init

.gitignore

+# Created by .ignore support plugin (hsz.mobi)
+### JetBrains template
+# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
+# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
+reports/*.pdf
+reports/*.csv
+reports/*.xlsx
+
+# User-specific stuff
+.idea/**/workspace.xml
+.idea/**/tasks.xml
+.idea/**/usage.statistics.xml
+.idea/**/dictionaries
+.idea/**/shelf
+.idea
+logs
+
+# Generated files
+.idea/**/contentModel.xml
+
+# Sensitive or high-churn files
+.idea/**/dataSources/
+.idea/**/dataSources.ids
+.idea/**/dataSources.local.xml
+.idea/**/sqlDataSources.xml
+.idea/**/dynamic.xml
+.idea/**/uiDesigner.xml
+.idea/**/dbnavigator.xml
+
+# Gradle
+.idea/**/gradle.xml
+.idea/**/libraries
+
+# Gradle and Maven with auto-import
+# When using Gradle or Maven with auto-import, you should exclude module files,
+# since they will be recreated, and may cause churn.  Uncomment if using
+# auto-import.
+# .idea/artifacts
+# .idea/compiler.xml
+# .idea/jarRepositories.xml
+# .idea/modules.xml
+# .idea/*.iml
+# .idea/modules
+# *.iml
+# *.ipr
+
+# CMake
+cmake-build-*/
+
+# Mongo Explorer plugin
+.idea/**/mongoSettings.xml
+
+# File-based project format
+*.iws
+
+# IntelliJ
+out/
+
+# mpeltonen/sbt-idea plugin
+.idea_modules/
+
+# JIRA plugin
+atlassian-ide-plugin.xml
+
+# Cursive Clojure plugin
+.idea/replstate.xml
+
+# Crashlytics plugin (for Android Studio and IntelliJ)
+com_crashlytics_export_strings.xml
+crashlytics.properties
+crashlytics-build.properties
+fabric.properties
+
+# Editor-based Rest Client
+.idea/httpRequests
+
+# Android studio 3.1+ serialized cache file
+.idea/caches/build_file_checksums.ser
+
+### Python template
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+### VisualStudio template
+## Ignore Visual Studio temporary files, build results, and
+## files generated by popular Visual Studio add-ons.
+##
+## Get latest from https://github.com/github/gitignore/blob/master/VisualStudio.gitignore
+
+# User-specific files
+*.rsuser
+*.suo
+*.user
+*.userosscache
+*.sln.docstates
+
+# User-specific files (MonoDevelop/Xamarin Studio)
+*.userprefs
+
+# Mono auto generated files
+mono_crash.*
+
+# Build results
+[Dd]ebug/
+[Dd]ebugPublic/
+[Rr]elease/
+[Rr]eleases/
+x64/
+x86/
+[Ww][Ii][Nn]32/
+[Aa][Rr][Mm]/
+[Aa][Rr][Mm]64/
+bld/
+[Bb]in/
+[Oo]bj/
+[Ll]og/
+[Ll]ogs/
+
+# Visual Studio 2015/2017 cache/options directory
+.vs/
+# Uncomment if you have tasks that create the project's static files in wwwroot
+#wwwroot/
+
+# Visual Studio 2017 auto generated files
+Generated\ Files/
+
+# MSTest test Results
+[Tt]est[Rr]esult*/
+[Bb]uild[Ll]og.*
+
+# NUnit
+*.VisualState.xml
+TestResult.xml
+nunit-*.xml
+
+# Build Results of an ATL Project
+[Dd]ebugPS/
+[Rr]eleasePS/
+dlldata.c
+
+# Benchmark Results
+BenchmarkDotNet.Artifacts/
+
+# .NET Core
+project.lock.json
+project.fragment.lock.json
+artifacts/
+
+# ASP.NET Scaffolding
+ScaffoldingReadMe.txt
+
+# StyleCop
+StyleCopReport.xml
+
+# Files built by Visual Studio
+*_i.c
+*_p.c
+*_h.h
+*.ilk
+*.meta
+*.obj
+*.iobj
+*.pch
+*.pdb
+*.ipdb
+*.pgc
+*.pgd
+*.rsp
+*.sbr
+*.tlb
+*.tli
+*.tlh
+*.tmp
+*.tmp_proj
+*_wpftmp.csproj
+*.vspscc
+*.vssscc
+.builds
+*.pidb
+*.svclog
+*.scc
+
+# Chutzpah Test files
+_Chutzpah*
+
+# Visual C++ cache files
+ipch/
+*.aps
+*.ncb
+*.opendb
+*.opensdf
+*.sdf
+*.cachefile
+*.VC.db
+*.VC.VC.opendb
+
+# Visual Studio profiler
+*.psess
+*.vsp
+*.vspx
+*.sap
+
+# Visual Studio Trace Files
+*.e2e
+
+# TFS 2012 Local Workspace
+$tf/
+
+# Guidance Automation Toolkit
+*.gpState
+
+# ReSharper is a .NET coding add-in
+_ReSharper*/
+*.[Rr]e[Ss]harper
+*.DotSettings.user
+
+# TeamCity is a build add-in
+_TeamCity*
+
+# DotCover is a Code Coverage Tool
+*.dotCover
+
+# AxoCover is a Code Coverage Tool
+.axoCover/*
+!.axoCover/settings.json
+
+# Coverlet is a free, cross platform Code Coverage Tool
+coverage*.json
+coverage*.xml
+coverage*.info
+
+# Visual Studio code coverage results
+*.coverage
+*.coveragexml
+
+# NCrunch
+_NCrunch_*
+.*crunch*.local.xml
+nCrunchTemp_*
+
+# MightyMoose
+*.mm.*
+AutoTest.Net/
+
+# Web workbench (sass)
+.sass-cache/
+
+# Installshield output folder
+[Ee]xpress/
+
+# DocProject is a documentation generator add-in
