernel_launcher","-f","{connection_file}"],"language":"python","path":"python","display_name":"Python 3.9.7 64-bit"},"interpreter":{"sysPrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39","envType":"Global","envName":"","envPath":"","path":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe","architecture":3,"sysVersion":"3.9.7 (tags/v3.9.7:1016ef3, Aug 30 2021, 20:19:38) [MSC v.1929 64 bit (AMD64)]","version":{"raw":"3.9.7","major":3,"minor":9,"patch":7,"build":[],"prerelease":["final","0"]},"companyDisplayName":"PythonCore","displayName":"Python 3.9.7 64-bit"},"id":".jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db.C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe.C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe.-m#ipykernel_launcher"} Info 2021-09-28 12:17:37: PreferredConnection: .jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.-m#ipykernel_launcher found for NotebookDocument: file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:37: TargetController found ID: .jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.-m#ipykernel_launcher for document file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:37: Setting controller affinity for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb .jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe.-m#ipykernel_launcher Info 2021-09-28 12:17:37: Hiding default kernel spec Python 3 (ipykernel), python Info 2021-09-28 12:17:37: Kernel python2718jvsc74a57bd05c3b02fa24688d32a1d09351b7f8eac82a87272ad081601c73caead00a8e1fc4 matches Python 2.7.18 64-bit (system) based on interpreter path. Info 2021-09-28 12:17:37: Hiding default kernel spec Python 3 (ipykernel), python Info 2021-09-28 12:17:37: Kernel python2718jvsc74a57bd05c3b02fa24688d32a1d09351b7f8eac82a87272ad081601c73caead00a8e1fc4 matches Python 2.7.18 64-bit (system) based on interpreter path. Info 2021-09-28 12:17:39: Process Execution: > c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\Scripts\python.exe -c "import notebook" > c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\Scripts\python.exe -c "import notebook" Info 2021-09-28 12:17:39: Process Execution: > c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\Scripts\python.exe -m pip list > c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\Scripts\python.exe -m pip list Info 2021-09-28 12:17:39: Process Execution: > c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\Scripts\python.exe -c "import jupyter" > c:\Users\brmurtau\Documents\VSCode\PythonSept\jupyter-dbg\ipykernel-env\Scripts\python.exe -c "import jupyter" Info 2021-09-28 12:17:41: KernelProcess output: Content-Length: 381 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\traitlets\\traitlets.py:2196: FutureWarning: Supporting extra quotes around Unicode is deprecated in traitlets 5.0. Use 'hmac-sha256' instead of '\"hmac-sha256\"' \u2013 or use CUnicode.\r\n", "pid": 40860}}Content-Length: 356 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\traitlets\\traitlets.py:2196: FutureWarning: Supporting extra quotes around Unicode is deprecated in traitlets 5.0. Use 'hmac-sha256' instead of '\"hmac-sha256\"' \u2013 or use CUnicode.\r\n"}} Info 2021-09-28 12:17:41: Python Daemon (pid: 40860): write to stderr: C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\traitlets\traitlets.py:2196: FutureWarning: Supporting extra quotes around Unicode is deprecated in traitlets 5.0. Use 'hmac-sha256' instead of '"hmac-sha256"' – or use CUnicode. Info 2021-09-28 12:17:41: KernelProcess output: Content-Length: 117 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: warn(\r\n", "pid": 40860}}Content-Length: 92 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " warn(\r\n"}}Content-Length: 407 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\traitlets\\traitlets.py:2151: FutureWarning: Supporting extra quotes around Bytes is deprecated in traitlets 5.0. Use 'bcc95957-9634-48be-92fd-bdfa3bd5cd62' instead of 'b\"bcc95957-9634-48be-92fd-bdfa3bd5cd62\"'.\r\n", "pid": 40860}}Content-Length: 382 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\traitlets\\traitlets.py:2151: FutureWarning: Supporting extra quotes around Bytes is deprecated in traitlets 5.0. Use 'bcc95957-9634-48be-92fd-bdfa3bd5cd62' instead of 'b\"bcc95957-9634-48be-92fd-bdfa3bd5cd62\"'.\r\n"}}Content-Length: 117 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: warn(\r\n", "pid": 40860}}Content-Length: 92 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " warn(\r\n"}} Warn 2021-09-28 12:17:41: Kernel 40860 as possibly died, StdErr from Kernel Process C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\traitlets\traitlets.py:2196: FutureWarning: Supporting extra quotes around Unicode is deprecated in traitlets 5.0. Use 'hmac-sha256' instead of '"hmac-sha256"' – or use CUnicode. Warn 2021-09-28 12:17:41: StdErr from Kernel Process C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\traitlets\traitlets.py:2196: FutureWarning: Supporting extra quotes around Unicode is deprecated in traitlets 5.0. Use 'hmac-sha256' instead of '"hmac-sha256"' – or use CUnicode. Info 2021-09-28 12:17:41: Python Daemon (pid: 40860): write to stderr: warn( Warn 2021-09-28 12:17:41: Kernel 40860 as possibly died, StdErr from Kernel Process warn( Warn 2021-09-28 12:17:41: StdErr from Kernel Process warn( Info 2021-09-28 12:17:41: Python Daemon (pid: 40860): write to stderr: C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\traitlets\traitlets.py:2151: FutureWarning: Supporting extra quotes around Bytes is deprecated in traitlets 5.0. Use 'bcc95957-9634-48be-92fd-bdfa3bd5cd62' instead of 'b"bcc95957-9634-48be-92fd-bdfa3bd5cd62"'. Warn 2021-09-28 12:17:41: Kernel 40860 as possibly died, StdErr from Kernel Process C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\traitlets\traitlets.py:2151: FutureWarning: Supporting extra quotes around Bytes is deprecated in traitlets 5.0. Use 'bcc95957-9634-48be-92fd-bdfa3bd5cd62' instead of 'b"bcc95957-9634-48be-92fd-bdfa3bd5cd62"'. Warn 2021-09-28 12:17:41: StdErr from Kernel Process C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\traitlets\traitlets.py:2151: FutureWarning: Supporting extra quotes around Bytes is deprecated in traitlets 5.0. Use 'bcc95957-9634-48be-92fd-bdfa3bd5cd62' instead of 'b"bcc95957-9634-48be-92fd-bdfa3bd5cd62"'. Info 2021-09-28 12:17:41: Python Daemon (pid: 40860): write to stderr: warn( Warn 2021-09-28 12:17:41: Kernel 40860 as possibly died, StdErr from Kernel Process warn( Warn 2021-09-28 12:17:41: StdErr from Kernel Process warn( Info 2021-09-28 12:17:41: Raw session started and connected Started kernel Python 3.9.7 64-bit Info 2021-09-28 12:17:41: Finished connecting 4c2d70c7-a908-4424-bd06-d4af63265ce8 Info 2021-09-28 12:17:41: UpdateWorkingDirectoryAndPath in Kernel Info 2021-09-28 12:17:41: Registering commtarget jupyter.widget Info 2021-09-28 12:17:41: IPyWidgetMessageDispatcher.initialize Info 2021-09-28 12:17:41: IPyWidgetScriptSource.initialize Info 2021-09-28 12:17:41: IPyWidgetMessageDispatcher.initialize Info 2021-09-28 12:17:41: changeDirectoryIfPossible Info 2021-09-28 12:17:41: IPyWidgetMessageDispatcher.initialize Info 2021-09-28 12:17:41: IPyWidgetMessageDispatcher.initialize Info 2021-09-28 12:17:41: Waiting for idle on (kernel): d54f1ef9-79af-44fb-8a89-5ea423d90476 -> idle Info 2021-09-28 12:17:41: Finished waiting for idle on (kernel): d54f1ef9-79af-44fb-8a89-5ea423d90476 -> idle Silly 2021-09-28 12:17:42: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:17:42: Cached data exists getEnvironmentVariables, Info 2021-09-28 12:17:42: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list Info 2021-09-28 12:17:42: Process Execution: > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list > ~\AppData\Local\Programs\Python\Python39\python.exe -m pip list Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_32","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.375199Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:42.169000Z","msg_id":"62310624-8f16-49e7-9ac0-cd2ecf01354f","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_33","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.376199Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:42.169000Z","msg_id":"62310624-8f16-49e7-9ac0-cd2ecf01354f","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"0a182366-5db6-403e-98c3-e566f305adcf"},"type":"request","seq":2} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_40","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.499198Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:43.471000Z","msg_id":"315f3423-76a8-41ca-b4b9-1de0e886025a","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":61166}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_41","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.527200Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:43.471000Z","msg_id":"315f3423-76a8-41ca-b4b9-1de0e886025a","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:17:43: [Debug] response: 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{"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:17:43: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_146","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.708199Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:43.493000Z","msg_id":"fa773fdb-fdd0-4b79-b65c-957283edcabf","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_147","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.711199Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:43.493000Z","msg_id":"fa773fdb-fdd0-4b79-b65c-957283edcabf","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_149","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.713201Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:43.576000Z","msg_id":"69338ae9-7cd7-43a9-aa41-18fcf9e1f72e","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_150","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:43.714198Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:43.576000Z","msg_id":"69338ae9-7cd7-43a9-aa41-18fcf9e1f72e","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:43: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:17:43: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:17:43: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"threads","type":"request","seq":41} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":14,"type":"response","request_seq":41,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:17:44: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:17:44: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\1512543305.py"},"breakpoints":[{"line":2}],"sourceModified":false},"type":"request","seq":43} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":15,"type":"response","request_seq":43,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":0,"source":{"name":"Titanic.ipynb, Cell 2","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001"},"line":2}]}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Info 2021-09-28 12:17:44: Loading webview. 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{"command":"stackTrace","arguments":{"threadId":1,"startFrame":0,"levels":1},"type":"request","seq":47} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":32,"type":"response","request_seq":47,"success":true,"command":"stackTrace","body":{"stackFrames":[{"id":4,"name":"","line":2,"column":1,"source":{"path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001","sourceReference":0,"name":"Titanic.ipynb, Cell 2"}}],"totalFrames":1}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"threads","type":"request","seq":48} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":33,"type":"response","request_seq":48,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"scopes","arguments":{"frameId":4},"type":"request","seq":49} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":34,"type":"response","request_seq":49,"success":true,"command":"scopes","body":{"scopes":[{"name":"Locals","variablesReference":5,"expensive":false,"presentationHint":"locals","source":{}},{"name":"Globals","variablesReference":6,"expensive":false,"source":{}}]}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":0,"levels":1},"type":"request","seq":50} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":35,"type":"response","request_seq":50,"success":true,"command":"stackTrace","body":{"stackFrames":[{"id":4,"name":"","line":2,"column":1,"source":{"path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001","sourceReference":0,"name":"Titanic.ipynb, Cell 2"}}],"totalFrames":1}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"scopes","arguments":{"frameId":4},"type":"request","seq":51} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"variables","arguments":{"variablesReference":5},"type":"request","seq":52} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"variables","arguments":{"variablesReference":6},"type":"request","seq":53} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":36,"type":"response","request_seq":51,"success":true,"command":"scopes","body":{"scopes":[{"name":"Locals","variablesReference":5,"expensive":false,"presentationHint":"locals","source":{}},{"name":"Globals","variablesReference":6,"expensive":false,"source":{}}]}} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":37,"type":"response","request_seq":52,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":7},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":8},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15}]}} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":38,"type":"response","request_seq":53,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":17},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":18},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15}]}} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"variables","arguments":{"variablesReference":5},"type":"request","seq":54} Silly 2021-09-28 12:17:44: [Debug] to kernel: {"command":"variables","arguments":{"variablesReference":6},"type":"request","seq":55} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":39,"type":"response","request_seq":54,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":19},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":20},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15}]}} Silly 2021-09-28 12:17:44: [Debug] response: {"seq":40,"type":"response","request_seq":55,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":21},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":22},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15}]}} Silly 2021-09-28 12:17:45: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":1,"levels":19},"type":"request","seq":56} Silly 2021-09-28 12:17:45: [Debug] response: {"seq":41,"type":"response","request_seq":56,"success":true,"command":"stackTrace","body":{"stackFrames":[],"totalFrames":1}} Info 2021-09-28 12:17:45: Interrupt requested & sent for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb in notebookEditor. Info 2021-09-28 12:17:45: Interrupt requested file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:17:45: Interrupt kernel execution Info 2021-09-28 12:17:45: Cancel pending cells Info 2021-09-28 12:17:45: Interrupting kernel: python397jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db Info 2021-09-28 12:17:45: KernelProcess output: Content-Length: 137 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel in DS Daemon", "pid": 40860}} Info 2021-09-28 12:17:45: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel in DS Daemon Info 2021-09-28 12:17:45: KernelProcess output: Content-Length: 205 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel from C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe", "pid": 40860}}Content-Length: 134 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Interrupt kernel in DS Kernel Launcher Daemon", "pid": 40860}}Content-Length: 43 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "id": 2, "result": null} Info 2021-09-28 12:17:45: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel from C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:17:45: Python Daemon (pid: 40860): Interrupt kernel in DS Kernel Launcher Daemon Silly 2021-09-28 12:17:45: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":57} Silly 2021-09-28 12:17:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_228","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:17:45.890377Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:17:45.885000Z","msg_id":"a4723543-de60-4c97-8eed-9eedd8f86815","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":42,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:17:45: [Debug] response: {"seq":43,"type":"response","request_seq":57,"success":true,"command":"disconnect"} Silly 2021-09-28 12:17:45: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":58} Info 2021-09-28 12:17:46: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:17:46: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}} Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:17:46: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:17:46: KernelProcess output: Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:17:46: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:17:46: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:17:46: StdErr from Kernel Process await result Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:17:46: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:17:46: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:17:46: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:17:46: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:17:46: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:17:46: StdErr from Kernel Process self.stop() Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:17:46: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:17:46: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:17:46: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:17:46: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:17:46: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:17:46: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:17:46: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:17:46: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Info 2021-09-28 12:17:46: Web view react rendered Info 2021-09-28 12:17:46: Cancel all remaining cells true || 4 Info 2021-09-28 12:17:46: Cancel pending cells Info 2021-09-28 12:17:46: Searching for token colors ... Info 2021-09-28 12:17:46: Attempting search for colors ... Info 2021-09-28 12:17:46: Loading colors from c:\Users\brmurtau\.vscode-insiders\extensions\dracula-theme.theme-dracula-2.24.0\theme\dracula.json ... Info 2021-09-28 12:17:47: Attempting search for colors ... Info 2021-09-28 12:17:47: Loading base colors from c:\Users\brmurtau\.vscode-insiders\extensions\dracula-theme.theme-dracula-2.24.0\theme\dracula.json ... Info 2021-09-28 12:17:47: Using colors to generate CSS ... 