application files

.env

@@ -0,0 +1,2 @@
+REPLICATE_API_TOKEN = r8_baAG49EK8AV1q2iwSMMcDoeicRzA2DL2k3I2W
+OPENAI_API_TOKEN = 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

app.py

@@ -0,0 +1,19 @@
+import gradio as gr
+from employee_3 import chatbot_function
+
+with gr.Blocks() as demo:
+    gr.Markdown("""# Employees' Reviews""")
+    with gr.Row():
+        with gr.Column():
+            input_text = gr.Textbox(label='Input Text')
+            submit_buttton = gr.Button('Submit')
+        with gr.Column():
+            output_text = gr.Textbox()
+    submit_buttton.click(
+        fn = chatbot_function,
+        inputs=input_text,
+        outputs=output_text,
+        
+    )
+    
+    demo.launch()

employee_3.py

@@ -0,0 +1,42 @@
+from dotenv import load_dotenv
+import os
+
+from llama_index.core import download_loader
+from llama_index.readers.file import CSVReader
+from llama_index.readers.file import PagedCSVReader
+from pathlib import Path
+from llama_index.llms.openai import OpenAI
+from llama_index.embeddings.openai import OpenAIEmbedding
+from llama_index.embeddings.huggingface import HuggingFaceEmbedding
+from llama_index.core import Settings
+from llama_index.core import VectorStoreIndex
+import openai
+filepath="part1.csv"
+
+
+load_dotenv()
+openai.api_key = os.getenv("OPENAI_API_TOKEN")
+#embed_model = OpenAIEmbedding()
+embed_model = HuggingFaceEmbedding(model_name="BAAI/bge-small-en-v1.5")
+llm=OpenAI(model="gpt-3.5-turbo-instruct")
+
+Settings.embed_model=embed_model
+Settings.llm=llm
+
+CSVReader = download_loader("PagedCSVReader")
+
+loader = PagedCSVReader()
+documents = loader.load_data(file=Path(filepath))
+
+index = VectorStoreIndex.from_documents(documents)
+
+
+def chatbot_function(input_text):
+    
+    query_engine = index.as_query_engine(chat_mode="condense_question", verbose=True)
+    response = query_engine.query(input_text)
+    #response.print_response_stream()
+    return response.response
+
+response = chatbot_function("What kind of reviews are given by majority of employees")
+print(response)