+DocProject/buildhelp/
+DocProject/Help/*.HxT
+DocProject/Help/*.HxC
+DocProject/Help/*.hhc
+DocProject/Help/*.hhk
+DocProject/Help/*.hhp
+DocProject/Help/Html2
+DocProject/Help/html
+
+# Click-Once directory
+publish/
+
+# Publish Web Output
+*.[Pp]ublish.xml
+*.azurePubxml
+# Note: Comment the next line if you want to checkin your web deploy settings,
+# but database connection strings (with potential passwords) will be unencrypted
+*.pubxml
+*.publishproj
+
+# Microsoft Azure Web App publish settings. Comment the next line if you want to
+# checkin your Azure Web App publish settings, but sensitive information contained
+# in these scripts will be unencrypted
+PublishScripts/
+
+# NuGet Packages
+*.nupkg
+# NuGet Symbol Packages
+*.snupkg
+# The packages folder can be ignored because of Package Restore
+**/[Pp]ackages/*
+# except build/, which is used as an MSBuild target.
+!**/[Pp]ackages/build/
+# Uncomment if necessary however generally it will be regenerated when needed
+#!**/[Pp]ackages/repositories.config
+# NuGet v3's project.json files produces more ignorable files
+*.nuget.props
+*.nuget.targets
+
+# Microsoft Azure Build Output
+csx/
+*.build.csdef
+
+# Microsoft Azure Emulator
+ecf/
+rcf/
+
+# Windows Store app package directories and files
+AppPackages/
+BundleArtifacts/
+Package.StoreAssociation.xml
+_pkginfo.txt
+*.appx
+*.appxbundle
+*.appxupload
+
+# Visual Studio cache files
+# files ending in .cache can be ignored
+*.[Cc]ache
+# but keep track of directories ending in .cache
+!?*.[Cc]ache/
+
+# Others
+ClientBin/
+~$*
+*~
+*.dbmdl
+*.dbproj.schemaview
+*.jfm
+*.pfx
+*.publishsettings
+orleans.codegen.cs
+
+# Including strong name files can present a security risk
+# (https://github.com/github/gitignore/pull/2483#issue-259490424)
+#*.snk
+
+# Since there are multiple workflows, uncomment next line to ignore bower_components
+# (https://github.com/github/gitignore/pull/1529#issuecomment-104372622)
+#bower_components/
+
+# RIA/Silverlight projects
+Generated_Code/
+
+# Backup & report files from converting an old project file
+# to a newer Visual Studio version. Backup files are not needed,
+# because we have git ;-)
+_UpgradeReport_Files/
+Backup*/
+UpgradeLog*.XML
+UpgradeLog*.htm
+ServiceFabricBackup/
+*.rptproj.bak
+
+# SQL Server files
+*.mdf
+*.ldf
+*.ndf
+
+# Business Intelligence projects
+*.rdl.data
+*.bim.layout
+*.bim_*.settings
+*.rptproj.rsuser
+*- [Bb]ackup.rdl
+*- [Bb]ackup ([0-9]).rdl
+*- [Bb]ackup ([0-9][0-9]).rdl
+
+# Microsoft Fakes
+FakesAssemblies/
+
+# GhostDoc plugin setting file
+*.GhostDoc.xml
+
+# Node.js Tools for Visual Studio
+.ntvs_analysis.dat
+node_modules/
+
+# Visual Studio 6 build log
+*.plg
+
+# Visual Studio 6 workspace options file
+*.opt
+
+# Visual Studio 6 auto-generated workspace file (contains which files were open etc.)
+*.vbw
+
+# Visual Studio LightSwitch build output
+**/*.HTMLClient/GeneratedArtifacts
+**/*.DesktopClient/GeneratedArtifacts
+**/*.DesktopClient/ModelManifest.xml
+**/*.Server/GeneratedArtifacts
+**/*.Server/ModelManifest.xml
+_Pvt_Extensions
+
+# Paket dependency manager
+.paket/paket.exe
+paket-files/
+
+# FAKE - F# Make
+.fake/
+
+# CodeRush personal settings
+.cr/personal
+
+# Python Tools for Visual Studio (PTVS)
+*.pyc
+
+# Cake - Uncomment if you are using it
+# tools/**
+# !tools/packages.config
+
+# Tabs Studio
+*.tss
+
+# Telerik's JustMock configuration file
+*.jmconfig
+
+# BizTalk build output
+*.btp.cs
+*.btm.cs
+*.odx.cs
+*.xsd.cs
+
+# OpenCover UI analysis results
+OpenCover/
+
+# Azure Stream Analytics local run output
+ASALocalRun/
+
+# MSBuild Binary and Structured Log
+*.binlog
+
+# NVidia Nsight GPU debugger configuration file
+*.nvuser
+
+# MFractors (Xamarin productivity tool) working folder
+.mfractor/
+
+# Local History for Visual Studio
+.localhistory/
+
+# BeatPulse healthcheck temp database
+healthchecksdb
+
+# Backup folder for Package Reference Convert tool in Visual Studio 2017
+MigrationBackup/
+
+# Ionide (cross platform F# VS Code tools) working folder
+.ionide/
+
+# Fody - auto-generated XML schema
+FodyWeavers.xsd
+
+### JupyterNotebooks template
+# gitignore template for Jupyter Notebooks
+# website: http://jupyter.org/
+.env