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{"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_424","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:19:27.937954Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:19:27.935000Z","msg_id":"272f70fe-e32b-4ea9-b7a0-76e6a65d2fe4","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:19:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_425","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:19:27.938951Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:19:27.935000Z","msg_id":"272f70fe-e32b-4ea9-b7a0-76e6a65d2fe4","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:19:27: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:19:27: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 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{"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_432","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:19:28.030964Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:19:28.027000Z","msg_id":"48bba168-dde0-4005-b36a-a076f1153330","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50983}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:19:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_433","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:19:28.036953Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:19:28.027000Z","msg_id":"48bba168-dde0-4005-b36a-a076f1153330","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:19:28: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:19:28: [Debug] event: 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RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:19:28: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:19:28: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:19:28: [Debug] to kernel: 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12:19:28: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:19:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_570","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:19:28.612851Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:19:28.604000Z","msg_id":"7f0f111f-773f-4183-9398-1bfaa7f30d7d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":16,"type":"event","event":"stopped","body":{"reason":"breakpoint","threadId":1,"preserveFocusHint":false,"allThreadsStopped":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:19:28: [Debug] response: {"seq":17,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":0,"levels":1},"type":"request","seq":46} Silly 2021-09-28 12:19:28: [Debug] response: {"seq":18,"type":"response","request_seq":46,"success":true,"command":"stackTrace","body":{"stackFrames":[{"id":23,"name":"","line":2,"column":1,"source":{"path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001","sourceReference":0,"name":"Titanic.ipynb, Cell 2"}}],"totalFrames":1}} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":0,"levels":1},"type":"request","seq":47} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"threads","type":"request","seq":48} Silly 2021-09-28 12:19:28: [Debug] response: {"seq":19,"type":"response","request_seq":47,"success":true,"command":"stackTrace","body":{"stackFrames":[{"id":23,"name":"","line":2,"column":1,"source":{"path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001","sourceReference":0,"name":"Titanic.ipynb, Cell 2"}}],"totalFrames":1}} Silly 2021-09-28 12:19:28: [Debug] response: {"seq":20,"type":"response","request_seq":48,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:19:28: [Debug] to kernel: {"command":"scopes","arguments":{"frameId":23},"type":"request","seq":49} Silly 2021-09-28 12:19:28: [Debug] response: 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Info 2021-09-28 12:19:29: Attempting search for colors ... Info 2021-09-28 12:19:29: Loading colors from c:\Users\brmurtau\.vscode-insiders\extensions\dracula-theme.theme-dracula-2.24.0\theme\dracula.json ... Info 2021-09-28 12:19:29: Attempting search for colors ... Info 2021-09-28 12:19:29: Loading base colors from c:\Users\brmurtau\.vscode-insiders\extensions\dracula-theme.theme-dracula-2.24.0\theme\dracula.json ... Info 2021-09-28 12:19:29: Using colors to generate CSS ... Silly 2021-09-28 12:19:30: [Debug] to kernel: {"command":"evaluate","arguments":{"expression":"pandas_profiling","frameId":23,"context":"hover"},"type":"request","seq":57} Silly 2021-09-28 12:19:30: [Debug] response: {"seq":29,"type":"response","request_seq":57,"success":false,"command":"evaluate","message":"Exception occurred during evaluation."} Silly 2021-09-28 12:19:50: [Debug] to kernel: {"command":"evaluate","arguments":{"expression":"sklearn.tree","frameId":23,"context":"hover"},"type":"request","seq":58} Silly 2021-09-28 12:19:50: [Debug] response: {"seq":30,"type":"response","request_seq":58,"success":false,"command":"evaluate","message":"Exception occurred during evaluation."} Silly 2021-09-28 12:20:24: [Debug] to kernel: {"command":"stepIn","arguments":{"threadId":1},"type":"request","seq":59} Silly 2021-09-28 12:20:24: [Debug] response: {"seq":31,"type":"response","request_seq":59,"success":true,"command":"stepIn"} Silly 2021-09-28 12:20:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_615","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:24.360394Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:24.326000Z","msg_id":"fcb6938e-6e86-4c1d-8c78-04573e75a29f","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":32,"type":"event","event":"continued","body":{"threadId":1,"allThreadsContinued":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_616","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:24.361360Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:24.326000Z","msg_id":"fcb6938e-6e86-4c1d-8c78-04573e75a29f","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":33,"type":"event","event":"output","body":{"output":"Frame skipped from debugging during step-in.\nNote: may have been skipped because of \"justMyCode\" option (default == true). 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variables","variablesReference":59},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"np","value":"","type":"module","evaluateName":"np","variablesReference":57},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"pd","value":"","type":"module","evaluateName":"pd","variablesReference":45},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15},{"name":"_VSCODE_builtins","value":"","type":"module","evaluateName":"_VSCODE_builtins","variablesReference":28},{"name":"_VSCODE_getVariableInfo","value":"","type":"function","evaluateName":"_VSCODE_getVariableInfo","variablesReference":29},{"name":"_VSCODE_getVariableProperties","value":"","type":"function","evaluateName":"_VSCODE_getVariableProperties","variablesReference":30},{"name":"_VSCODE_getVariableTypes","value":"","type":"function","evaluateName":"_VSCODE_getVariableTypes","variablesReference":31},{"name":"_VSCODE_json","value":"","type":"module","evaluateName":"_VSCODE_json","variablesReference":32},{"name":"_rwho_ls","value":"['debugpy', 'ipykernel', 'os', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":33}]}} Silly 2021-09-28 12:20:43: [Debug] response: {"seq":57,"type":"response","request_seq":80,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":60},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":61},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"np","value":"","type":"module","evaluateName":"np","variablesReference":57},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"pd","value":"","type":"module","evaluateName":"pd","variablesReference":45},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15},{"name":"_VSCODE_builtins","value":"","type":"module","evaluateName":"_VSCODE_builtins","variablesReference":28},{"name":"_VSCODE_getVariableInfo","value":"","type":"function","evaluateName":"_VSCODE_getVariableInfo","variablesReference":29},{"name":"_VSCODE_getVariableProperties","value":"","type":"function","evaluateName":"_VSCODE_getVariableProperties","variablesReference":30},{"name":"_VSCODE_getVariableTypes","value":"","type":"function","evaluateName":"_VSCODE_getVariableTypes","variablesReference":31},{"name":"_VSCODE_json","value":"","type":"module","evaluateName":"_VSCODE_json","variablesReference":32},{"name":"_rwho_ls","value":"['debugpy', 'ipykernel', 'os', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":33}]}} Silly 2021-09-28 12:20:43: [Debug] response: {"seq":58,"type":"response","request_seq":81,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":62},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":63},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"np","value":"","type":"module","evaluateName":"np","variablesReference":57},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"pd","value":"","type":"module","evaluateName":"pd","variablesReference":45},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15},{"name":"_VSCODE_builtins","value":"","type":"module","evaluateName":"_VSCODE_builtins","variablesReference":28},{"name":"_VSCODE_getVariableInfo","value":"","type":"function","evaluateName":"_VSCODE_getVariableInfo","variablesReference":29},{"name":"_VSCODE_getVariableProperties","value":"","type":"function","evaluateName":"_VSCODE_getVariableProperties","variablesReference":30},{"name":"_VSCODE_getVariableTypes","value":"","type":"function","evaluateName":"_VSCODE_getVariableTypes","variablesReference":31},{"name":"_VSCODE_json","value":"","type":"module","evaluateName":"_VSCODE_json","variablesReference":32},{"name":"_rwho_ls","value":"['debugpy', 'ipykernel', 'os', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":33}]}} Silly 2021-09-28 12:20:43: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":1,"levels":19},"type":"request","seq":82} Silly 2021-09-28 12:20:43: [Debug] response: {"seq":59,"type":"response","request_seq":82,"success":true,"command":"stackTrace","body":{"stackFrames":[],"totalFrames":1}} Silly 2021-09-28 12:20:43: [Debug] to kernel: {"command":"stepIn","arguments":{"threadId":1},"type":"request","seq":83} Silly 2021-09-28 12:20:43: [Debug] response: {"seq":60,"type":"response","request_seq":83,"success":true,"command":"stepIn"} Silly 2021-09-28 12:20:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_692","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:43.721862Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:43.698000Z","msg_id":"c16a5795-8814-4181-b488-ba696145fb05","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":61,"type":"event","event":"continued","body":{"threadId":1,"allThreadsContinued":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Info 2021-09-28 12:20:43: Cancel all remaining cells true || 4 Info 2021-09-28 12:20:43: Cancel pending cells Silly 2021-09-28 12:20:43: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":84} Silly 2021-09-28 12:20:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_697","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:43.833055Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:43.829000Z","msg_id":"bd7c1f96-cae9-46db-8810-a53d08d57cdc","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":62,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:43: [Debug] response: {"seq":63,"type":"response","request_seq":84,"success":true,"command":"disconnect"} Silly 2021-09-28 12:20:43: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":85} Info 2021-09-28 12:20:43: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}} Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:20:43: KernelProcess output: Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:20:43: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:20:43: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:20:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:20:43: StdErr from Kernel Process await result Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:20:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:20:43: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:20:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:20:43: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:20:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:20:43: StdErr from Kernel Process self.stop() Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:20:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:20:43: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:20:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:20:43: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:20:43: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:20:43: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:20:43: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:20:43: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:20:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_731","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:48.668355Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:48.665000Z","msg_id":"45acafdc-ff5a-49b6-8cd5-69994d7b200d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_732","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:48.669351Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:48.665000Z","msg_id":"45acafdc-ff5a-49b6-8cd5-69994d7b200d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:48: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 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{"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_739","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:48.697350Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:48.695000Z","msg_id":"e3cefeff-88c2-4154-b8af-ccdb908c5f12","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":55000}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:20:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:20:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_740","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:48.703350Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:48.695000Z","msg_id":"e3cefeff-88c2-4154-b8af-ccdb908c5f12","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:48: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:20:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_743","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:48.707446Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:48.695000Z","msg_id":"e3cefeff-88c2-4154-b8af-ccdb908c5f12","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:48: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:20:48: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:20:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_750","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:48.713443Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:48.700000Z","msg_id":"3bacd1c8-2021-4257-bf8c-b888924a112b","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:48: [Debug] event: 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to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:20:49: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:20:49: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:20:49: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:20:49: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\1512543305.py"},"breakpoints":[{"line":2}],"sourceModified":false},"type":"request","seq":43} Silly 2021-09-28 12:20:49: [Debug] response: 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'ipykernel', 'np', 'os', 'pd', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":69}]}} Silly 2021-09-28 12:20:51: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":1,"levels":19},"type":"request","seq":80} Silly 2021-09-28 12:20:51: [Debug] response: {"seq":56,"type":"response","request_seq":80,"success":true,"command":"stackTrace","body":{"stackFrames":[],"totalFrames":1}} Silly 2021-09-28 12:20:51: [Debug] to kernel: {"command":"stepIn","arguments":{"threadId":1},"type":"request","seq":81} Silly 2021-09-28 12:20:51: [Debug] response: {"seq":57,"type":"response","request_seq":81,"success":true,"command":"stepIn"} Silly 2021-09-28 12:20:51: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_992","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:51.789478Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:51.764000Z","msg_id":"9eb82c00-448d-4df2-bf20-1c482e9d8036","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":58,"type":"event","event":"continued","body":{"threadId":1,"allThreadsContinued":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Info 2021-09-28 12:20:51: Cancel all remaining cells true || 4 Info 2021-09-28 12:20:51: Cancel pending cells Silly 2021-09-28 12:20:51: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":82} Silly 2021-09-28 12:20:51: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_997","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:51.849115Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:51.845000Z","msg_id":"b911680c-d47f-448a-8387-3d5e3b7cc871","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":59,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:51: [Debug] response: {"seq":60,"type":"response","request_seq":82,"success":true,"command":"disconnect"} Silly 2021-09-28 12:20:51: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":83} Info 2021-09-28 12:20:51: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}} Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:20:51: KernelProcess output: Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:20:51: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:20:51: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:20:51: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:20:51: StdErr from Kernel Process await result Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:20:51: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:20:51: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:20:51: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:20:51: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:20:51: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:20:51: StdErr from Kernel Process self.stop() Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:20:51: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:20:51: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:20:51: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:20:51: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:20:51: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:20:51: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:20:51: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:20:51: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:20:52: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:20:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1054","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:52.833857Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:52.808000Z","msg_id":"eee6bfb8-043d-45ff-afa7-11e7ab4e5039","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1055","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:52.834866Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:52.808000Z","msg_id":"eee6bfb8-043d-45ff-afa7-11e7ab4e5039","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:52: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"1dbe5cac-f69c-4412-b170-b6572aa0e78d"},"type":"request","seq":2} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:20:53: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:20:53: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1062","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:53.030572Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:53.027000Z","msg_id":"f6e5225b-b6c1-432e-9980-a89cd18818b8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":55002}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:53: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1063","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:53.034573Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:53.027000Z","msg_id":"f6e5225b-b6c1-432e-9980-a89cd18818b8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:53: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1066","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:53.038369Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:53.027000Z","msg_id":"f6e5225b-b6c1-432e-9980-a89cd18818b8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:53: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1067","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:53.039366Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:53.027000Z","msg_id":"f6e5225b-b6c1-432e-9980-a89cd18818b8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:53: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1068","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:53.039366Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:53.027000Z","msg_id":"f6e5225b-b6c1-432e-9980-a89cd18818b8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:53: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1069","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:53.040368Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:53.027000Z","msg_id":"f6e5225b-b6c1-432e-9980-a89cd18818b8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 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to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:20:53: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:20:53: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\1512543305.py"},"breakpoints":[{"line":2}],"sourceModified":false},"type":"request","seq":43} Silly 2021-09-28 12:20:53: [Debug] response: 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'ipykernel', 'np', 'os', 'pd', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":103}]}} Silly 2021-09-28 12:20:54: [Debug] to kernel: {"command":"stepIn","arguments":{"threadId":1},"type":"request","seq":79} Silly 