part1.csv

@@ -0,0 +1,131 @@
+Title,Place,Job_type,Department,Date,Overall_rating,work_life_balance,skill_development,salary_and_benefits,job_security,career_growth,work_satisfaction,Likes,Dislikes
+Assistant Manager,Mumbai,Full Time,Stores & Material Management Department,2-Sep-23,1,1,5,5,1,2,1,Only skill development is good.,"working culture,behavior, work life balance,job security,Promotion in every life is terrible."
+Executive,"Mumbai, Maharashtra",Full Time,Administration Department,,1,1,1,5,1,5,5,Nothing,"Company is good but company owners are treating people like servants or slave.
+They do casteism and specially owners wife she think everyone is chor. And she do humiliation with employees who are working with her. 
+She hate maharashtrian, Muslims and Christian. And always say pata nahi kaha se bhukhe nange AA jate hai mere yaha kaamkarne
+Plz don't join this company if you get job opportunity to work with owners specifically with owners wife....Read More"
+Sales Manager,"Kannur, Kerala",Full Time,Enterprise & B2B Sales Department,8-Sep-23,1,1,1,5,3,3,1,Best company,"Work life
+No business ethics 
+Not career oriented 
+No future 
+No promotions
+Poor Managers"
+"Assistant Manager , Pd,  Stores",Patna,Full Time,Power Supply and Distribution Department,1-Sep-23,4,4,3,5,2,4,3,Hr policy is very clear and skill oriented . Need to directly associated with bottom line employee.,Reference basis appraisals done in current scenario. If any one links and likes available in effective management.
+Regional Sales Manager,"Kolkata, West Bengal",Full Time,Retail & B2C Sales Department,6-Aug-23,4,4,4,5,4,5,4,"Culture
+Work life balance
+Salary and perks
+Annual Increment
+Growth Opportunities","Internal Politics
+Unfair division of business units
+Almost 7 days weekly work"
+Salesman,"New Delhi, Delhi",Full Time,Sales Support & Operations Department,1-Aug-23,4,5,5,4,4,5,3,You can develop your work skill and communication with different people.... How to talk and how to deal.....,Sometime U can face different issues bad experience with customers
+Area Sales Manager,"New Delhi, Delhi",Full Time,Retail & B2C Sales Department,7-Aug-23,1,1,1,5,1,1,1,"Very big brand, salary structure one of the best in industry.","Favouritism, no HR intervention. Hire and fire. No work ethics by people and still no action even when authorities know."
+Lead - SEA & SAARC Countries,Mumbai,Full Time,International Business  Department,5-Aug-23,4,4,4,3,4,4,3,The infrastructure and inclusive culture,"HR policies and there is flat structure. Even after having experience of 18 years, company is offering Manager position."
+"Interio Sr. Manager (Sales Support, Sales Accounting, Taxation, Legal)",New Delhi,Full Time,Back Office Department,6-Aug-23,2,1,2,4,3,1,2,"The salary may be negotiable if you are the favoured employee of your boss, otherwise, it may be wise to have a backup plan.",There was no innovation and only office politics. The upper management is corrupt and only favours who treat the bosses well.
+Team Manager,Mumbai,Full Time,Operations Department,6-Aug-23,1,1,1,1,1,1,1,Nothing,"The company culture is toxic. Not progressive (even though they show they are). Petty managers, narrow minded approach, micromanagement. No scope for growth."
+Team Lead,"Navi Mumbai, Maharashtra",Full Time,Engineering & Manufacturing Department,2-Aug-23,4,5,3,4,3,4,2,"Flexible working, good employee welfare, excellent benefits, perfect work life balance","opaque appraisals, poor HR communication and documentation"
+Sr Manager,Mumbai,Full Time,Engineering Department,1-Jul-23,1,1,1,1,1,1,1,Worst ever experience in Bajajelectricals.,"Without informing ealier. Company drive out confirmed employees within a month. Neither they are giving proper reason for termination nor consider the notice period of 3 months. Employees giving resignation are bound to complete 3 months notice period whenever they have jobs. But terminated employees are dropped out within a month without any proper reason. The employee who has completed all the assigned projects on time perfectly was rated as inadequate performance and terminated. Whenever the company has the performance improvement plan    (PIP) policy for under-rated performance, but they don't follow their own policy....disgusting.......Read More"
+Salesman,New Delhi,Full Time,Retail & B2C Sales Department,1-Jul-23,5,5,5,3,5,5,3,"I've been working a lot here, the employees make a lot of effort in learning, the culture here is supportive, I love this company","According to me 
+There was not good salary and benefits 
+for any employee"
+General Manager,Mumbai,Full Time,Research and Development Department,8-Jul-23,5,4,4,5,5,4,4,Really good for high performers. Culture is good in R&D.,A lot of blame game keeps happening amongst departments and R&D is made the scapegoat
+Engineer For Power Projects,"Patna, Bihar",Full Time,Construction Engineering Department,8-Jul-23,5,5,5,5,5,5,4,All working related electrical project line i like very excelent because i was allrady doing work in bajaj project.,I have not any question to write about dislikes for bajaj electricals.
+Transport Coordinator,"Lucknow, Uttar Pradesh",Full Time,SCM & Logistics Department,9-Jul-23,5,3,4,2,1,1,1,"All Bajaj staffs are good 
+Sajid sir
+Satish sir
+Brijesh sir","Company switched the cnf to lala company A one marketing that was very bad experience of my life
+Vinay jalan was the owner of the company of a one marketing and he is very rude person and always abuse to everyone"
+Execution Head - TL,Mumbai,Full Time,Power Transmission  Department,8-Jun-23,1,1,1,1,1,1,1,Nothing to like there are much better companies,"Everything is Bad no Professional system, top management is all poor experience guys. Give importance to sycophancy and hypocrisy."