Dockerfile

+FROM python:3.9-buster
+COPY . /code
+WORKDIR /code
+RUN pip install -r requirements.txt
+CMD [ "python","app.py" ]
\ No newline at end of file

__version__.py

+__version__ = "V0.0.1"

app.py

+from scripts.constants.app_configuration import METADATA
+from scripts.core.utils.compliance_util import Compliance
+from scripts.core.utils.timestamp_util import get_timestamps
+
+if __name__ == '__main__':
+    all_tags = METADATA['tags']
+    tags_data = {}
+    tags_type = ['upper', 'lower', 'live']
+    for param, param_data in all_tags.items():
+        for param_data_type in tags_type:
+            tags_data[f'{param}_{param_data_type}'] = param_data[param_data_type]
+    column_renamer = {v: k for k, v in tags_data.items()}
+    payload = METADATA['query']
+    start_date = METADATA['start_date']
+    end_date = METADATA['end_date']
+    print(start_date, end_date)
+    all_timestamps = get_timestamps(start_date, end_date)
+    print(all_timestamps)
+    payload['metrics'][0]['tags']['c3'] = list(column_renamer.keys())
+    obj = Compliance(payload, column_renamer, all_tags)
+    obj.start_calculation(all_timestamps)

conf/application.conf

+[KAIROS_DB]
+uri=$KAIROS_URI
+
+
+[POSTGRES]
+postgres_uri=$POSTGRES_URI
+

conf/data.yml

+metadata:
+  client: "Jubilant"
+  site: "PP2 R5 Reaction Section"
+  project_name: "Golden Batch for R5 Reaction"
+  compliance_percentage: 70
+  start_date: "2022-08-01"
+  end_date: "2022-12-31"
+  tags:
+    "Cooling tower.TI-5414":
+      "upper": site_107$dept_113$line_194$equipment_2632$tag_4352
+      "lower": site_107$dept_113$line_194$equipment_2632$tag_4351
+      "live": site_107$dept_113$line_194$equipment_2632$tag_743
+    "VAHP.TI-5415":
+      "upper": site_107$dept_113$line_194$equipment_2634$tag_4354
+      "lower": site_107$dept_113$line_194$equipment_2634$tag_4353
+      "live": site_107$dept_113$line_194$equipment_2634$tag_778
+    "Chiller.TI-5451":
+      "upper": site_107$dept_113$line_194$equipment_2635$tag_4356
+      "lower": site_107$dept_113$line_194$equipment_2635$tag_4355
+      "live": site_107$dept_113$line_194$equipment_2635$tag_775
+    "Feed Drum.FIC-5161":
+      "upper": site_107$dept_113$line_198$equipment_2588$tag_4358
+      "lower": site_107$dept_113$line_198$equipment_2588$tag_4357
+      "live": site_107$dept_113$line_198$equipment_2588$tag_1968
+    "Feed Drum.FIC-5111":
+      "upper": site_107$dept_113$line_198$equipment_2588$tag_4364
+      "lower": site_107$dept_113$line_198$equipment_2588$tag_4363
+      "live": site_107$dept_113$line_198$equipment_2588$tag_500
+    "Feed Drum.FIC-5102":
+      "upper": site_107$dept_113$line_198$equipment_2588$tag_4360
+      "lower": site_107$dept_113$line_198$equipment_2588$tag_4359
+      "live": site_107$dept_113$line_198$equipment_2588$tag_765
+    "Feed Drum.FIC-5103":
+      "upper": site_107$dept_113$line_198$equipment_2588$tag_4362
+      "lower": site_107$dept_113$line_198$equipment_2588$tag_4361
+      "live":   site_107$dept_113$line_198$equipment_2588$tag_766
+    "Reactor.REACTINVENTORY":
+      "upper": site_107$dept_113$line_198$equipment_2590$tag_4366
+      "lower": site_107$dept_113$line_198$equipment_2590$tag_4365
+      "live": site_107$dept_113$line_198$equipment_2590$tag_2403
+    "Reactor.CATCIRCULATION":
+      "upper": site_107$dept_113$line_198$equipment_2590$tag_4368
+      "lower": site_107$dept_113$line_198$equipment_2590$tag_4367
+      "live": site_107$dept_113$line_198$equipment_2590$tag_2404
+    "Reactor.TI-5126":
+      "upper": site_107$dept_113$line_198$equipment_2590$tag_4370
+      "lower": site_107$dept_113$line_198$equipment_2590$tag_4369
+      "live": site_107$dept_113$line_198$equipment_2590$tag_732
+    "Reactor.TI-5108C":
+      "upper": site_107$dept_113$line_198$equipment_2590$tag_4372
+      "lower": site_107$dept_113$line_198$equipment_2590$tag_4371
+      "live": site_107$dept_113$line_198$equipment_2590$tag_785