2021-09-28 12:20:54: [Debug] response: {"seq":55,"type":"response","request_seq":79,"success":true,"command":"stepIn"} Silly 2021-09-28 12:20:54: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1309","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:54.652649Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:54.633000Z","msg_id":"457c5615-588b-4377-9317-19ec392d8396","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":56,"type":"event","event":"continued","body":{"threadId":1,"allThreadsContinued":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Info 2021-09-28 12:20:54: Cancel all remaining cells true || 4 Info 2021-09-28 12:20:54: Cancel pending cells Silly 2021-09-28 12:20:54: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":80} Silly 2021-09-28 12:20:54: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1314","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:20:54.699647Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:20:54.697000Z","msg_id":"883becd0-b8bf-4435-8da8-7289642e355d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":57,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:20:54: [Debug] response: {"seq":58,"type":"response","request_seq":80,"success":true,"command":"disconnect"} Silly 2021-09-28 12:20:54: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":81} Info 2021-09-28 12:20:54: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}} Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:20:54: KernelProcess output: Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:20:54: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:20:54: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:20:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:20:54: StdErr from Kernel Process await result Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:20:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:20:54: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:20:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:20:54: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:20:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:20:54: StdErr from Kernel Process self.stop() Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:20:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:20:54: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:20:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:20:54: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:20:54: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:20:54: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:20:54: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:20:54: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1348","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.256001Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.253000Z","msg_id":"9dd13e03-e184-4f42-9875-ff308fea11ba","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1349","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.257115Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.253000Z","msg_id":"9dd13e03-e184-4f42-9875-ff308fea11ba","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"c65c7885-9eb2-4fcb-9e7d-c76a120870d8"},"type":"request","seq":2} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1356","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.297051Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.294000Z","msg_id":"a60fbcb8-5d20-49bd-b11b-29cb6bd92cfa","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":55006}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:21:11: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1357","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.301051Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.294000Z","msg_id":"a60fbcb8-5d20-49bd-b11b-29cb6bd92cfa","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1360","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.307195Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.294000Z","msg_id":"a60fbcb8-5d20-49bd-b11b-29cb6bd92cfa","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1361","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.307195Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.294000Z","msg_id":"a60fbcb8-5d20-49bd-b11b-29cb6bd92cfa","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1362","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.308191Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.294000Z","msg_id":"a60fbcb8-5d20-49bd-b11b-29cb6bd92cfa","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1363","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:11.308660Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:11.294000Z","msg_id":"a60fbcb8-5d20-49bd-b11b-29cb6bd92cfa","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 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{"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:21:11: [Debug] response: 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to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":42} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:21:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":44} Silly 2021-09-28 12:21:11: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:21:11: [Debug] to kernel: 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12:21:11: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:21:11: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:21:11: [Debug] event: 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{"command":"disconnect","arguments":{"restart":false},"type":"request","seq":58} Silly 2021-09-28 12:21:13: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1539","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:13.069264Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:13.066000Z","msg_id":"e5146d49-405e-4b0a-98ae-e468d9675e9b","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":32,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:13: [Debug] response: {"seq":33,"type":"response","request_seq":58,"success":true,"command":"disconnect"} Silly 2021-09-28 12:21:13: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":59} Info 2021-09-28 12:21:13: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}} Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:21:13: KernelProcess output: Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:21:13: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:21:13: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:21:13: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:21:13: StdErr from Kernel Process await result Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:21:13: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:21:13: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:21:13: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:21:13: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:21:13: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:21:13: StdErr from Kernel Process self.stop() Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:21:13: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:21:13: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:21:13: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:21:13: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:21:13: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:21:13: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:21:13: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:21:13: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:21:16: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1573","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:16.143990Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:16.129000Z","msg_id":"03f75637-f1f2-42bb-bd17-61975668b1d7","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:16: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1574","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:16.144928Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:16.129000Z","msg_id":"03f75637-f1f2-42bb-bd17-61975668b1d7","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:16: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"1cde3463-5d9f-4cfc-a5b3-d2611b9b96d5"},"type":"request","seq":2} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:21:16: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1581","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:16.167920Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:16.164000Z","msg_id":"4381ce72-5f95-4b44-8438-e217b56995a2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":55009}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:16: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1582","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:16.174939Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:16.164000Z","msg_id":"4381ce72-5f95-4b44-8438-e217b56995a2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:16: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:21:16: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:21:16: [Debug] response: 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{"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:21:16: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:21:16: [Debug] event: 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Silly 2021-09-28 12:21:17: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":59} Info 2021-09-28 12:21:17: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:21:17: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}} Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:21:17: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:21:17: KernelProcess output: Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:21:17: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:21:17: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:21:17: StdErr from Kernel Process await result Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:21:17: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:21:17: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:21:17: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:21:17: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:21:17: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:21:17: StdErr from Kernel Process self.stop() Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:21:17: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:21:17: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:21:17: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:21:17: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:21:17: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:21:17: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:21:17: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:21:17: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1820","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.114719Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.111000Z","msg_id":"9fe8b5a7-7409-4738-ad85-1839c889933f","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1821","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.115729Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.111000Z","msg_id":"9fe8b5a7-7409-4738-ad85-1839c889933f","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"572f043e-060e-4223-aade-9d808fa0e4c2"},"type":"request","seq":2} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1828","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.139022Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.136000Z","msg_id":"2a372497-6c69-4a57-96d5-f44fbb9ae592","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":58301}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1829","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.147013Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.136000Z","msg_id":"2a372497-6c69-4a57-96d5-f44fbb9ae592","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:21:43: [Debug] response: 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{"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:21:43: [Debug] response: 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{"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1934","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.276142Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.142000Z","msg_id":"c6b6ff2c-9ae5-49f5-93c8-7e83c3d4663c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1936","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.277179Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.179000Z","msg_id":"c39ea34e-ae17-4e05-9620-7b5eedfc11a0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1937","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.278178Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.179000Z","msg_id":"c39ea34e-ae17-4e05-9620-7b5eedfc11a0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_1938","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:21:43.278178Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:21:43.179000Z","msg_id":"c39ea34e-ae17-4e05-9620-7b5eedfc11a0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:21:43: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:21:43: [Debug] to kernel: 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RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":41} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:21:43: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":43} Silly 2021-09-28 12:21:43: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:21:43: [Debug] to kernel: 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Info 2021-09-28 12:21:44: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:21:44: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}} Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:21:44: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:21:44: KernelProcess output: Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:21:44: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:21:44: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:21:44: StdErr from Kernel Process await result Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:21:44: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:21:44: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:21:44: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:21:44: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:21:44: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:21:44: StdErr from Kernel Process self.stop() Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:21:44: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:21:44: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:21:44: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:21:44: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:21:44: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:21:44: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:21:44: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:21:44: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Info 2021-09-28 12:21:45: Cancel all remaining cells true || 4 Info 2021-09-28 12:21:45: Cancel pending cells Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2044","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.603784Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.599000Z","msg_id":"2d6a209e-d016-4fa3-9741-26e39c427fc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2045","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.603784Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.599000Z","msg_id":"2d6a209e-d016-4fa3-9741-26e39c427fc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"305ba050-a6f4-4c11-a846-cab3c65a5757"},"type":"request","seq":2} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2052","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.636628Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.633000Z","msg_id":"9cf73054-e6c7-433d-8973-eed1a583e215","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":63711}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2053","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.640629Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.633000Z","msg_id":"9cf73054-e6c7-433d-8973-eed1a583e215","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2056","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.645628Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.633000Z","msg_id":"9cf73054-e6c7-433d-8973-eed1a583e215","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2057","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.645628Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.633000Z","msg_id":"9cf73054-e6c7-433d-8973-eed1a583e215","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2058","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.646632Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.633000Z","msg_id":"9cf73054-e6c7-433d-8973-eed1a583e215","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2059","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:22:10.646632Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:22:10.633000Z","msg_id":"9cf73054-e6c7-433d-8973-eed1a583e215","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:22:10: [Debug] response: 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{"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:22:10: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"threads","type":"request","seq":39} Silly 2021-09-28 12:22:10: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":40} Silly 2021-09-28 12:22:10: [Debug] response: {"seq":14,"type":"response","request_seq":40,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:22:10: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:22:11: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:22:11: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:22:11: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:22:11: [Debug] to kernel: 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self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:22:14: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:22:14: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:22:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:22:14: StdErr from Kernel Process await result Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:22:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:22:14: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:22:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:22:14: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:22:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:22:14: StdErr from Kernel Process self.stop() Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:22:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:22:14: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:22:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:22:14: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:22:14: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:22:14: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:22:14: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:22:14: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2345","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.076129Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.050000Z","msg_id":"54b86d08-186d-4bae-bf7a-fe2db564fdd2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2346","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.077122Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.050000Z","msg_id":"54b86d08-186d-4bae-bf7a-fe2db564fdd2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"5bf5fcef-b64b-4c41-8030-dca33c70857d"},"type":"request","seq":2} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2353","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.134122Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.131000Z","msg_id":"5ce96f54-c3d2-46dc-b03c-6d11171c0010","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":49673}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2354","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.138317Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.131000Z","msg_id":"5ce96f54-c3d2-46dc-b03c-6d11171c0010","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:23:22: [Debug] response: 