Adding new skecth for data analysis from the experiments

.ipynb_checkpoints/Experimental_Analysis-checkpoint.ipynb

@@ -0,0 +1,33 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dfef53e3-d4bc-4925-b907-d166f8ca3dad",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "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": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

.venv/bin/Activate.ps1

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+<#
+.Synopsis
+Activate a Python virtual environment for the current PowerShell session.
+
+.Description
+Pushes the python executable for a virtual environment to the front of the
+$Env:PATH environment variable and sets the prompt to signify that you are
+in a Python virtual environment. Makes use of the command line switches as
+well as the `pyvenv.cfg` file values present in the virtual environment.
+
+.Parameter VenvDir
+Path to the directory that contains the virtual environment to activate. The
+default value for this is the parent of the directory that the Activate.ps1
+script is located within.
+
+.Parameter Prompt
+The prompt prefix to display when this virtual environment is activated. By
+default, this prompt is the name of the virtual environment folder (VenvDir)
+surrounded by parentheses and followed by a single space (ie. '(.venv) ').
+
+.Example
+Activate.ps1
+Activates the Python virtual environment that contains the Activate.ps1 script.
+
+.Example
+Activate.ps1 -Verbose
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and shows extra information about the activation as it executes.
+
+.Example
+Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
+Activates the Python virtual environment located in the specified location.
+
+.Example
+Activate.ps1 -Prompt "MyPython"
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and prefixes the current prompt with the specified string (surrounded in
+parentheses) while the virtual environment is active.
+
+.Notes
+On Windows, it may be required to enable this Activate.ps1 script by setting the
+execution policy for the user. You can do this by issuing the following PowerShell
+command:
+
+PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
+
+For more information on Execution Policies: 
+https://go.microsoft.com/fwlink/?LinkID=135170
+
+#>
+Param(
+    [Parameter(Mandatory = $false)]
+    [String]
+    $VenvDir,
+    [Parameter(Mandatory = $false)]
+    [String]
+    $Prompt
+)
+
+<# Function declarations --------------------------------------------------- #>
+
+<#
+.Synopsis
+Remove all shell session elements added by the Activate script, including the
+addition of the virtual environment's Python executable from the beginning of
+the PATH variable.
+
+.Parameter NonDestructive
+If present, do not remove this function from the global namespace for the
+session.
+
+#>
+function global:deactivate ([switch]$NonDestructive) {
+    # Revert to original values
+
+    # The prior prompt:
+    if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
+        Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
+        Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
+    }
+
+    # The prior PYTHONHOME:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
+        Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
+    }
+
+    # The prior PATH:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
+        Remove-Item -Path Env:_OLD_VIRTUAL_PATH
+    }
+
+    # Just remove the VIRTUAL_ENV altogether:
+    if (Test-Path -Path Env:VIRTUAL_ENV) {
+        Remove-Item -Path env:VIRTUAL_ENV
+    }
+
+    # Just remove VIRTUAL_ENV_PROMPT altogether.
+    if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
+        Remove-Item -Path env:VIRTUAL_ENV_PROMPT
+    }
+
+    # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
+    if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
+        Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
+    }
+
+    # Leave deactivate function in the global namespace if requested:
+    if (-not $NonDestructive) {
+        Remove-Item -Path function:deactivate
+    }
+}
+
+<#
+.Description
+Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
+given folder, and returns them in a map.
+
+For each line in the pyvenv.cfg file, if that line can be parsed into exactly
+two strings separated by `=` (with any amount of whitespace surrounding the =)
+then it is considered a `key = value` line. The left hand string is the key,
+the right hand is the value.
+
+If the value starts with a `'` or a `"` then the first and last character is
+stripped from the value before being captured.
+
+.Parameter ConfigDir
+Path to the directory that contains the `pyvenv.cfg` file.
+#>
+function Get-PyVenvConfig(
+    [String]
+    $ConfigDir
+) {
+    Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
+
+    # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
+    $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
+
+    # An empty map will be returned if no config file is found.
+    $pyvenvConfig = @{ }
+
+    if ($pyvenvConfigPath) {
+
+        Write-Verbose "File exists, parse `key = value` lines"
+        $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
+
+        $pyvenvConfigContent | ForEach-Object {
+            $keyval = $PSItem -split "\s*=\s*", 2
+            if ($keyval[0] -and $keyval[1]) {
+                $val = $keyval[1]
+
+                # Remove extraneous quotations around a string value.
+                if ("'""".Contains($val.Substring(0, 1))) {
+                    $val = $val.Substring(1, $val.Length - 2)
+                }
+
+                $pyvenvConfig[$keyval[0]] = $val
+                Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
+            }
+        }
+    }
+    return $pyvenvConfig
+}
+
+
+<# Begin Activate script --------------------------------------------------- #>
+
+# Determine the containing directory of this script
+$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
+$VenvExecDir = Get-Item -Path $VenvExecPath
+
+Write-Verbose "Activation script is located in path: '$VenvExecPath'"
+Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
+Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
+
+# Set values required in priority: CmdLine, ConfigFile, Default
+# First, get the location of the virtual environment, it might not be
+# VenvExecDir if specified on the command line.
+if ($VenvDir) {
+    Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
+}
+else {
+    Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
+    $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
+    Write-Verbose "VenvDir=$VenvDir"
+}
+
+# Next, read the `pyvenv.cfg` file to determine any required value such
+# as `prompt`.
+$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
+
+# Next, set the prompt from the command line, or the config file, or
+# just use the name of the virtual environment folder.
+if ($Prompt) {
+    Write-Verbose "Prompt specified as argument, using '$Prompt'"
+}
+else {
+    Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
+    if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
+        Write-Verbose "  Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
+        $Prompt = $pyvenvCfg['prompt'];
+    }
+    else {
+        Write-Verbose "  Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
+        Write-Verbose "  Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
+        $Prompt = Split-Path -Path $venvDir -Leaf
+    }
+}
+
+Write-Verbose "Prompt = '$Prompt'"
+Write-Verbose "VenvDir='$VenvDir'"
+
+# Deactivate any currently active virtual environment, but leave the
+# deactivate function in place.
+deactivate -nondestructive
+
+# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
+# that there is an activated venv.
+$env:VIRTUAL_ENV = $VenvDir
+
+if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
+
+    Write-Verbose "Setting prompt to '$Prompt'"
+
+    # Set the prompt to include the env name
+    # Make sure _OLD_VIRTUAL_PROMPT is global
+    function global:_OLD_VIRTUAL_PROMPT { "" }
+    Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
+    New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
+
+    function global:prompt {
+        Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
+        _OLD_VIRTUAL_PROMPT
+    }
+    $env:VIRTUAL_ENV_PROMPT = $Prompt
+}
+
+# Clear PYTHONHOME
+if (Test-Path -Path Env:PYTHONHOME) {
+    Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
+    Remove-Item -Path Env:PYTHONHOME
+}
+
+# Add the venv to the PATH
+Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
+$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"