+    "Regenerator.RGNINVENTORY":
+      "upper": site_107$dept_113$line_198$equipment_2592$tag_4374
+      "lower": site_107$dept_113$line_198$equipment_2592$tag_4373
+      "live": site_107$dept_113$line_198$equipment_2592$tag_2407
+    "Regenerator.TI-5113B":
+      "upper": site_107$dept_113$line_198$equipment_2592$tag_4376
+      "lower": site_107$dept_113$line_198$equipment_2592$tag_4375
+      "live": site_107$dept_113$line_198$equipment_2592$tag_512
+    "Venturi Scrubber.TI-5127":
+      "upper": site_107$dept_113$line_198$equipment_2594$tag_4378
+      "lower": site_107$dept_113$line_198$equipment_2594$tag_4377
+      "live": site_107$dept_113$line_198$equipment_2594$tag_744
+    "Venturi Scrubber.TI-5120":
+      "upper": site_107$dept_113$line_198$equipment_2594$tag_4380
+      "lower": site_107$dept_113$line_198$equipment_2594$tag_4379
+      "live": site_107$dept_113$line_198$equipment_2594$tag_745
+    "Venturi Scrubber.TI-5121":
+      "upper": site_107$dept_113$line_198$equipment_2594$tag_4382
+      "lower": site_107$dept_113$line_198$equipment_2594$tag_4381
+      "live": site_107$dept_113$line_198$equipment_2594$tag_774
+    "7302011030 Absorber.TI-5129":
+      "upper": site_107$dept_113$line_198$equipment_2595$tag_4384
+      "lower": site_107$dept_113$line_198$equipment_2595$tag_4383
+      "live": site_107$dept_113$line_198$equipment_2595$tag_748
+    "7302011030 Recovery Column-A.FI-5263A":
+      "upper": site_107$dept_113$line_198$equipment_2596$tag_4386
+      "lower": site_107$dept_113$line_198$equipment_2596$tag_4385
+      "live": site_107$dept_113$line_198$equipment_2596$tag_1988
+  query:
+    metrics:
+      - tags:
+          c3:
+        name: ilens.live_data.raw
+        group_by:
+          - name: tag
+            tags:
+              - c3
+        aggregators:
+          - name: avg
+            sampling:
+              value: '15'
+              unit: minutes
+            align_sampling: true
+            align_start_time: true
+    plugins: [ ]
+    cache_time: 0
+    time_zone: Asia/Calcutta
+    start_absolute: 0
+    end_absolute: 0
+
+
+
+
+
+
+
+

config.env

+KAIROS_URI= https://iLens:iLensJUB$456@jub-kairos.ilens.io/kairos
+POSTGRES_URI = postgresql://iLens:iLensJUB$456@jubilant.ilens.io/kairos
\ No newline at end of file

scripts/constants/app_configuration.py

+from dotenv import load_dotenv
+import os
+import sys
+from configparser import ConfigParser, BasicInterpolation
+import yaml
+
+# Configuration File Constants
+_application_conf = "./conf/application.conf"
+_default_conf = "./config.env"
+data_conf = "./conf/data.yml"
+
+load_dotenv(dotenv_path=_default_conf)
+
+
+class EnvInterpolation(BasicInterpolation):
+    """
+    Interpolation which expands environment variables in values.
+    """
+
+    def before_get(self, parser, section, option, value, defaults):
+        value = super().before_get(parser, section, option, value, defaults)
+
+        if not os.path.expandvars(value).startswith("$"):
+            return os.path.expandvars(value)
+        else:
+            return
+
+
+try:
+    config = ConfigParser(interpolation=EnvInterpolation())
+    config.read(_application_conf)
+except Exception as e:
+    print(f"Error while loading the config: {e}")
+    print("Failed to Load Configuration. Exiting!!!")
+    sys.exit()
+
+
+class Logging:
+    level = config.get("LOGGING", "level", fallback="INFO")
+    level = level or "INFO"
+    tb_flag = config.getboolean("LOGGING", "traceback", fallback=True)
+    tb_flag = tb_flag if tb_flag is not None else True
+
+
+# Configuration Variables
+# Kairos Configuration Variables
+KAIROS_DB_HOST = config["KAIROS_DB"]["uri"]
+# Postgres Configuration Variables
+POSTGRES_URI = config["POSTGRES"]["postgres_uri"]
+
+# Read the configuration file
+
+with open(data_conf, "r") as _cf:
+    _config = yaml.full_load(_cf)
+
+METADATA = _config["metadata"]