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{"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2444","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.255841Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.137000Z","msg_id":"ea907683-5d90-491f-874a-be8013cee884","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2445","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.257838Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.137000Z","msg_id":"ea907683-5d90-491f-874a-be8013cee884","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2462","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.280832Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.154000Z","msg_id":"9cfcb77e-d96e-4ca4-831a-54739122affd","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2463","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:23:22.281498Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:23:22.154000Z","msg_id":"9cfcb77e-d96e-4ca4-831a-54739122affd","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"threads","type":"request","seq":41} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":14,"type":"response","request_seq":41,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:23:22: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\1512543305.py"},"breakpoints":[{"line":2}],"sourceModified":false},"type":"request","seq":43} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":15,"type":"response","request_seq":43,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":8,"source":{"name":"Titanic.ipynb, Cell 2","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001"},"line":2}]}} Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Info 2021-09-28 12:23:22: Execute Cells request 1 1 Info 2021-09-28 12:23:22: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:23:22: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:23:22: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:23:22: [Debug] event: 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[Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":86} Silly 2021-09-28 12:23:33: [Debug] response: {} Info 2021-09-28 12:23:33: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:23:33: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most 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{"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}} Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:23:33: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:23:33: KernelProcess output: Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:23:33: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:23:33: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:23:33: StdErr from Kernel Process await result Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:23:33: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:23:33: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:23:33: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:23:33: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:23:33: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:23:33: StdErr from Kernel Process self.stop() Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:23:33: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:23:33: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:23:33: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:23:33: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:23:33: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:23:33: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:23:33: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:23:33: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2659","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.209081Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.204000Z","msg_id":"ab056a59-48e3-4b28-a89d-0f64e0f26b72","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2660","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.209081Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.204000Z","msg_id":"ab056a59-48e3-4b28-a89d-0f64e0f26b72","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"37400317-6c73-4645-a1b4-8f0a72822568"},"type":"request","seq":2} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2667","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.243983Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.241000Z","msg_id":"8f683bcf-6ac6-495e-b216-55bc50bf1b50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":49684}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2668","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.249994Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.241000Z","msg_id":"8f683bcf-6ac6-495e-b216-55bc50bf1b50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2671","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.254945Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.241000Z","msg_id":"8f683bcf-6ac6-495e-b216-55bc50bf1b50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2672","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.254945Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.241000Z","msg_id":"8f683bcf-6ac6-495e-b216-55bc50bf1b50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2673","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.254945Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.241000Z","msg_id":"8f683bcf-6ac6-495e-b216-55bc50bf1b50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_2674","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:02.254945Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:02.241000Z","msg_id":"8f683bcf-6ac6-495e-b216-55bc50bf1b50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"threads","type":"request","seq":39} Silly 2021-09-28 12:24:02: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:24:02: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":40} Silly 2021-09-28 12:24:02: [Debug] response: {"seq":14,"type":"response","request_seq":40,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:24:02: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\1512543305.py"},"breakpoints":[{"line":2}],"sourceModified":false},"type":"request","seq":43} Silly 2021-09-28 12:24:02: [Debug] response: {"seq":15,"type":"response","request_seq":43,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":9,"source":{"name":"Titanic.ipynb, Cell 2","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001"},"line":2}]}} Silly 2021-09-28 12:24:02: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":41} Silly 2021-09-28 12:24:02: [Debug] response: {"seq":41,"type":"response","request_seq":41,"success":true,"command":"configurationDone"} Info 2021-09-28 12:24:02: Execute Cells request 1 1 Info 2021-09-28 12:24:02: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 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'ipykernel', 'np', 'os', 'pandas_profiling', 'pd', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":233}]}} Silly 2021-09-28 12:24:20: [Debug] response: {"seq":238,"type":"response","request_seq":236,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":432},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":433},{"name":"class variables","value":"","type":"","evaluateName":"class 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'ipykernel', 'np', 'os', 'pandas_profiling', 'pd', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":233}]}} Silly 2021-09-28 12:24:20: [Debug] response: {"seq":239,"type":"response","request_seq":237,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":409},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":435},{"name":"class variables","value":"","type":"","evaluateName":"class variables","variablesReference":436},{"name":"ipykernel","value":"","type":"module","evaluateName":"ipykernel","variablesReference":13},{"name":"metrics","value":"","type":"module","evaluateName":"metrics","variablesReference":376},{"name":"np","value":"","type":"module","evaluateName":"np","variablesReference":57},{"name":"os","value":"","type":"module","evaluateName":"os","variablesReference":14},{"name":"pandas_profiling","value":"","type":"module","evaluateName":"pandas_profiling","variablesReference":232},{"name":"pd","value":"","type":"module","evaluateName":"pd","variablesReference":45},{"name":"plt","value":"","type":"module","evaluateName":"plt","variablesReference":402},{"name":"preprocessing","value":"","type":"module","evaluateName":"preprocessing","variablesReference":289},{"name":"random","value":"","type":"module","evaluateName":"random","variablesReference":388},{"name":"sys","value":"","type":"module","evaluateName":"sys","variablesReference":15},{"name":"_VSCODE_builtins","value":"","type":"module","evaluateName":"_VSCODE_builtins","variablesReference":28},{"name":"_VSCODE_getVariableInfo","value":"","type":"function","evaluateName":"_VSCODE_getVariableInfo","variablesReference":29},{"name":"_VSCODE_getVariableProperties","value":"","type":"function","evaluateName":"_VSCODE_getVariableProperties","variablesReference":30},{"name":"_VSCODE_getVariableTypes","value":"","type":"function","evaluateName":"_VSCODE_getVariableTypes","variablesReference":31},{"name":"_VSCODE_json","value":"","type":"module","evaluateName":"_VSCODE_json","variablesReference":32},{"name":"_rwho_ls","value":"['debugpy', 'ipykernel', 'np', 'os', 'pandas_profiling', 'pd', 'sys']","type":"list","evaluateName":"_rwho_ls","variablesReference":233}]}} Silly 2021-09-28 12:24:20: [Debug] to kernel: {"command":"stepIn","arguments":{"threadId":1},"type":"request","seq":238} Silly 2021-09-28 12:24:20: [Debug] response: {"seq":240,"type":"response","request_seq":238,"success":true,"command":"stepIn"} Silly 2021-09-28 12:24:20: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_3417","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:20.564228Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:20.536000Z","msg_id":"bafebf47-2798-4746-b9b8-ff8cf864d426","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":241,"type":"event","event":"continued","body":{"threadId":1,"allThreadsContinued":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Info 2021-09-28 12:24:20: Cancel all remaining cells true || 4 Info 2021-09-28 12:24:20: Cancel pending cells Silly 2021-09-28 12:24:20: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":239} Silly 2021-09-28 12:24:20: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_3422","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:24:20.627112Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:24:20.624000Z","msg_id":"6374af73-c651-4a54-ad89-f0e8e9eb1087","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":242,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:24:20: [Debug] response: {"seq":243,"type":"response","request_seq":239,"success":true,"command":"disconnect"} Silly 2021-09-28 12:24:20: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":240} Info 2021-09-28 12:24:20: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}} Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:24:20: KernelProcess output: Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:24:20: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:24:20: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:24:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:24:20: StdErr from Kernel Process await result Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:24:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:24:20: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:24:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:24:20: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:24:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:24:20: StdErr from Kernel Process self.stop() Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:24:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:24:20: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:24:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:24:20: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:24:20: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:24:20: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:24:20: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:24:20: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:27:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_3551","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:27:52.162127Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:27:52.157000Z","msg_id":"bd825002-8641-40ff-adfa-0c87456f514b","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:27:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_3552","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:27:52.163116Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:27:52.157000Z","msg_id":"bd825002-8641-40ff-adfa-0c87456f514b","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:27:52: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"ed49a6f6-7783-47e8-9cf8-0aa06f9e2ab1"},"type":"request","seq":2} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:27:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_3559","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:27:52.193847Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:27:52.191000Z","msg_id":"d5596a87-32da-4994-87a1-5b33775a8717","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50948}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:27:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_3560","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:27:52.200858Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:27:52.191000Z","msg_id":"d5596a87-32da-4994-87a1-5b33775a8717","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:27:52: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:27:52: [Debug] response: 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RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":41} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:27:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":43} Silly 2021-09-28 12:27:52: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:27:52: [Debug] to kernel: 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{"command":"evaluate","arguments":{"expression":"import","frameId":595,"context":"hover"},"type":"request","seq":196} Silly 2021-09-28 12:28:14: [Debug] response: {"seq":192,"type":"response","request_seq":196,"success":false,"command":"evaluate","message":"Exception occurred during evaluation."} Info 2021-09-28 12:28:14: Interrupt requested & sent for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb in notebookEditor. Info 2021-09-28 12:28:14: Interrupt requested file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:28:14: Interrupt kernel execution Info 2021-09-28 12:28:14: Cancel pending cells Info 2021-09-28 12:28:14: Interrupting kernel: python397jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db Info 2021-09-28 12:28:14: KernelProcess output: Content-Length: 137 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel in DS Daemon", "pid": 40860}} Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel in DS Daemon Info 2021-09-28 12:28:14: KernelProcess output: Content-Length: 205 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel from C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe", "pid": 40860}}Content-Length: 134 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Interrupt kernel in DS Kernel Launcher Daemon", "pid": 40860}}Content-Length: 43 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "id": 3, "result": null} Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel from C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): Interrupt kernel in DS Kernel Launcher Daemon Silly 2021-09-28 12:28:14: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":197} Silly 2021-09-28 12:28:14: [Debug] event: 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{"command":"disconnect","arguments":{"restart":false},"type":"request","seq":198} Info 2021-09-28 12:28:14: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:14: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 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"pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}} Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:14: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:14: KernelProcess output: Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:14: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:14: StdErr from Kernel Process await result Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:14: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:14: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:14: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:14: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:14: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:14: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:14: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:14: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:14: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:14: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Info 2021-09-28 12:28:15: Cancel all remaining cells true || 4 Info 2021-09-28 12:28:15: Cancel pending cells Silly 2021-09-28 12:28:17: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:17: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4311","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:17.984569Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:17.980000Z","msg_id":"ced50792-4b44-4116-8af3-4c390844ceb0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:17: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4312","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:17.984569Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:17.980000Z","msg_id":"ced50792-4b44-4116-8af3-4c390844ceb0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:17: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:17: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"7dc31afd-bb6a-4f04-9c31-f541d5379fbc"},"type":"request","seq":2} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:18: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4319","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:18.013328Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:18.010000Z","msg_id":"8819206e-596c-47f5-a821-f549a4d189ea","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50955}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:18: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4320","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:18.017275Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:18.010000Z","msg_id":"8819206e-596c-47f5-a821-f549a4d189ea","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:18: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:18: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4425","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:18.142142Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:18.015000Z","msg_id":"efa552fd-9fd7-4720-bd81-f8eb55e68174","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:18: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4426","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:18.144140Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:18.015000Z","msg_id":"efa552fd-9fd7-4720-bd81-f8eb55e68174","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:18: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4428","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:18.145141Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:18.033000Z","msg_id":"c4a7ef0b-f07e-4a0c-b901-6241d34ef71d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:18: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4429","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:18.145141Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:18.033000Z","msg_id":"c4a7ef0b-f07e-4a0c-b901-6241d34ef71d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:18: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:18: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:18: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:18: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":11,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:18: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Silly 2021-09-28 12:28:18: [Debug] response: 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Silly 2021-09-28 12:28:20: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":59} Info 