.venv/bin/activate

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+# This file must be used with "source bin/activate" *from bash*
+# You cannot run it directly
+
+deactivate () {
+    # reset old environment variables
+    if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
+        PATH="${_OLD_VIRTUAL_PATH:-}"
+        export PATH
+        unset _OLD_VIRTUAL_PATH
+    fi
+    if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
+        PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
+        export PYTHONHOME
+        unset _OLD_VIRTUAL_PYTHONHOME
+    fi
+
+    # Call hash to forget past commands. Without forgetting
+    # past commands the $PATH changes we made may not be respected
+    hash -r 2> /dev/null
+
+    if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
+        PS1="${_OLD_VIRTUAL_PS1:-}"
+        export PS1
+        unset _OLD_VIRTUAL_PS1
+    fi
+
+    unset VIRTUAL_ENV
+    unset VIRTUAL_ENV_PROMPT
+    if [ ! "${1:-}" = "nondestructive" ] ; then
+    # Self destruct!
+        unset -f deactivate
+    fi
+}
+
+# unset irrelevant variables
+deactivate nondestructive
+
+# on Windows, a path can contain colons and backslashes and has to be converted:
+if [ "${OSTYPE:-}" = "cygwin" ] || [ "${OSTYPE:-}" = "msys" ] ; then
+    # transform D:\path\to\venv to /d/path/to/venv on MSYS
+    # and to /cygdrive/d/path/to/venv on Cygwin
+    export VIRTUAL_ENV=$(cygpath '/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv')
+else
+    # use the path as-is
+    export VIRTUAL_ENV='/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv'
+fi
+
+_OLD_VIRTUAL_PATH="$PATH"
+PATH="$VIRTUAL_ENV/"bin":$PATH"
+export PATH
+
+# unset PYTHONHOME if set
+# this will fail if PYTHONHOME is set to the empty string (which is bad anyway)
+# could use `if (set -u; : $PYTHONHOME) ;` in bash
+if [ -n "${PYTHONHOME:-}" ] ; then
+    _OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}"
+    unset PYTHONHOME
+fi
+
+if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then
+    _OLD_VIRTUAL_PS1="${PS1:-}"
+    PS1='(.venv) '"${PS1:-}"
+    export PS1
+    VIRTUAL_ENV_PROMPT='(.venv) '
+    export VIRTUAL_ENV_PROMPT
+fi
+
+# Call hash to forget past commands. Without forgetting
+# past commands the $PATH changes we made may not be respected
+hash -r 2> /dev/null