scripts/core/data/data_import.py

+import json
+
+import pandas as pd
+import requests
+from loguru import logger
+
+
+class DataPuller(object):
+    def __init__(self, db_host, column_rename, payload, absolute_time=None, optional_payload=None):
+        self.optional_payload = optional_payload
+        self.db_host_url = db_host
+        self.request_url = "{kairos_host}/api/v1/datapoints/query".format(kairos_host=self.db_host_url)
+        self.payload = payload
+        self.column_rename = column_rename
+        if absolute_time is not None:
+            if "start_relative" in self.payload:
+                del self.payload["start_relative"]
+            if "end_relative" in self.payload:
+                del self.payload["end_relative"]
+            self.payload["start_absolute"] = absolute_time["start_absolute"]
+            self.payload["end_absolute"] = absolute_time["end_absolute"]
+
+    def get_data(self, start_timestamp, end_timestamp):
+        logger.info("Data for the parameters being pulled from Kairos Database")
+        self.payload['start_absolute'] = start_timestamp
+        self.payload['end_absolute'] = end_timestamp
+        response_data = requests.post(url=self.request_url, data=json.dumps(self.payload)).json()
+        output_data = response_data["queries"]
+        logger.debug("Data pull complete")
+        df_final = pd.DataFrame()
+        for i in range(len(output_data)):
+            grouped_output_data = output_data[i]["results"]
+            for each_grouped_data in grouped_output_data:
+                value = (each_grouped_data["values"])
+                tag_id = each_grouped_data["group_by"][0]["group"]["c3"]
+                try:
+                    logger.debug(f"Renamed {tag_id} to {self.column_rename[tag_id]} in Data")
+                    column_name = self.column_rename[tag_id]
+                except KeyError as ke:
+                    logger.debug(f"Column Renaming Logic not found for {tag_id} - {ke}")
+                    column_name = tag_id
+                df_column_data = pd.DataFrame(data=value, columns=["timestamp", column_name])
+                if df_final.empty:
+                    df_final = df_column_data
+                else:
+                    df_final = df_final.merge(df_column_data, how="outer", left_on="timestamp", right_on="timestamp")
+        df_final["epoch_time"] = df_final["timestamp"]
+        df_final["timestamp"] = pd.to_datetime(df_final['timestamp'], unit="ms").dt.tz_localize('UTC').dt.tz_convert(
+            'Asia/Kolkata')
+        logger.debug(f"Final number of columns : {len(list(df_final.columns))}")
+        return df_final

scripts/core/utils/compliance_util.py

+from datetime import datetime
+
+from scripts.constants.app_configuration import KAIROS_DB_HOST, METADATA
+from scripts.core.data.data_import import DataPuller
+from loguru import logger
+import pandas as pd
+
+
+class Compliance:
+    def __init__(self, payload, column_rename, tags_data):
+        self.payload = payload
+        self.column_rename = column_rename
+        self.tags_data = tags_data
+        self._dp_ = DataPuller(db_host=KAIROS_DB_HOST, payload=self.payload, column_rename=self.column_rename)
+
+    @staticmethod
+    def add_compliance_column(df, column, live_col, upper_col, lower_col):
+        try:
+            df[f'{column}_compliance'] = (df[live_col] > df[lower_col]) & (df[live_col] < df[upper_col])
+        except Exception as e:
+            logger.warning(f"Error adding compliance column - {e}")
+        return df
+
+    @staticmethod
+    def create_compliance_sheet(final_data_dict, compliance_cols, total_columns_criteria):
+        logger.info("Calculating overall compliance...")
+        c_df = pd.DataFrame()
+        try:
+            c_df['client'] = [METADATA['client']] * len(final_data_dict)
+            c_df['site'] = [METADATA['site']] * len(final_data_dict)
+            c_df['project_name'] = [METADATA['project_name']] * len(final_data_dict)
+            final_compliance_list = []
+            timestamp_data = []
+            for idx, value in final_data_dict.items():
+                data_list = []
+                for k, v in value.items():
+                    if k in compliance_cols:
+                        data_list.append(v)
+                    else:
+                        timestamp_data.append(v)
+                count = data_list.count(True)
+                if count >= total_columns_criteria:
+                    final_compliance_list.append(1)
+                else:
+                    final_compliance_list.append(0)
+            c_df['time'] = timestamp_data
+            c_df['compliance'] = final_compliance_list
+        except Exception as e:
+            logger.warning(f'Error - {e}')
+        return c_df
+
+    def start_calculation(self, all_timestamps):
+        all_dfs = []
+        parameter_wise_dfs = []
+        for i in all_timestamps:
+            start_timestamp = i['start']
+            end_timestamp = i['end']
+            start_time = datetime.fromtimestamp(start_timestamp//1000)
+            end_time = datetime.fromtimestamp(end_timestamp//1000)
+            logger.info(f"Calculating for {start_time} to {end_time}")
+            df = self._dp_.get_data(start_timestamp, end_timestamp)
+            total_cols = len(df.columns) - 2
+            required_total_cols = len(self.tags_data) * 3
+            if total_cols != required_total_cols:
+                logger.warning(f"No Data for {start_time} to {end_time}")
+            else:
+                df.dropna(inplace=True)
+                compliance_cols = []
+                for column, column_data in self.tags_data.items():
+                    df = self.add_compliance_column(df, column, f'{column}_live', f'{column}_upper', f'{column}_lower')
+                    compliance_cols.append(f'{column}_compliance')
+                # df.to_csv('r5-parameter-wise-compliance.csv', index=False)
+                parameter_wise_dfs.append(df)
+                total_columns_criteria = int((METADATA['compliance_percentage'] / 100) * len(compliance_cols))
+                logger.info(f"Need {total_columns_criteria} from {len(compliance_cols)} columns to satisfy the "
+                            f"compliance")
+                rq_cols = compliance_cols.copy()
+                rq_cols.append('timestamp')
+                df = df[rq_cols]
+                final_data_dict = df.to_dict(orient='index')
+
+                df_final = self.create_compliance_sheet(final_data_dict, compliance_cols, total_columns_criteria)
+                all_dfs.append(df_final)
+
+        if all_dfs:
+            logger.info("Combining the Data")
+            final_df = pd.concat(all_dfs)
+            final_df.to_csv('r5-overall-compliance.csv', index=False)
+        if parameter_wise_dfs:
+            params_df = pd.concat(parameter_wise_dfs)
+
+            params_df.to_csv('r5-parameter-wise-compliance.csv', index=False)