2021-09-28 12:28:20: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:20: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}} Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:20: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:20: KernelProcess output: Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:20: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:20: StdErr from Kernel Process await result Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:20: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:20: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:20: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:20: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:20: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:20: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:20: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:20: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:20: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:20: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4630","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.826119Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.810000Z","msg_id":"1c2266f2-d52f-45d4-a7f7-3b485bb7e8d3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4631","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.826119Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.810000Z","msg_id":"1c2266f2-d52f-45d4-a7f7-3b485bb7e8d3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"c71b1d69-2c0c-4240-91f5-86731cba0775"},"type":"request","seq":2} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4638","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.850675Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.848000Z","msg_id":"214699ce-41fa-44cd-a55f-f21f26c73649","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50960}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4639","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.855673Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.848000Z","msg_id":"214699ce-41fa-44cd-a55f-f21f26c73649","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:24: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:24: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4744","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.981581Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.853000Z","msg_id":"7c6e880d-2059-4106-8b10-3db4dc9ec4d3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4745","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.983557Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.853000Z","msg_id":"7c6e880d-2059-4106-8b10-3db4dc9ec4d3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4747","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.985558Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.896000Z","msg_id":"57660763-8a0b-4485-bece-7816d449b9c1","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4748","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:24.986559Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:24.896000Z","msg_id":"57660763-8a0b-4485-bece-7816d449b9c1","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:24: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:28:25: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:25: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:25: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:25: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:25: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:25: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:25: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:25: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":12,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:25: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Info 2021-09-28 12:28:25: Execute Cells request 1 3 Info 2021-09-28 12:28:25: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:28:25: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Silly 2021-09-28 12:28:25: [Debug] to kernel: {"command":"threads","type":"request","seq":44} Silly 2021-09-28 12:28:25: [Debug] response: {"seq":15,"type":"response","request_seq":44,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:25: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:28:25: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:25: [Debug] event: 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Silly 2021-09-28 12:28:26: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":59} Info 2021-09-28 12:28:26: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": 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"params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 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process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:26: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:26: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:26: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:26: StdErr from Kernel Process await result Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:26: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:26: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:26: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:26: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:26: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:26: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:26: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:26: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:26: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:26: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:26: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:26: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:26: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:26: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4949","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.818206Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.814000Z","msg_id":"136c7774-97cc-477b-96ae-518aa2077159","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4950","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.819240Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.814000Z","msg_id":"136c7774-97cc-477b-96ae-518aa2077159","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"6420ab3d-8fe0-4f78-b560-17abf567f8a0"},"type":"request","seq":2} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4957","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.846633Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.843000Z","msg_id":"7f7b4217-b339-4e3f-9ee3-d77eb2722e37","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50962}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_4958","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.851631Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.843000Z","msg_id":"7f7b4217-b339-4e3f-9ee3-d77eb2722e37","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:28: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:28: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5063","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.978763Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.850000Z","msg_id":"eb37cf23-f2d1-43f7-aca3-f155cd81747a","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5064","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.980762Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.850000Z","msg_id":"eb37cf23-f2d1-43f7-aca3-f155cd81747a","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5066","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.982762Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.873000Z","msg_id":"1ca7da6a-6583-4a2f-bb9f-a672b6dc6875","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5067","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:28.983760Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:28.873000Z","msg_id":"1ca7da6a-6583-4a2f-bb9f-a672b6dc6875","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:28: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:28:29: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:29: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:29: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:29: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:29: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:29: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:29: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:29: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":13,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:29: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Silly 2021-09-28 12:28:29: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Info 2021-09-28 12:28:29: Execute Cells request 1 3 Info 2021-09-28 12:28:29: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:28:29: [Debug] to kernel: {"command":"threads","type":"request","seq":44} Silly 2021-09-28 12:28:29: [Debug] response: {"seq":15,"type":"response","request_seq":44,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:29: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:28:29: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:29: [Debug] event: 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stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:30: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:30: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:30: StdErr from Kernel Process await result Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:30: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:30: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:30: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:30: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:30: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:30: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:30: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:30: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:30: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5268","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.183415Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.180000Z","msg_id":"608f97d7-bd7d-4857-8547-95e319ccebac","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5269","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.183415Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.180000Z","msg_id":"608f97d7-bd7d-4857-8547-95e319ccebac","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"e6cdd7e4-f566-475b-85a8-20b211520126"},"type":"request","seq":2} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5276","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.211409Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.209000Z","msg_id":"a61e97e4-0659-4cf0-a21a-7e93a8e73f7e","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50965}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5277","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.218413Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.209000Z","msg_id":"a61e97e4-0659-4cf0-a21a-7e93a8e73f7e","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5382","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.340066Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.213000Z","msg_id":"45f72cc7-734b-4ffc-8f71-56640a2e9d50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5383","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.343067Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.213000Z","msg_id":"45f72cc7-734b-4ffc-8f71-56640a2e9d50","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5385","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.344068Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.274000Z","msg_id":"781451e3-e167-41ee-974b-be6225a7ef37","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5386","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.344068Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.274000Z","msg_id":"781451e3-e167-41ee-974b-be6225a7ef37","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:32: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":14,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Info 2021-09-28 12:28:32: Execute Cells request 1 3 Info 2021-09-28 12:28:32: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"threads","type":"request","seq":44} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":15,"type":"response","request_seq":44,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:32: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:32: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5416","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:32.647367Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:32.630000Z","msg_id":"becead51-0d8e-4626-b60e-a0f4d03d2f7c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":17,"type":"event","event":"stopped","body":{"reason":"breakpoint","threadId":1,"preserveFocusHint":false,"allThreadsStopped":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:32: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":0,"levels":1},"type":"request","seq":46} Silly 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Silly 2021-09-28 12:28:37: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":63} Info 2021-09-28 12:28:37: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}} Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:37: KernelProcess output: Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": 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"msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}} Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:37: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:37: KernelProcess output: Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}} Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Info 2021-09-28 12:28:37: KernelProcess output: Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:37: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:37: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:37: StdErr from Kernel Process await result Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:37: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:37: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:37: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:37: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:37: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:37: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:37: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:37: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:37: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:37: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:37: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:37: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:37: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:37: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:38: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5599","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:38.973959Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:38.952000Z","msg_id":"f3ea1ca3-1e77-4e21-b78a-5e8bfb19d70c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:38: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5600","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:38.973959Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:38.952000Z","msg_id":"f3ea1ca3-1e77-4e21-b78a-5e8bfb19d70c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:38: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:38: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"a298a649-b1b8-4fef-ae83-ffaaba0fcd53"},"type":"request","seq":2} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:38: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:39: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5607","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:38.995960Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:38.992000Z","msg_id":"bd329e4b-0ee5-42ee-898d-0150a0b2adc2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50968}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:39: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5608","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:39.000932Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:38.992000Z","msg_id":"bd329e4b-0ee5-42ee-898d-0150a0b2adc2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:39: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:39: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5713","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:39.110635Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:38.998000Z","msg_id":"2021159b-b333-44f5-bc42-ea2dc5284b3c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:39: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5714","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:39.112635Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:38.998000Z","msg_id":"2021159b-b333-44f5-bc42-ea2dc5284b3c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:39: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5716","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:39.114637Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:39.035000Z","msg_id":"f01dd77b-9f4e-4699-a5e8-41adad080936","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:39: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5717","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:39.114637Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:39.035000Z","msg_id":"f01dd77b-9f4e-4699-a5e8-41adad080936","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:39: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:39: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:39: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:39: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":16,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Info 2021-09-28 12:28:39: Execute Cells request 1 3 Info 2021-09-28 12:28:39: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:28:39: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"threads","type":"request","seq":44} Silly 2021-09-28 12:28:39: [Debug] response: {"seq":15,"type":"response","request_seq":44,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:39: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:28:39: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:39: [Debug] event: 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{"command":"stepIn","arguments":{"threadId":1},"type":"request","seq":58} Silly 2021-09-28 12:28:43: [Debug] response: {"seq":30,"type":"response","request_seq":58,"success":true,"command":"stepIn"} Silly 2021-09-28 12:28:43: [Debug] event: 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Silly 2021-09-28 12:28:43: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":60} Info 2021-09-28 12:28:43: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:43: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": 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{"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}} Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:43: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:43: KernelProcess output: Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:43: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:43: StdErr from Kernel Process await result Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:43: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:43: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:43: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:43: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:43: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:43: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:43: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:43: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:43: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:43: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5921","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.699084Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.695000Z","msg_id":"22ac7594-b861-4e81-8853-3be9a1f516f7","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5922","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.699084Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.695000Z","msg_id":"22ac7594-b861-4e81-8853-3be9a1f516f7","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"8cecb4ad-c5d5-4e09-931d-719dc65885ff"},"type":"request","seq":2} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5929","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.733084Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.730000Z","msg_id":"ab62fe1f-d5ee-42e6-91b0-2ae4fa264fa5","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50972}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_5930","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.739086Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.730000Z","msg_id":"ab62fe1f-d5ee-42e6-91b0-2ae4fa264fa5","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:45: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:45: [Debug] response: 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{"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:45: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6035","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.877274Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.735000Z","msg_id":"01d78385-576a-4fcf-8600-27b20b07ddda","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6036","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.879275Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.735000Z","msg_id":"01d78385-576a-4fcf-8600-27b20b07ddda","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6038","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.881277Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.785000Z","msg_id":"fec661c3-22b5-4de6-b294-fa32f5f0eb2c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6039","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:45.882275Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:45.785000Z","msg_id":"fec661c3-22b5-4de6-b294-fa32f5f0eb2c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:45: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:28:46: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:46: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:46: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:46: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:46: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:46: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:46: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:46: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":17,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:46: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Info 2021-09-28 12:28:46: Execute Cells request 1 3 Info 2021-09-28 12:28:46: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:28:46: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Silly 2021-09-28 12:28:46: [Debug] to kernel: {"command":"threads","type":"request","seq":44} Silly 2021-09-28 12:28:46: [Debug] response: {"seq":15,"type":"response","request_seq":44,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:46: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:28:46: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:46: [Debug] event: 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Silly 2021-09-28 12:28:47: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":59} Info 2021-09-28 12:28:47: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": 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"params": {"source": "stderr", "out": " await result\r\n"}} Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:47: KernelProcess output: Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": 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stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:47: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:47: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:47: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:47: StdErr from Kernel Process await result Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:47: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:47: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:47: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:47: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:47: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:47: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:47: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:47: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:47: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:47: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:47: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:47: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:47: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:47: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6240","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.328900Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.326000Z","msg_id":"e80cf699-1bc3-4c33-b1e4-7cd2a5e64999","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6241","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.329899Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.326000Z","msg_id":"e80cf699-1bc3-4c33-b1e4-7cd2a5e64999","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"4cfc5b97-2b7d-4970-876b-f4e77007d252"},"type":"request","seq":2} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6248","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.346900Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.345000Z","msg_id":"b6b14649-9972-442d-9356-983e7655399d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50975}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6249","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.349896Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.345000Z","msg_id":"b6b14649-9972-442d-9356-983e7655399d","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:28:48: [Debug] response: 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{"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6354","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.461504Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.349000Z","msg_id":"a5c6e0f7-1e3d-4c90-9b93-bee80594af09","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6355","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.463502Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.349000Z","msg_id":"a5c6e0f7-1e3d-4c90-9b93-bee80594af09","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6357","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.464503Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.365000Z","msg_id":"f6e1e876-323a-4929-85ae-5e2d2d37ed8c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6358","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.464503Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.365000Z","msg_id":"f6e1e876-323a-4929-85ae-5e2d2d37ed8c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:48: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:48: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:48: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":18,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Info 2021-09-28 12:28:48: Execute Cells request 1 3 Info 2021-09-28 12:28:48: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:28:48: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"threads","type":"request","seq":44} Silly 2021-09-28 12:28:48: [Debug] response: {"seq":15,"type":"response","request_seq":44,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:28:48: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:48: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6388","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:48.762782Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:48.743000Z","msg_id":"539356cc-fe82-48bc-a084-1717226a31f2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":17,"type":"event","event":"stopped","body":{"reason":"breakpoint","threadId":1,"preserveFocusHint":false,"allThreadsStopped":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:48: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":0,"levels":1},"type":"request","seq":46} Silly 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Silly 2021-09-28 12:28:50: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":59} Info 2021-09-28 12:28:50: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}} Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:50: KernelProcess output: Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", 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application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:50: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:50: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:50: StdErr from Kernel Process await result Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:50: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:50: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:50: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:50: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:50: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:50: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:50: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:50: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:50: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:50: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:50: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:50: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:50: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:50: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6559","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.586923Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.584000Z","msg_id":"030e4ff9-9533-4ed3-8176-71b9c91edfa2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6560","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.587918Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.584000Z","msg_id":"030e4ff9-9533-4ed3-8176-71b9c91edfa2","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:52: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":3,"__sessionId":"425be1f4-937d-479c-ad5b-d8dbde69f06c"},"type":"request","seq":2} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6567","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.617238Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.614000Z","msg_id":"43df007a-aaad-4d5c-a889-9169bcf16bc0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":50977}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6568","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.623199Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.614000Z","msg_id":"43df007a-aaad-4d5c-a889-9169bcf16bc0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:52: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":20,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2049771250.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":21,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/608984277.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":22,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1792516348.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":23,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1674035468.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6673","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.740210Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.618000Z","msg_id":"3d6c0ca1-9e1b-4016-81c3-194f7401999c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6675","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.741213Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.634000Z","msg_id":"59b5714b-ae7e-4f8a-a2d3-e06d988f2eb3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6676","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.741213Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.634000Z","msg_id":"59b5714b-ae7e-4f8a-a2d3-e06d988f2eb3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:52: [Debug] event: 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{"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":39} Silly 2021-09-28 12:28:52: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":41} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":41,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":43} Silly 2021-09-28 12:28:52: [Debug] response: {"type":"response","request_seq":43,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\823989160.py"},"breakpoints":[{"line":1}],"sourceModified":false},"type":"request","seq":42} Silly 2021-09-28 12:28:52: [Debug] response: {"seq":14,"type":"response","request_seq":42,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":19,"source":{"name":"Titanic.ipynb, Cell 4","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000003"},"line":1}]}} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":40} Silly 2021-09-28 12:28:52: [Debug] response: {"seq":40,"type":"response","request_seq":40,"success":true,"command":"configurationDone"} Info 2021-09-28 12:28:52: Execute Cells request 1 3 Info 2021-09-28 12:28:52: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"threads","type":"request","seq":44} Silly 2021-09-28 12:28:52: [Debug] response: {"seq":15,"type":"response","request_seq":44,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:52: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:28:52: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:28:52: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6707","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:52.998376Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:52.983000Z","msg_id":"9ed852ef-d7a3-4e45-b57e-805590f4f678","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":17,"type":"event","event":"stopped","body":{"reason":"breakpoint","threadId":1,"preserveFocusHint":false,"allThreadsStopped":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:53: [Debug] to kernel: {"command":"stackTrace","arguments":{"threadId":1,"startFrame":0,"levels":1},"type":"request","seq":46} Silly 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{"seq":23,"type":"response","request_seq":51,"success":true,"command":"scopes","body":{"scopes":[{"name":"Locals","variablesReference":708,"expensive":false,"presentationHint":"locals","source":{}},{"name":"Globals","variablesReference":709,"expensive":false,"source":{}}]}} Silly 2021-09-28 12:28:53: [Debug] to kernel: {"command":"variables","arguments":{"variablesReference":708},"type":"request","seq":54} Silly 2021-09-28 12:28:53: [Debug] to kernel: {"command":"variables","arguments":{"variablesReference":709},"type":"request","seq":55} Silly 2021-09-28 12:28:53: [Debug] response: {"seq":24,"type":"response","request_seq":52,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":710},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":711},{"name":"class variables","value":"","type":"","evaluateName":"class 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{"command":"disconnect","arguments":{"restart":false},"type":"request","seq":58} Silly 2021-09-28 12:28:54: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6749","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:28:54.564803Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:28:54.561000Z","msg_id":"142a1cfb-eace-4637-ba37-02e08d0c90b0","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":31,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:28:54: [Debug] response: {"seq":32,"type":"response","request_seq":58,"success":true,"command":"disconnect"} Silly 2021-09-28 12:28:54: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":59} Info 2021-09-28 12:28:54: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:54: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}} Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:28:54: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:28:54: KernelProcess output: Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:28:54: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:28:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:28:54: StdErr from Kernel Process await result Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:28:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:28:54: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:28:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:28:54: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:28:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:28:54: StdErr from Kernel Process self.stop() Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:28:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:28:54: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:28:54: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:28:54: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:28:54: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:28:54: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:54: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:28:54: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:30:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6819","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:30:28.613140Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:30:28.610000Z","msg_id":"872d3df2-3e51-4bfb-abfd-40398072c30a","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:30:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6820","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:30:28.614132Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:30:28.610000Z","msg_id":"872d3df2-3e51-4bfb-abfd-40398072c30a","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:30:28: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:30:28: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"2c5d7f24-3390-4e79-a3e8-1c2366b0a773"},"type":"request","seq":2} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:30:28: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:30:28: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_6827","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:30:28.639136Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:30:28.636000Z","msg_id":"84a60c54-3f8c-4ab2-be56-62dba13a5b31","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":51310}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:30:28: [Debug] event: 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import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:30:28: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:30:29: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:30:29: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:30:29: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\1512543305.py"},"breakpoints":[{"line":2}],"sourceModified":false},"type":"request","seq":43} Silly 2021-09-28 12:30:29: [Debug] response: {"seq":15,"type":"response","request_seq":43,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":20,"source":{"name":"Titanic.ipynb, Cell 2","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001"},"line":2}]}} Silly 2021-09-28 12:30:29: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":41} Silly 2021-09-28 12:30:29: [Debug] response: {"seq":41,"type":"response","request_seq":41,"success":true,"command":"configurationDone"} Info 2021-09-28 12:30:29: Execute Cells request 1 1 Info 2021-09-28 12:30:29: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:30:29: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:30:29: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:30:29: [Debug] to kernel: {"command":"threads","type":"request","seq":46} Silly 2021-09-28 12:30:29: [Debug] response: {"seq":17,"type":"response","request_seq":46,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:30:29: [Debug] event: 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{"seq":27,"type":"response","request_seq":55,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","evaluateName":"special variables","variablesReference":598},{"name":"function variables","value":"","type":"","evaluateName":"function variables","variablesReference":731},{"name":"class variables","value":"","type":"","evaluateName":"class 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Info 2021-09-28 12:30:30: Interrupt requested file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:30:30: Interrupt kernel execution Info 2021-09-28 12:30:30: Cancel pending cells Info 2021-09-28 12:30:30: Interrupting kernel: python397jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db