.venv/bin/activate.csh

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+# This file must be used with "source bin/activate.csh" *from csh*.
+# You cannot run it directly.
+
+# Created by Davide Di Blasi <davidedb@gmail.com>.
+# Ported to Python 3.3 venv by Andrew Svetlov <andrew.svetlov@gmail.com>
+
+alias deactivate 'test $?_OLD_VIRTUAL_PATH != 0 && setenv PATH "$_OLD_VIRTUAL_PATH" && unset _OLD_VIRTUAL_PATH; rehash; test $?_OLD_VIRTUAL_PROMPT != 0 && set prompt="$_OLD_VIRTUAL_PROMPT" && unset _OLD_VIRTUAL_PROMPT; unsetenv VIRTUAL_ENV; unsetenv VIRTUAL_ENV_PROMPT; test "\!:*" != "nondestructive" && unalias deactivate'
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+setenv VIRTUAL_ENV '/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv'
+
+set _OLD_VIRTUAL_PATH="$PATH"
+setenv PATH "$VIRTUAL_ENV/"bin":$PATH"
+
+
+set _OLD_VIRTUAL_PROMPT="$prompt"
+
+if (! "$?VIRTUAL_ENV_DISABLE_PROMPT") then
+    set prompt = '(.venv) '"$prompt"
+    setenv VIRTUAL_ENV_PROMPT '(.venv) '
+endif
+
+alias pydoc python -m pydoc
+
+rehash

.venv/bin/activate.fish

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+# This file must be used with "source <venv>/bin/activate.fish" *from fish*
+# (https://fishshell.com/). You cannot run it directly.
+
+function deactivate  -d "Exit virtual environment and return to normal shell environment"
+    # reset old environment variables
+    if test -n "$_OLD_VIRTUAL_PATH"
+        set -gx PATH $_OLD_VIRTUAL_PATH
+        set -e _OLD_VIRTUAL_PATH
+    end
+    if test -n "$_OLD_VIRTUAL_PYTHONHOME"
+        set -gx PYTHONHOME $_OLD_VIRTUAL_PYTHONHOME
+        set -e _OLD_VIRTUAL_PYTHONHOME
+    end
+
+    if test -n "$_OLD_FISH_PROMPT_OVERRIDE"
+        set -e _OLD_FISH_PROMPT_OVERRIDE
+        # prevents error when using nested fish instances (Issue #93858)
+        if functions -q _old_fish_prompt
+            functions -e fish_prompt
+            functions -c _old_fish_prompt fish_prompt
+            functions -e _old_fish_prompt
+        end
+    end
+
+    set -e VIRTUAL_ENV
+    set -e VIRTUAL_ENV_PROMPT
+    if test "$argv[1]" != "nondestructive"
+        # Self-destruct!
+        functions -e deactivate
+    end
+end
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+set -gx VIRTUAL_ENV '/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv'
+
+set -gx _OLD_VIRTUAL_PATH $PATH
+set -gx PATH "$VIRTUAL_ENV/"bin $PATH
+
+# Unset PYTHONHOME if set.
+if set -q PYTHONHOME
+    set -gx _OLD_VIRTUAL_PYTHONHOME $PYTHONHOME
+    set -e PYTHONHOME
+end
+
+if test -z "$VIRTUAL_ENV_DISABLE_PROMPT"
+    # fish uses a function instead of an env var to generate the prompt.
+
+    # Save the current fish_prompt function as the function _old_fish_prompt.
+    functions -c fish_prompt _old_fish_prompt
+
+    # With the original prompt function renamed, we can override with our own.
+    function fish_prompt
+        # Save the return status of the last command.
+        set -l old_status $status
+
+        # Output the venv prompt; color taken from the blue of the Python logo.
+        printf "%s%s%s" (set_color 4B8BBE) '(.venv) ' (set_color normal)
+
+        # Restore the return status of the previous command.
+        echo "exit $old_status" | .
+        # Output the original/"old" prompt.
+        _old_fish_prompt
+    end
+
+    set -gx _OLD_FISH_PROMPT_OVERRIDE "$VIRTUAL_ENV"
+    set -gx VIRTUAL_ENV_PROMPT '(.venv) '
+end