scripts/core/utils/timestamp_util.py

+from datetime import datetime, timedelta
+
+from loguru import logger
+
+from scripts.errors import DateError
+
+
+def get_timestamps(start_date, end_date):
+    logger.info(f"Getting start and end time from {start_date} and {end_date}")
+    s_date = datetime.strptime(start_date, "%Y-%m-%d")
+    e_date = datetime.strptime(end_date, "%Y-%m-%d")
+    if s_date > e_date:
+        raise DateError("Invalid Dates mentioned")
+    my_dates = [s_date + timedelta(days=x) for x in range((e_date - s_date).days + 1)]
+    print(my_dates)
+    start = 0
+    end = len(my_dates)
+    step = 30
+    timestamps = []
+    for i in range(start, end, step):
+        x = i
+        t_list = my_dates[x:x + step]
+        start = t_list[0]
+        end = t_list[-1] + timedelta(hours=24, minutes=0, seconds=0, milliseconds=0)
+        end = min(end, e_date)
+        timestamps.append({
+            "start": int(start.timestamp()) * 1000,
+            "end": int(end.timestamp()) * 1000
+        })
+    return timestamps

scripts/errors/__init__.py

+class KairosDataPullError(Exception):
+    pass
+
+
+class DataframeFormationError(Exception):
+    pass
+
+
+class OperationError(Exception):
+    pass
+
+
+class ForecastError(Exception):
+    pass
+
+
+class KairosInsertionError(Exception):
+    pass
+
+
+class DateError(Exception):
+    pass