Info 2021-09-28 12:30:30: KernelProcess output: Content-Length: 137 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel in DS Daemon", "pid": 40860}}Content-Length: 205 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel from C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe", "pid": 40860}} Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel in DS Daemon Info 2021-09-28 12:30:30: KernelProcess output: Content-Length: 134 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Interrupt kernel in DS Kernel Launcher Daemon", "pid": 40860}}Content-Length: 43 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "id": 4, "result": null} Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel from C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): Interrupt kernel in DS Kernel Launcher Daemon Silly 2021-09-28 12:30:30: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":58} Silly 2021-09-28 12:30:30: [Debug] event: 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Info 2021-09-28 12:30:30: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}}Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": 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{"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}} Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:30:30: KernelProcess output: Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:30:30: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:30:30: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:30:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:30:30: StdErr from Kernel Process await result Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:30:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:30:30: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:30:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:30:30: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:30:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:30:30: StdErr from Kernel Process self.stop() Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:30:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:30:30: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:30:30: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:30:30: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:30:30: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:30:30: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:30:30: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:30:30: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Info 2021-09-28 12:30:30: Cancel all remaining cells true || 4 Info 2021-09-28 12:30:30: Cancel pending cells Info 2021-09-28 12:30:31: Execute Cells request 1 1 Info 2021-09-28 12:30:31: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:30:31: Cancel all remaining cells true || 4 Info 2021-09-28 12:30:31: Cancel pending cells Info 2021-09-28 12:30:48: Execute Cells request 1 1 Info 2021-09-28 12:30:48: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:30:48: Cancel all remaining cells true || 4 Info 2021-09-28 12:30:48: Cancel pending cells Info 2021-09-28 12:31:03: Execute Cells request 1 1 Info 2021-09-28 12:31:03: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:31:03: Cancel all remaining cells true || 4 Info 2021-09-28 12:31:03: Cancel pending cells Info 2021-09-28 12:31:56: Execute Cells request 1 1 Info 2021-09-28 12:31:56: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:31:56: Cancel all remaining cells true || 4 Info 2021-09-28 12:31:56: Cancel pending cells Info 2021-09-28 12:32:00: Execute Cells request 1 1 Info 2021-09-28 12:32:00: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:32:00: Cancel all remaining cells true || 4 Info 2021-09-28 12:32:00: Cancel pending cells Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"initialize","arguments":{"clientID":"vscode","clientName":"Visual Studio Code - Insiders","adapterID":"Python Kernel Debug Adapter","pathFormat":"path","linesStartAt1":true,"columnsStartAt1":true,"supportsVariableType":true,"supportsVariablePaging":true,"supportsRunInTerminalRequest":true,"locale":"en-us","supportsProgressReporting":true,"supportsInvalidatedEvent":true,"supportsMemoryReferences":true},"type":"request","seq":1} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7164","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.089366Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.084000Z","msg_id":"cb7efb5c-3028-4a8a-bb65-6943e37a15c3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":1,"type":"event","event":"output","body":{"category":"telemetry","output":"ptvsd","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7165","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.089366Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.084000Z","msg_id":"cb7efb5c-3028-4a8a-bb65-6943e37a15c3","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":2,"type":"event","event":"output","body":{"category":"telemetry","output":"debugpy","data":{"packageVersion":"1.4.3"}}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":3,"type":"response","request_seq":1,"success":true,"command":"initialize","body":{"supportsCompletionsRequest":true,"supportsConditionalBreakpoints":true,"supportsConfigurationDoneRequest":true,"supportsDebuggerProperties":true,"supportsDelayedStackTraceLoading":true,"supportsEvaluateForHovers":true,"supportsExceptionInfoRequest":true,"supportsExceptionOptions":true,"supportsFunctionBreakpoints":true,"supportsHitConditionalBreakpoints":true,"supportsLogPoints":true,"supportsModulesRequest":true,"supportsSetExpression":true,"supportsSetVariable":true,"supportsValueFormattingOptions":true,"supportsTerminateDebuggee":true,"supportsGotoTargetsRequest":true,"supportsClipboardContext":true,"exceptionBreakpointFilters":[{"filter":"raised","label":"Raised Exceptions","default":false},{"filter":"uncaught","label":"Uncaught Exceptions","default":true}],"supportsStepInTargetsRequest":true}} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"debugInfo","type":"request","seq":3} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":3,"success":true,"command":"debugInfo","body":{"isStarted":true,"hashMethod":"Murmur2","hashSeed":3339675911,"tmpFilePrefix":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/","tmpFileSuffix":".py","breakpoints":[],"stoppedThreads":[]}} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"attach","arguments":{"type":"Python Kernel Debug Adapter","name":"Titanic.ipynb","request":"attach","internalConsoleOptions":"neverOpen","justMyCode":true,"__mode":0,"__cellIndex":1,"__sessionId":"8ce2185d-fe5c-4adb-989b-03a76d2ba76f"},"type":"request","seq":2} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7172","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.141963Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.135000Z","msg_id":"156ce631-3f35-4a4e-86e7-6ee1c09adfc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":4,"type":"event","event":"debugpyWaitingForServer","body":{"host":"127.0.0.1","port":63401}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7173","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.145974Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.135000Z","msg_id":"156ce631-3f35-4a4e-86e7-6ee1c09adfc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":5,"type":"event","event":"initialized"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":7,"type":"response","request_seq":2,"success":true,"command":"attach"} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7176","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.150968Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.135000Z","msg_id":"156ce631-3f35-4a4e-86e7-6ee1c09adfc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":8,"type":"event","event":"process","body":{"name":"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel_launcher.py","systemProcessId":32608,"isLocalProcess":true,"startMethod":"attach"}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7177","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.151511Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.135000Z","msg_id":"156ce631-3f35-4a4e-86e7-6ee1c09adfc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":9,"type":"event","event":"thread","body":{"reason":"started","threadId":1}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7178","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.151511Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.135000Z","msg_id":"156ce631-3f35-4a4e-86e7-6ee1c09adfc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":10,"type":"event","event":"thread","body":{"reason":"started","threadId":2}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7179","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:32:27.151511Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:32:27.135000Z","msg_id":"156ce631-3f35-4a4e-86e7-6ee1c09adfc8","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":11,"type":"event","event":"thread","body":{"reason":"started","threadId":3}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":4} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df = pd.read_csv(\"titanic_data.csv\")\ntitanic_df.info()"},"type":"request","seq":5} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"titanic_df.describe()"},"type":"request","seq":6} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"# Search for overall trends in the dataset\npandas_profiling.ProfileReport(titanic_df)"},"type":"request","seq":7} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Age is skewed and has a significant number of missing values so best to replace missing values with median of data\nage_median = titanic_df['Age'].median(skipna=True)\ntitanic_df['Age'].fillna(age_median, inplace=True)"},"type":"request","seq":8} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Cabin has too many missing values and will be completely dropped from the dataframe\ntitanic_df.drop('Cabin', axis=1, inplace=True)"},"type":"request","seq":9} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Embarked only has 2 missing values and can be replaced with the most common which is S\ntitanic_df['Embarked'].fillna(\"S\", inplace=True)"},"type":"request","seq":10} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Fare has one missing value and can be replaced with the median because it is highly skewed\nfare_median = titanic_df['Fare'].median(skipna=True)\ntitanic_df['Fare'].fillna(fare_median,inplace=True)"},"type":"request","seq":11} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#SibSp - Number of siblings/spouses aboard\n#Parch - Number of parents/children aboard\n#These two variables overlap for every passenger that has this data so I am creating a variable that just detects \n#whether someone is traveling alone or not to account for multicollinearity\ntitanic_df['TravelGroup']=titanic_df[\"SibSp\"]+titanic_df[\"Parch\"]\ntitanic_df['TravelAlone']=np.where(titanic_df['TravelGroup']>0, 0, 1) \ntitanic_df.head()"},"type":"request","seq":12} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Does total size of group change the probability of surviving? \n#Initial thought: People who want to check up on the safety of more people take more time looking for them \n#and die as a result of not trying to escape\ntitanic_df['TravelTotal'] = titanic_df['TravelGroup'] + 1"},"type":"request","seq":13} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Drop unnecessary variables - thanks for the help Jeffrey!\ntitanic_df.drop('SibSp', axis=1, inplace=True)\ntitanic_df.drop('Parch', axis=1, inplace=True)\ntitanic_df.drop('TravelGroup', axis=1, inplace=True)\ntitanic_df.drop('Ticket', axis=1, inplace=True)\ntitanic_df.drop('Name', axis=1, inplace=True)"},"type":"request","seq":14} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Hot Encode PClass, Sex, Embarked\nle = preprocessing.LabelEncoder()\npclass_cat = le.fit_transform(titanic_df.Pclass)\nsex_cat = le.fit_transform(titanic_df.Sex)\nembarked_cat = le.fit_transform(titanic_df.Embarked)\n\n#Initialize the encoded categorical columns\ntitanic_df['pclass_cat'] = pclass_cat\ntitanic_df['sex_cat'] = sex_cat\ntitanic_df['embarked_cat'] = embarked_cat\n\n#Drop old categorical fields from dataframe and reindex\ndummy_fields = ['Pclass','Sex','Embarked']\ndata = titanic_df.drop(dummy_fields, axis = 1)\ndata = titanic_df.reindex(['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone', 'TravelTotal','Survived'],axis=1)"},"type":"request","seq":15} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":16} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Normalize the continuous variables\ncontinuous = ['Age', 'Fare', 'TravelTotal']\n\nscaler = StandardScaler()\n\nfor var in continuous:\n data[var] = data[var].astype('float64')\n data[var] = scaler.fit_transform(data[var].values.reshape(-1, 1))"},"type":"request","seq":17} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"data"},"type":"request","seq":18} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Make sure data is clean/check for null\ndata[data.isnull().any(axis=1)].head()"},"type":"request","seq":19} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Split inputs and output\nX = data.iloc[:, 0:7] \nY = data.iloc[:, 7]"},"type":"request","seq":20} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Test/Train Split\nX_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2)"},"type":"request","seq":21} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#NB - All columns\n#Initialize + fit model\ngnb = GaussianNB().fit(X_train, y_train)\n\n#Predictions\ny_pred = gnb.predict(X_test)\n\n#Accuracy Score\nNB_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Naive Bayes Model Accuracy with all attributes: {0:.2f}'.format(NB_all_accuracy))"},"type":"request","seq":22} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 - All attributes\n#Initalize + fit model\ntree = DecisionTreeClassifier(criterion = 'entropy', min_samples_split = 2, random_state=5).fit(X_train, y_train)\n\n#Predictions\ny_pred = tree.predict(X_test)\n\n#Accuracy Score\ntree_all_accuracy = accuracy_score(y_test, y_pred)\nprint('Decision Tree Accuracy with all attributes: {0:.2f}'.format(tree_all_accuracy))"},"type":"request","seq":23} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Tree visualization function\ndef visualize_tree(tree_data, names):\n dot_data = StringIO()\n export_graphviz(tree_data,out_file=dot_data,\n feature_names=names,\n filled=True,rounded=True, \n special_characters=True)\n graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n return Image(graph.create_png())"},"type":"request","seq":24} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT1 Graph\nnames = ['pclass_cat','sex_cat','Age','Fare','embarked_cat','TravelAlone','TravelTotal']\nvisualize_tree(tree,names)"},"type":"request","seq":25} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(tree.feature_importances_)"},"type":"request","seq":26} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"high_importance = ['sex_cat','Age','Fare']\nX_train2 = X_train[high_importance]\nX_test2 = X_test[high_importance]"},"type":"request","seq":27} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 - Top 3 features only\n#Initialize + fit model\ntree2 = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, random_state=5).fit(X_train2, y_train)\n\n#Predictions \ny_pred2 = tree2.predict(X_test2)\n\n#Accuracy Score\ntree_imp_accuracy = accuracy_score(y_test, y_pred2)\nprint('Decision Tree Accuracy with high importance attributes: {0:.2f}'.format(tree_imp_accuracy))"},"type":"request","seq":28} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#DT2 Graph\nvisualize_tree(tree2,high_importance)"},"type":"request","seq":29} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF1 - All attributes\n#Initalize + fit model\nclf = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train, y_train)\n\n#Predictions\ny_pred = clf.predict(X_test)\n\n#Accuracy Score\nRF_all_accuracy = accuracy_score(y_test,y_pred)\nprint('Random Forest Accuracy with all attributes: {0:.2f}'.format(RF_all_accuracy))"},"type":"request","seq":30} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"print(clf.feature_importances_)"},"type":"request","seq":31} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#RF2 - Top 3 features only\n#Initialize + fit model\nclf2 = RandomForestClassifier(n_jobs=2, random_state=0).fit(X_train2, y_train)\n\n#Predictions\ny_pred2 = clf2.predict(X_test2)\n\n#Accuracy Score\nRF_imp_accuracy = accuracy_score(y_test,y_pred2)\nprint('Random Forest Accuracy with high importance attributes: {0:.2f}'.format(RF_imp_accuracy))"},"type":"request","seq":32} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"def create_model(lyrs=[8], act='linear', opt='Adam', dr=0.0):\n # set random seed for reproducibility\n seed(42)\n\n model = Sequential()\n # create first hidden layer\n model.add(Dense(lyrs[0], input_dim=X_train.shape[1], activation=act))\n # create additional hidden layers\n for i in range(1,len(lyrs)):\n model.add(Dense(lyrs[i], activation=act))\n # add dropout, default is none\n model.add(Dropout(dr))\n # create output layer\n model.add(Dense(1, activation='sigmoid')) # output layer\n model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n return model"},"type":"request","seq":33} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Initialize and create model\nmodel = create_model()\nprint(model.summary())"},"type":"request","seq":34} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Train neural\nnn = model.fit(X_train, y_train, epochs=100, validation_split = 0.2, batch_size=32, verbose=0)\nnn_accuracy = np.mean(nn.history['val_accuracy'])"},"type":"request","seq":35} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Summarize history of accuracy\nplt.plot(nn.history['accuracy'])\nplt.plot(nn.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='upper left')\nplt.show()"},"type":"request","seq":36} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#All Accuracies\nprint('NB accuracy: {0:.2f}'.format(NB_all_accuracy))\n\nprint(\"Decision Tree:\")\nprint('All attributes: {0:.2f}'.format(tree_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(tree_imp_accuracy))\n\nprint(\"Random Forest:\")\nprint('All attributes: {0:.2f}'.format(RF_all_accuracy))\nprint('High importance attributes: {0:.2f}'.format(RF_imp_accuracy))\n\nprint(\"Neural Network: \")\nprint('All attributes: {0:.2f}'.format(nn_accuracy))"},"type":"request","seq":37} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"setFunctionBreakpoints","arguments":{"breakpoints":[]},"type":"request","seq":38} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":4,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":5,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/823989160.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":6,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3111047162.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":7,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1693006432.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":8,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/360987160.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":9,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2706426411.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":10,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/732364754.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":11,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/424694247.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":12,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2855939074.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":13,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2198024589.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":14,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2743906473.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":15,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2762176476.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":16,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":17,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2293675495.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":18,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/391604064.