.venv/bin/debugpy

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+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from debugpy.server.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/debugpy-adapter

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from debugpy.adapter.__main__ import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/httpx

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from httpx import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/ipython

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from IPython import start_ipython
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(start_ipython())

.venv/bin/ipython3

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from IPython import start_ipython
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(start_ipython())

.venv/bin/jlpm

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyterlab.jlpmapp import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jsonpointer

@@ -0,0 +1,67 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+
+
+import argparse
+import json
+import sys
+
+import jsonpointer
+
+parser = argparse.ArgumentParser(
+    description='Resolve a JSON pointer on JSON files')
+
+# Accept pointer as argument or as file
+ptr_group = parser.add_mutually_exclusive_group(required=True)
+
+ptr_group.add_argument('-f', '--pointer-file', type=argparse.FileType('r'),
+                       nargs='?',
+                       help='File containing a JSON pointer expression')
+
+ptr_group.add_argument('POINTER', type=str, nargs='?',
+                       help='A JSON pointer expression')
+
+parser.add_argument('FILE', type=argparse.FileType('r'), nargs='+',
+                    help='Files for which the pointer should be resolved')
+parser.add_argument('--indent', type=int, default=None,
+                    help='Indent output by n spaces')
+parser.add_argument('-v', '--version', action='version',
+                    version='%(prog)s ' + jsonpointer.__version__)
+
+
+def main():
+    try:
+        resolve_files()
+    except KeyboardInterrupt:
+        sys.exit(1)
+
+
+def parse_pointer(args):
+    if args.POINTER:
+        ptr = args.POINTER
+    elif args.pointer_file:
+        ptr = args.pointer_file.read().strip()
+    else:
+        parser.print_usage()
+        sys.exit(1)
+
+    return ptr
+
+
+def resolve_files():
+    """ Resolve a JSON pointer on JSON files """
+    args = parser.parse_args()
+
+    ptr = parse_pointer(args)
+
+    for f in args.FILE:
+        doc = json.load(f)
+        try:
+            result = jsonpointer.resolve_pointer(doc, ptr)
+            print(json.dumps(result, indent=args.indent))
+        except jsonpointer.JsonPointerException as e:
+            print('Could not resolve pointer: %s' % str(e), file=sys.stderr)
+
+
+if __name__ == "__main__":
+    main()

.venv/bin/jsonschema

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jsonschema.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_core.command import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-console

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_console.app import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-dejavu

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from nbconvert.nbconvertapp import dejavu_main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(dejavu_main())

.venv/bin/jupyter-events

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_events.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-execute

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from nbclient.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-kernel

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_client.kernelapp import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-kernelspec

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_client.kernelspecapp import KernelSpecApp
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(KernelSpecApp.launch_instance())

.venv/bin/jupyter-lab

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyterlab.labapp import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-labextension

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyterlab.labextensions import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-labhub

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyterlab.labhubapp import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-migrate

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_core.migrate import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-nbconvert

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from nbconvert.nbconvertapp import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-notebook

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from notebook.app import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-run

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_client.runapp import RunApp
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(RunApp.launch_instance())

.venv/bin/jupyter-server

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_server.serverapp import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-troubleshoot

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from jupyter_core.troubleshoot import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/jupyter-trust

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from nbformat.sign import TrustNotebookApp
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(TrustNotebookApp.launch_instance())

.venv/bin/normalizer

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from charset_normalizer.cli import cli_detect
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(cli_detect())