test.csv

+,timestamp,Cooling tower.TI-5414_live,VAHP.TI-5415_live,Chiller.TI-5451_live,Feed Drum.FIC-5161_live,Feed Drum.FIC-5111_live,Feed Drum.FIC-5102_live,Feed Drum.FIC-5103_live,Reactor.REACTINVENTORY_live,Reactor.CATCIRCULATION_live,Reactor.TI-5126_live,Reactor.TI-5108C_live,Regenerator.RGNINVENTORY_live,Regenerator.TI-5113B_live,Venturi Scrubber.TI-5127_live,Venturi Scrubber.TI-5120_live,Venturi Scrubber.TI-5121_live,7302011030 Absorber.TI-5129_live,7302011030 Recovery Column-A.FI-5263A_live,epoch_time
+0,2022-12-29 00:00:00+05:30,23.262678434062938,9.26268644705831,11.990561884874738,0,2420.667378175192,2599.8159779809707,3798.394353941166,7158.929008270775,21519.294665459147,123.77424101589779,457.14726436337946,4310.783028543994,523.0961982258206,75.69995151285353,49.35038305527671,21.141876732170914,41.25639982596456,1383.0893950222592,1672252200000
+1,2022-12-29 00:15:00+05:30,23.30787189845932,9.242458577928597,12.089384792903282,0,2419.1021694417773,2600.2228540175456,3798.326107771037,7198.389675715782,20993.71096477828,123.95548951559226,456.1706882242384,4277.688859822364,520.2932735848027,75.75208832298577,49.39217287202121,21.641575818621245,41.33462507365136,1360.5324945716218,1672253100000
+2,2022-12-29 00:30:00+05:30,23.376603638384974,9.241364215053407,12.036099881102137,0,2416.908605888065,2600.0509605623233,3797.8484410862466,7245.073713916843,21083.973334878177,123.97592232052216,454.9445012841521,4242.2457585738875,518.2193941450388,75.7552962653381,49.71822827010505,21.829035182457186,41.046473099013504,1418.0793891518804,1672254000000
+3,2022-12-29 00:45:00+05:30,23.327366663756983,9.297000480097765,11.932621620220845,0,2416.3284223332753,2599.9408074917073,3797.902302832577,7232.383497184881,20919.286231014317,123.95037944090433,454.4323735583428,4245.677731647172,516.8132235564333,75.82011183413714,49.93999442841088,21.74116183659218,40.857792348169085,1341.2765758663581,1672254900000
+4,2022-12-29 01:00:00+05:30,23.232408406348203,9.257331379299057,11.851589778282124,0,2420.185136336854,2599.8996200135302,3798.20939627706,7221.29974467528,21479.378207925976,123.75097178880063,454.1067400884362,4314.048590803945,516.2988158497731,75.76563625229137,50.04661005968488,21.483473793754364,40.61216642070749,1403.7402452863128,1672255800000
+5,2022-12-29 01:15:00+05:30,23.214377632354225,9.224084779536923,11.923152817028194,0,2421.722864928858,2600.1953165917425,3798.315907057437,7214.587683310056,21301.03202470321,123.90442099118366,453.7613452080242,4250.01980676065,515.4163770622381,75.78125767201685,50.18610062412709,21.435412017992753,40.71885655578954,1385.4779059553946,1672256700000
+6,2022-12-29 01:30:00+05:30,23.22619407270208,9.303558690587902,12.023514049679207,0,2417.577204357978,2599.9168830743715,3798.067202775838,7168.768268265538,21262.91506634078,124.01938855048664,452.80543952814025,4276.905281620985,515.006027136435,75.80052432268026,50.23767499017982,21.525861516345145,40.98374657657559,1390.8809043841654,1672257600000
+7,2022-12-29 01:45:00+05:30,23.16283631056882,9.302486291092434,12.023493391744207,0,2413.976625592521,2599.6344871949614,3798.5611270518784,7238.912540050035,21544.430208699087,123.93805891744206,452.93852319610255,4249.185743010446,514.4895266415028,75.78217770008558,50.27045003483804,21.275847702883603,40.6526749857356,1382.8303215798367,1672258500000
+8,2022-12-29 02:00:00+05:30,23.093185169070793,9.256412442170042,11.917331461133903,0,2411.825372621334,2599.808607389141,3798.033665491882,7201.369642545391,21717.219355577865,123.7320004255412,452.3088162384886,4301.563301981494,513.9671576302811,75.79907328856058,50.09511988123036,21.037662101191515,40.09432795860248,1401.1460376931302,1672259400000
+9,2022-12-29 02:15:00+05:30,23.137175490736297,9.273235299733765,11.9313881304011,0,2409.8028066624474,2599.9844090978527,3798.2217751614876,7181.503791681215,20840.130302898044,123.59492791031992,451.6919584647237,4342.935582336767,513.92760480316,75.6821135622163,50.13749686299756,21.089008352609987,40.0384572631154,1399.7490779940642,1672260300000
+10,2022-12-29 02:30:00+05:30,23.232364079139753,9.327125421449459,11.825856128884427,0,2415.761627367755,2600.2671239416027,3798.0401986404504,7236.231546242144,20660.137809881286,123.50810863985029,451.1471528634013,4376.508641759777,512.7919342211505,75.62843808648307,50.42943142512657,21.221703555996857,40.23371861633642,1372.5809360269727,1672261200000
+11,2022-12-29 02:45:00+05:30,23.318735133336244,9.381476205154504,11.793391222394378,0,2422.80931116882,2600.036945705307,3797.9309150226954,6987.81622348551,18964.3660172617,123.39203204788976,449.9580137796242,4658.667431367842,512.875624331682,75.70617846270514,50.40593442437369,21.174781500960197,39.770331185623256,1397.9782694385037,1672262100000
+12,2022-12-29 03:00:00+05:30,23.385010447582054,9.523153805865922,11.79438193550323,0,2414.821350438635,2600.1448572254712,3798.443011576903,7321.024174013617,21475.16569374127,123.40903272575507,452.5498645292314,4321.0574276034395,511.16810769874957,75.69859970348507,50.42110319510518,21.322843242623954,40.58793853248298,1401.7100134481932,1672263000000