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":19,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/973557446.py"}} Silly 2021-09-28 12:32:27: [Debug] response: 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{"type":"response","request_seq":24,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/605312505.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":25,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3676267138.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":26,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2244264408.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":27,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/4253845442.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":28,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3764022336.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":29,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/257206681.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":30,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/492086077.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":31,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/2496793537.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":32,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3438735863.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":33,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3984108049.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":34,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3140120307.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":35,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1935754237.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":36,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/3276054979.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":37,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/53629490.py"}} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":12,"type":"response","request_seq":38,"success":true,"command":"setFunctionBreakpoints","body":{"breakpoints":[]}} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"threads","type":"request","seq":39} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":13,"type":"response","request_seq":39,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"setExceptionBreakpoints","arguments":{"filters":["uncaught"]},"type":"request","seq":40} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":14,"type":"response","request_seq":40,"success":true,"command":"setExceptionBreakpoints"} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":42} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":42,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"dumpCell","arguments":{"code":"#Imports \nimport pandas as pd\nimport numpy as np\nimport pandas_profiling\nfrom sklearn.model_selection import train_test_split \nfrom sklearn import preprocessing\nfrom sklearn.naive_bayes import GaussianNB\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.tree import DecisionTreeClassifier \nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn import metrics\nimport random\nimport matplotlib.pyplot as plt\nfrom IPython.display import Image \nfrom sklearn.tree import export_graphviz\nimport pydotplus\nfrom sklearn import preprocessing\nfrom io import StringIO\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import GridSearchCV\nfrom keras.wrappers.scikit_learn import KerasClassifier\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Activation, Dropout\nfrom numpy.random import seed"},"type":"request","seq":44} Silly 2021-09-28 12:32:27: [Debug] response: {"type":"response","request_seq":44,"success":true,"command":"dumpCell","body":{"sourcePath":"C:\\Users\\brmurtau\\AppData\\Local\\Temp/ipykernel_32608/1512543305.py"}} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"setBreakpoints","arguments":{"source":{"name":"Titanic.ipynb","path":"C:\\Users\\brmurtau\\AppData\\Local\\Temp\\ipykernel_32608\\1512543305.py"},"breakpoints":[{"line":2}],"sourceModified":false},"type":"request","seq":43} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":15,"type":"response","request_seq":43,"success":true,"command":"setBreakpoints","body":{"breakpoints":[{"verified":true,"id":21,"source":{"name":"Titanic.ipynb, Cell 2","path":"vscode-notebook-cell:/c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb#ch0000001"},"line":2}]}} Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"configurationDone","type":"request","seq":41} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":41,"type":"response","request_seq":41,"success":true,"command":"configurationDone"} Info 2021-09-28 12:32:27: Execute Cells request 1 1 Info 2021-09-28 12:32:27: Execute Cell 1 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:32:27: [Debug] to kernel: {"command":"threads","type":"request","seq":45} Silly 2021-09-28 12:32:27: [Debug] response: {"seq":16,"type":"response","request_seq":45,"success":true,"command":"threads","body":{"threads":[{"id":1,"name":"MainThread"},{"id":2,"name":"IPythonHistorySavingThread"},{"id":3,"name":"Thread-2"}]}} Silly 2021-09-28 12:32:27: [Debug] event: 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18, 19, 20, 23, 24, 26, 28, 29, 30, 31, 32, 33, 34, 36, 37, 38, 40, 41, 42, 43, 45 Info 2021-09-28 12:36:26: Execute Cell 3 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 5 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 6 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 8 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 9 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 10 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 11 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 13 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 14 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 15 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 16 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 17 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 18 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 19 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 20 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 23 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 24 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 26 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 28 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 29 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 30 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 31 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 32 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 33 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 34 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 36 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 37 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 38 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 40 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 41 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 42 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 43 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:36:26: Execute Cell 45 file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Silly 2021-09-28 12:36:27: [Debug] to kernel: {"command":"evaluate","arguments":{"expression":"preprocessing","frameId":902,"context":"hover"},"type":"request","seq":187} Silly 2021-09-28 12:36:27: [Debug] response: 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Silly 2021-09-28 12:38:32: [Debug] to kernel: {"command":"evaluate","arguments":{"expression":"pandas_profiling","frameId":902,"context":"hover"},"type":"request","seq":197} Silly 2021-09-28 12:38:32: [Debug] response: {"seq":191,"type":"response","request_seq":197,"success":true,"command":"evaluate","body":{"result":"","variablesReference":232,"type":"module","presentationHint":{}}} Silly 2021-09-28 12:38:32: [Debug] to kernel: {"command":"variables","arguments":{"variablesReference":232},"type":"request","seq":198} Silly 2021-09-28 12:38:32: [Debug] response: {"seq":192,"type":"response","request_seq":198,"success":true,"command":"variables","body":{"variables":[{"name":"special variables","value":"","type":"","variablesReference":1054},{"name":"class variables","value":"","type":"","variablesReference":1055},{"name":"config","value":"","type":"module","evaluateName":"pandas_profiling.config","variablesReference":1056},{"name":"controller","value":"","type":"module","evaluateName":"pandas_profiling.controller","variablesReference":1057},{"name":"expectations_report","value":"","type":"module","evaluateName":"pandas_profiling.expectations_report","variablesReference":1058},{"name":"model","value":"","type":"module","evaluateName":"pandas_profiling.model","variablesReference":1059},{"name":"pandas_decorator","value":"","type":"module","evaluateName":"pandas_profiling.pandas_decorator","variablesReference":1060},{"name":"pandas_profiling","value":"","type":"module","evaluateName":"pandas_profiling.pandas_profiling","variablesReference":232},{"name":"profile_report","value":"","type":"module","evaluateName":"pandas_profiling.profile_report","variablesReference":1061},{"name":"report","value":"","type":"module","evaluateName":"pandas_profiling.report","variablesReference":1062},{"name":"serialize_report","value":"","type":"module","evaluateName":"pandas_profiling.serialize_report","variablesReference":1063},{"name":"utils","value":"","type":"module","evaluateName":"pandas_profiling.utils","variablesReference":1064},{"name":"version","value":"","type":"module","evaluateName":"pandas_profiling.version","variablesReference":1065},{"name":"visualisation","value":"","type":"module","evaluateName":"pandas_profiling.visualisation","variablesReference":1066}]}} Info 2021-09-28 12:39:42: Interrupt requested & sent for file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb in notebookEditor. Info 2021-09-28 12:39:42: Interrupt requested file:///c%3A/Users/brmurtau/Documents/VSCode/PythonSept/Titanic.ipynb Info 2021-09-28 12:39:42: Interrupt kernel execution Info 2021-09-28 12:39:42: Cancel pending cells Info 2021-09-28 12:39:42: Interrupting kernel: python397jvsc74a57bd03e27ebb6cba8a9b0cc0c1df1d0e5444a160cad0f54b4203d57fe4e19f74082db Info 2021-09-28 12:39:42: KernelProcess output: Content-Length: 137 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel in DS Daemon", "pid": 40860}} Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel in DS Daemon Info 2021-09-28 12:39:42: KernelProcess output: Content-Length: 205 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Execute rpc method interrupt_kernel from C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\python.exe", "pid": 40860}}Content-Length: 134 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "Interrupt kernel in DS Kernel Launcher Daemon", "pid": 40860}}Content-Length: 43 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "id": 5, "result": null} Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): Execute rpc method interrupt_kernel from C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\python.exe Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): Interrupt kernel in DS Kernel Launcher Daemon Silly 2021-09-28 12:39:42: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7794","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:39:42.685130Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:38:32.821000Z","msg_id":"ac80f12a-2fa3-433e-83dd-c17145086c9c","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":193,"type":"event","event":"continued","body":{"threadId":1,"allThreadsContinued":true}},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:39:42: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":199} Silly 2021-09-28 12:39:42: [Debug] event: {"header":{"msg_id":"ff19f6fd-98a71763408c4c6362908ebd_7796","msg_type":"debug_event","username":"username","session":"ff19f6fd-98a71763408c4c6362908ebd","date":"2021-09-28T19:39:42.704123Z","version":"5.3"},"parent_header":{"date":"2021-09-28T19:39:42.699000Z","msg_id":"12530547-6c74-46cf-876c-b3b07c7d46ca","msg_type":"debug_request","session":"de26d6f3-a79f-43a9-8d46-d6a27001661d","username":"","version":"5.2"},"metadata":{},"content":{"seq":194,"type":"event","event":"terminated"},"idents":[{"type":"Buffer","data":[107,101,114,110,101,108,46,54,101,50,97,54,101,98,50,45,54,50,101,98,45,52,51,52,101,45,97,53,57,52,45,51,48,98,101,50,50,101,51,54,53,97,56,46,100,101,98,117,103,95,101,118,101,110,116]}],"buffers":[],"channel":"iopub"} Silly 2021-09-28 12:39:42: [Debug] response: {"seq":195,"type":"response","request_seq":199,"success":true,"command":"disconnect"} Silly 2021-09-28 12:39:42: [Debug] to kernel: {"command":"disconnect","arguments":{"restart":false},"type":"request","seq":200} Info 2021-09-28 12:39:42: KernelProcess output: Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: [IPKernelApp] ERROR | Exception in control handler:\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "[IPKernelApp] ERROR | Exception in control handler:\r\n"}} Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:39:42: KernelProcess output: Content-Length: 144 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: Traceback (most recent call last):\r\n", "pid": 40860}}Content-Length: 119 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "Traceback (most recent call last):\r\n"}}Content-Length: 260 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n", "pid": 40860}}Content-Length: 235 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 281, in process_control\r\n"}}Content-Length: 126 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: await result\r\n", "pid": 40860}}Content-Length: 101 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " await result\r\n"}}Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 856, in debug_request\r\n"}}Content-Length: 149 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: reply_content = await reply_content\r\n", "pid": 40860}}Content-Length: 124 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " reply_content = await reply_content\r\n"}}Content-Length: 259 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n", "pid": 40860}}Content-Length: 234 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 426, in do_debug_request\r\n"}}Content-Length: 161 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: return await self.debugger.process_request(msg)\r\n", "pid": 40860}}Content-Length: 136 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " return await self.debugger.process_request(msg)\r\n"}} Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Warn 2021-09-28 12:39:42: StdErr from Kernel Process [IPKernelApp] ERROR | Exception in control handler: Info 2021-09-28 12:39:42: KernelProcess output: Content-Length: 258 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n", "pid": 40860}}Content-Length: 233 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 595, in process_request\r\n"}}Content-Length: 125 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.stop()\r\n", "pid": 40860}}Content-Length: 100 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.stop()\r\n"}}Content-Length: 247 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n", "pid": 40860}}Content-Length: 222 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 348, in stop\r\n"}}Content-Length: 157 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_client.disconnect_tcp_socket()\r\n", "pid": 40860}}Content-Length: 132 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_client.disconnect_tcp_socket()\r\n"}}Content-Length: 264 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n", "pid": 40860}}Content-Length: 239 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"C:\\Users\\brmurtau\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\ipykernel\\debugger.py\", line 232, in disconnect_tcp_socket\r\n"}}Content-Length: 173 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n", "pid": 40860}}Content-Length: 148 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " self.debugpy_stream.socket.disconnect(self._get_endpoint())\r\n"}}Content-Length: 211 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n", "pid": 40860}}Content-Length: 186 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": " File \"zmq\\backend\\cython\\socket.pyx\", line 640, in zmq.backend.cython.socket.Socket.disconnect\r\n"}}Content-Length: 155 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "log", "params": {"level": "INFO", "msg": "write to stderr: zmq.error.ZMQError: No such file or directory\r\n", "pid": 40860}}Content-Length: 130 Content-Type: application/vscode-jsonrpc; charset=utf8 {"jsonrpc": "2.0", "method": "output", "params": {"source": "stderr", "out": "zmq.error.ZMQError: No such file or directory\r\n"}} Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: Traceback (most recent call last): Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process Traceback (most recent call last): Warn 2021-09-28 12:39:42: StdErr from Kernel Process Traceback (most recent call last): Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Warn 2021-09-28 12:39:42: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 281, in process_control Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: await result Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process await result Warn 2021-09-28 12:39:42: StdErr from Kernel Process await result Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Warn 2021-09-28 12:39:42: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\kernelbase.py", line 856, in debug_request Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: reply_content = await reply_content Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process reply_content = await reply_content Warn 2021-09-28 12:39:42: StdErr from Kernel Process reply_content = await reply_content Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Warn 2021-09-28 12:39:42: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\ipkernel.py", line 426, in do_debug_request Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: return await self.debugger.process_request(msg) Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process return await self.debugger.process_request(msg) Warn 2021-09-28 12:39:42: StdErr from Kernel Process return await self.debugger.process_request(msg) Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Warn 2021-09-28 12:39:42: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 595, in process_request Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: self.stop() Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process self.stop() Warn 2021-09-28 12:39:42: StdErr from Kernel Process self.stop() Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Warn 2021-09-28 12:39:42: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 348, in stop Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Warn 2021-09-28 12:39:42: StdErr from Kernel Process self.debugpy_client.disconnect_tcp_socket() Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Warn 2021-09-28 12:39:42: StdErr from Kernel Process File "C:\Users\brmurtau\AppData\Local\Programs\Python\Python39\lib\site-packages\ipykernel\debugger.py", line 232, in disconnect_tcp_socket Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Warn 2021-09-28 12:39:42: StdErr from Kernel Process self.debugpy_stream.socket.disconnect(self._get_endpoint()) Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Warn 2021-09-28 12:39:42: StdErr from Kernel Process File "zmq\backend\cython\socket.pyx", line 640, in zmq.backend.cython.socket.Socket.disconnect Info 2021-09-28 12:39:42: Python Daemon (pid: 40860): write to stderr: zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:39:42: Kernel 40860 as possibly died, StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Warn 2021-09-28 12:39:42: StdErr from Kernel Process zmq.error.ZMQError: No such file or directory Info 2021-09-28 12:39:42: Cancel all remaining cells true || 4 Info 2021-09-28 12:39:42: Cancel pending cells Info 2021-09-28 12:41:05: Searching for token colors ... Info 2021-09-28 12:41:05: Attempting search for colors ... Info 2021-09-28 12:41:05: Loading colors from c:\Users\brmurtau\.vscode-insiders\extensions\dracula-theme.theme-dracula-2.24.0\theme\dracula.json ... Info 2021-09-28 12:41:05: Attempting search for colors ... Info 2021-09-28 12:41:05: Loading base colors from c:\Users\brmurtau\.vscode-insiders\extensions\dracula-theme.theme-dracula-2.24.0\theme\dracula.json ... Info 2021-09-28 12:41:05: Using colors to generate CSS ...