.venv/bin/pip

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/pip3

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/pip3.12

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/pybabel

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from babel.messages.frontend import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/pygmentize

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pygments.cmdline import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/pyjson5

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from json5.tool import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/python

@@ -0,0 +1 @@
+python3

.venv/bin/python3

@@ -0,0 +1 @@
+/usr/bin/python3

.venv/bin/python3.12

@@ -0,0 +1 @@
+python3

.venv/bin/send2trash

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from send2trash.__main__ import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/bin/wsdump

@@ -0,0 +1,8 @@
+#!/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Analysis_Data/py-data-analysis/.venv/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from websocket._wsdump import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

.venv/etc/jupyter/jupyter_notebook_config.d/jupyterlab.json

@@ -0,0 +1,7 @@
+{
+  "NotebookApp": {
+    "nbserver_extensions": {
+      "jupyterlab": true
+    }
+  }
+}

.venv/etc/jupyter/jupyter_server_config.d/jupyter-lsp-jupyter-server.json

@@ -0,0 +1,7 @@
+{
+  "ServerApp": {
+    "jpserver_extensions": {
+      "jupyter_lsp": true
+    }
+  }
+}

.venv/etc/jupyter/jupyter_server_config.d/jupyter_server_terminals.json

@@ -0,0 +1,7 @@
+{
+  "ServerApp": {
+    "jpserver_extensions": {
+      "jupyter_server_terminals": true
+    }
+  }
+}

.venv/etc/jupyter/jupyter_server_config.d/jupyterlab.json

@@ -0,0 +1,7 @@
+{
+  "ServerApp": {
+    "jpserver_extensions": {
+      "jupyterlab": true
+    }
+  }
+}

.venv/etc/jupyter/jupyter_server_config.d/notebook.json

@@ -0,0 +1,7 @@
+{
+  "ServerApp": {
+    "jpserver_extensions": {
+      "notebook": true
+    }
+  }
+}

.venv/etc/jupyter/jupyter_server_config.d/notebook_shim.json

@@ -0,0 +1,7 @@
+{
+    "ServerApp": {
+        "jpserver_extensions": {
+            "notebook_shim": true
+        }
+    }
+}

.venv/etc/jupyter/nbconfig/notebook.d/widgetsnbextension.json

@@ -0,0 +1,5 @@
+{
+  "load_extensions": {
+    "jupyter-js-widgets/extension": true
+  }
+}