+13,2022-12-29 03:15:00+05:30,23.476874836330307,9.606471567846544,11.759468632703387,0,2415.107614186889,2599.846395993366,3797.9041782144727,7308.662161203736,21002.035407210195,123.59682306897041,452.2277196106298,4312.502850580482,510.5259254498189,75.69456030137046,50.23941381017589,21.493490378949897,40.73467881186714,1388.6263577764926,1672263900000
+14,2022-12-29 03:30:00+05:30,23.548331148797573,9.696662093008031,11.77167157221107,0,2418.897617787622,2600.0651023481146,3798.3280404373254,7252.504509100035,20882.78271211592,123.58352217860728,452.0245809714887,4366.6464298184355,510.7978326381918,75.7169973703736,50.43703712165023,21.66117713970845,40.761292185863304,1414.3478826597416,1672264800000
+15,2022-12-29 03:45:00+05:30,23.49720892027104,9.786571310885126,11.894823468597242,0,2419.8738270338686,2600.3409144225734,3798.7238169409043,7164.829718051676,20843.786050977655,123.6707132861601,452.1619482626462,4395.770521451641,511.5713695334323,75.75386482110902,50.66119521157036,21.76863089620068,41.098015982345494,1372.8055119860771,1672265700000
+16,2022-12-29 04:00:00+05:30,23.338308835162795,9.705346986568173,11.899425996748429,0,2420.635431215084,2599.7779002269554,3818.0685203168646,7184.885613979574,20731.156855577865,123.79972285265363,452.1998606420762,4393.522876931303,513.2960286912971,75.77536539258904,50.413573536792946,21.660295710217355,40.992220745406335,1418.1902537425804,1672266600000
+17,2022-12-29 04:15:00+05:30,23.162748539247993,9.566498825669955,11.915448407221106,0,2419.9162379429995,2600.07354770426,3818.140421776798,7246.074911618366,21238.93683986557,123.68343962770601,453.3058350632311,4320.591046722242,514.2934884012744,75.66289737637483,49.37312052636173,21.50092848452776,40.755339212257766,1357.0409194690556,1672267500000
+18,2022-12-29 04:30:00+05:30,22.935867565304207,9.488793229257594,11.962666772597329,0,2419.628895338687,2599.86737026449,3818.1430977762743,7236.7689884121855,20863.087819701468,123.57131037365791,453.50985581382025,4227.599982746487,515.2504896451641,75.63063876189334,49.06443420069178,21.456580305898655,40.61832670925716,1420.274079903544,1672268400000
+19,2022-12-29 04:45:00+05:30,22.6319663617864,9.410437216305866,12.046628983993104,0,2419.1456428399965,2599.9783028543993,3818.115542619588,7227.127163167773,20815.508898175627,123.56586051386827,453.70210496273785,4320.383746781163,516.2061208373342,75.55208071916464,48.71125341660483,20.954291146560752,40.1919947789368,1429.9592892098028,1672269300000
+20,2022-12-29 05:00:00+05:30,22.318983706682086,9.299912777692912,12.07858719639272,0,2417.407650739787,2600.223444592353,3818.089806924319,7202.934393003667,20691.48193632158,123.22537248494238,453.79065333531554,4341.906536421962,517.0155595321229,75.3409795494719,47.67257093717266,19.868454405715347,39.57814034403369,1357.411686561627,1672270200000
+21,2022-12-29 05:15:00+05:30,22.053423322112867,9.092598515515887,11.988717191046177,0,2415.7495349052897,2600.1908715956706,3818.3989639708448,7232.970482170915,20983.045107367318,122.88192067066385,454.0257518917489,4396.233152932961,517.7074526994588,75.17775227637264,46.48990805855011,18.53350403854967,38.76034511800585,1415.2013334988217,1672271100000
+22,2022-12-29 05:30:00+05:30,22.453033617754887,8.54024092178771,11.823595270764228,0,2404.6198294016235,2599.848846947015,3818.3124399877793,7254.705460020949,21049.38371268331,122.40667213141585,453.38271992433005,4448.911937521822,517.6624803596369,75.22073688187413,45.2793938833908,17.71680318310274,37.360806598343665,1422.2988622228527,1672272000000
+23,2022-12-29 05:45:00+05:30,22.979576579685318,8.282910565424231,11.684696645044081,0,2407.8205620962813,2599.8896920827515,3818.1178012613477,7253.128248843401,21043.167854181214,122.30526886838774,452.74668040355493,4435.111219011871,516.6153932709934,75.31163425552113,45.18388409321535,17.535541044267195,37.42934038385999,1423.6990666735771,1672272900000
+24,2022-12-29 06:00:00+05:30,23.328071295882072,8.252886553716394,11.580292600493191,0,2411.6913216873254,2600.362895262308,3818.142691329871,7269.4975913276885,20740.24122730447,122.53339219759296,451.9910140224009,4426.943222983589,514.577405535309,75.42436772351824,45.511879009907474,17.876736944614176,37.88575361028064,1437.8998075517197,1672273800000
+25,2022-12-29 06:15:00+05:30,23.561118014031948,8.16136553034436,11.557273481145252,0,2410.5380572953036,2600.032049253666,3818.0963387089737,7248.545718400838,21196.803432699024,122.25804658175846,450.9621791733044,4488.670261489612,511.78880795952995,75.4666241693763,45.250227603166465,17.782421090749388,37.82506369478876,1427.8821721423271,1672274700000
+26,2022-12-29 06:30:00+05:30,23.73228735897128,8.16951031391847,11.520003164280727,0,2405.381886402322,2599.8312660941865,3818.296862724773,7240.836597634428,20631.32622097591,122.26161952524878,450.7780057598093,4478.376729443086,509.07700266917993,75.51477459955481,45.26653524217659,17.770169561801676,38.01319757386959,1380.9273838490747,1672275600000
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