.venv/lib/python3.12/site-packages/IPython/__init__.py

@@ -0,0 +1,144 @@
+# PYTHON_ARGCOMPLETE_OK
+"""
+IPython: tools for interactive and parallel computing in Python.
+
+https://ipython.org
+"""
+#-----------------------------------------------------------------------------
+#  Copyright (c) 2008-2011, IPython Development Team.
+#  Copyright (c) 2001-2007, Fernando Perez <fernando.perez@colorado.edu>
+#  Copyright (c) 2001, Janko Hauser <jhauser@zscout.de>
+#  Copyright (c) 2001, Nathaniel Gray <n8gray@caltech.edu>
+#
+#  Distributed under the terms of the Modified BSD License.
+#
+#  The full license is in the file COPYING.txt, distributed with this software.
+#-----------------------------------------------------------------------------
+
+#-----------------------------------------------------------------------------
+# Imports
+#-----------------------------------------------------------------------------
+
+import sys
+import warnings
+
+#-----------------------------------------------------------------------------
+# Setup everything
+#-----------------------------------------------------------------------------
+
+# Don't forget to also update setup.py when this changes!
+if sys.version_info < (3, 11):
+    raise ImportError(
+        """
+IPython 8.31+ supports Python 3.11 and above, following SPEC0
+IPython 8.19+ supports Python 3.10 and above, following SPEC0.
+IPython 8.13+ supports Python 3.9 and above, following NEP 29.
+IPython 8.0-8.12 supports Python 3.8 and above, following NEP 29.
+When using Python 2.7, please install IPython 5.x LTS Long Term Support version.
+Python 3.3 and 3.4 were supported up to IPython 6.x.
+Python 3.5 was supported with IPython 7.0 to 7.9.
+Python 3.6 was supported with IPython up to 7.16.
+Python 3.7 was still supported with the 7.x branch.
+
+See IPython `README.rst` file for more information:
+
+    https://github.com/ipython/ipython/blob/main/README.rst
+
+"""
+    )
+
+#-----------------------------------------------------------------------------
+# Setup the top level names
+#-----------------------------------------------------------------------------
+
+from .core.getipython import get_ipython
+from .core import release
+from .core.application import Application
+from .terminal.embed import embed
+
+from .core.interactiveshell import InteractiveShell
+from .utils.sysinfo import sys_info
+from .utils.frame import extract_module_locals
+
+__all__ = ["start_ipython", "embed", "embed_kernel"]
+
+# Release data
+__author__ = '%s <%s>' % (release.author, release.author_email)
+__license__  = release.license
+__version__  = release.version
+version_info = release.version_info
+# list of CVEs that should have been patched in this release.
+# this is informational and should not be relied upon.
+__patched_cves__ = {"CVE-2022-21699", "CVE-2023-24816"}
+
+
+def embed_kernel(module=None, local_ns=None, **kwargs):
+    """Embed and start an IPython kernel in a given scope.
+
+    If you don't want the kernel to initialize the namespace
+    from the scope of the surrounding function,
+    and/or you want to load full IPython configuration,
+    you probably want `IPython.start_kernel()` instead.
+
+    This is a deprecated alias for `ipykernel.embed.embed_kernel()`,
+    to be removed in the future.
+    You should import directly from `ipykernel.embed`; this wrapper
+    fails anyway if you don't have `ipykernel` package installed.
+
+    Parameters
+    ----------
+    module : types.ModuleType, optional
+        The module to load into IPython globals (default: caller)
+    local_ns : dict, optional
+        The namespace to load into IPython user namespace (default: caller)
+    **kwargs : various, optional
+        Further keyword args are relayed to the IPKernelApp constructor,
+        such as `config`, a traitlets :class:`Config` object (see :ref:`configure_start_ipython`),
+        allowing configuration of the kernel.  Will only have an effect
+        on the first embed_kernel call for a given process.
+    """
+
+    warnings.warn(
+        "import embed_kernel from ipykernel.embed directly (since 2013)."
+        " Importing from IPython will be removed in the future",
+        DeprecationWarning,
+        stacklevel=2,
+    )
+
+    (caller_module, caller_locals) = extract_module_locals(1)
+    if module is None:
+        module = caller_module
+    if local_ns is None:
+        local_ns = dict(**caller_locals)
+    
+    # Only import .zmq when we really need it
+    from ipykernel.embed import embed_kernel as real_embed_kernel
+    real_embed_kernel(module=module, local_ns=local_ns, **kwargs)
+
+def start_ipython(argv=None, **kwargs):
+    """Launch a normal IPython instance (as opposed to embedded)
+
+    `IPython.embed()` puts a shell in a particular calling scope,
+    such as a function or method for debugging purposes,
+    which is often not desirable.
+
+    `start_ipython()` does full, regular IPython initialization,
+    including loading startup files, configuration, etc.
+    much of which is skipped by `embed()`.
+
+    This is a public API method, and will survive implementation changes.
+
+    Parameters
+    ----------
+    argv : list or None, optional
+        If unspecified or None, IPython will parse command-line options from sys.argv.
+        To prevent any command-line parsing, pass an empty list: `argv=[]`.
+    user_ns : dict, optional
+        specify this dictionary to initialize the IPython user namespace with particular values.
+    **kwargs : various, optional
+        Any other kwargs will be passed to the Application constructor,
+        such as `config`, a traitlets :class:`Config` object (see :ref:`configure_start_ipython`),
+        allowing configuration of the instance (see :ref:`terminal_options`).
+    """
+    from IPython.terminal.ipapp import launch_new_instance
+    return launch_new_instance(argv=argv, **kwargs)

.venv/lib/python3.12/site-packages/IPython/__main__.py

@@ -0,0 +1,14 @@
+# PYTHON_ARGCOMPLETE_OK
+# encoding: utf-8
+"""Terminal-based IPython entry point."""
+# -----------------------------------------------------------------------------
+#  Copyright (c) 2012, IPython Development Team.
+#
+#  Distributed under the terms of the Modified BSD License.
+#
+#  The full license is in the file COPYING.txt, distributed with this software.
+# -----------------------------------------------------------------------------
+
+from IPython import start_ipython
+
+start_ipython()