+Senior Distribution Sales Executive,"Kolkata, West Bengal",Full Time,Marketing Department,7-Jun-23,3,4,4,1,1,1,1,As a company is very good.but I am not a company person.I am in Bajaj in 4 years.I have so many target achieved.But company r not allow me by direct pay roll .I think I will perfect & I hope achieve the promotion as a pay roll of Bajaj Electricals.,All DSO work in ground level but there salary is very poor.this is the very dislike matter of Bajaj Electricals.
+Trade Sales Manager,"Chandigarh, Chandigarh",Full Time,Retail & B2C Sales Department,6-Jun-23,5,5,5,5,5,5,5,Good environment in past that should be continue I'm future also.,Heard that bajaj culture was good but same time few employees are not satisfied because of uper management keep on changing and they are applying their rules
+Manager,"Navi Mumbai, Maharashtra",Full Time,Engineering Department,9-Aug-23,4,4,3,4,3,4,4,Office environment is good and upper management support is good,Not clarity about work most of time and layoff of not performer and not achieving
+Assistant Manager,"Navi Mumbai, Maharashtra",Full Time,,1-Sep-23,3,3,2,2,2,1,3,"Freedom to implement new ideas , Encouragement if you have potential, Good salary Increment if you have potential","Internal Politics , every day changing HR policies , compulsion of CSR, No Process & Documentation , No ,overall relocation to Navi Mumbai is costly"
+Production Engineer,"Ahmedabad, Gujarat",Part Time,Production & Manufacturing Department,5-Sep-23,5,5,5,5,5,5,5,It is very good thing making and it is name on all india.I am interested in bajaj electrical job.,No
+Team Manager,Mumbai,Full Time,SCM & Logistics Department,4-Sep-23,5,5,3,5,5,4,4,Work life balance,Portfolio management
+Lebor   (working remotely),,Part Time,Other Department,2-Sep-23,5,5,5,5,5,5,5,All electrical repairing and waring,"No 3fg
+Only side"
+Warehouse Manager,"Patna, Bihar",Full Time,SCM & Logistics Department,1-Sep-23,5,4,5,5,4,5,5,Its good to work here...,Nothing ....as time changes and work.pressure is same for all the companies.
+General Manager & Regional Manager,Mumbai,Full Time,Enterprise & B2B Sales Department,1-Sep-23,4,4,5,5,4,4,5,"Loved to work in this company, excellent platform to excel your skills.",Nothing as such
+Manager -logistics,"Chennai, Tamil Nadu",Full Time,SCM & Logistics Department,0 Sep 2023,5,5,5,5,5,5,5,BEL is an good company and also treating well,Nothing
+Territory Sales Incharge,"Lucknow, Uttar Pradesh",Full Time,Enterprise & B2B Sales Department,9-Sep-23,1,1,1,1,1,1,1,No,"I have worked with Bajaj approx 3.5 years. Product quality is very poor, after sales service is very poor. My Customer is not satisfied with Bajaj. So I left Bajaj."
+Manager,Mumbai,Full Time,Professional lighting Department,2-Sep-23,4,3,4,4,4,4,4,Well reputed brand with lots of opportunities and professional culture,Pressure of working while a employee is on leave.
+Territory Head,Mumbai,Full Time,Retail & B2C Sales Department,9-Aug-23,4,4,5,3,4,4,3,HR policy and IT is good,Not much scope for promotion and increment
+Dso,"Birbhum, West Bengal",Full Time,Enterprise & B2B Sales Department,7-Aug-23,5,5,5,5,5,5,3,"Because all criteria is good and company profile is good ,
+Work satification",Company promotion is so late
+Executive Officer,Pune,Full Time,Production & Manufacturing Department,6-Aug-23,5,4,4,3,4,5,3,Proud,Average increment per anual
+Row Executive,"Yadgir, Karnataka",Full Time,supervisor Department,4-Aug-23,4,4,4,1,1,4,1,nice experience and gud organization,no value for work oriented persons
+Senior Engineer,"Sitapur, Uttar Pradesh",Full Time,Power Supply and Distribution Department,3-Aug-23,4,4,5,5,4,5,4,Very good working environment,Salary increment low
+Assistant Manager,Lucknow,Full Time,Stores & Material Management Department,2-Aug-23,5,5,5,5,3,5,4,Company Culture .........,Uper Management ..........
+Territory Sales Manager,"Guwahati, Assam",Full Time,Sales Support & Operations Department,2-Aug-23,4,4,4,4,4,4,4,"Good company ,good work culture",Not at all
+Cad Designer,Pune,Full Time,Architecture & Interior Design Department,0 Aug 2023,5,5,5,4,5,5,5,Bajaj electricals is best in design,No uniform companies
+Engineer,New Delhi,Full Time,Quality  Department,9-Aug-23,3,4,2,3,3,3,3,Good work life balance,Too many changes in decisions
+Electrical Maintenance Technician   (working remotely),,Full Time,Diploma in electrical Department,7-Aug-23,3,3,3,3,3,3,3,Prementive maintenance utility mpcb motor star delta,smoking hard working
+Srm Manager,Hyderabad/Secunderabad,Full Time,Sales Support & Operations Department,6-Aug-23,5,5,5,5,5,5,5,All type sales to service,Not much policies are changing frequently
+Reliance Digital Marketing,Chennai,Full Time,Retail & B2C Sales Department,4-Aug-23,5,5,5,5,5,5,5,Good Experience,Salary Credited to Late Very Month
+Assistant Manager Electrical Projects,Mumbai,Full Time,Construction Engineering Department,3-Aug-23,2,1,1,4,1,1,3,Salary and benifits.,Hight management Discrimination culture.
+Area Sales Manager,Pune,Full Time,Enterprise & B2B Sales Department,2-Aug-23,2,1,1,3,2,2,1,Nothing good to say,Poor mgmt no clear communication
+Senior Engineer,"Bengaluru/Bangalore, Karnataka",Full Time,Construction Engineering Department,2-Aug-23,5,4,4,4,4,4,4,Good culture,None good company work life balance
+Assistant Manager,"Chakan, Pune",Full Time,Management Department,1-Aug-23,5,5,5,5,5,5,5,All ok only investment required,"No, all ok and at good place"
+Head- Product Design Quality And Compliance,"Navi Mumbai, Maharashtra",Full Time,Engineering & Manufacturing Department,0 Aug 2023,5,5,4,4,4,4,4,Good traditional culture oriented company.,"Some of the legacy feature , appraisal process could be transparent"
+"General Manager,  Product Head - Fan",Mumbai,Full Time,Marketing Department,8-Aug-23,4,4,3,3,4,4,3,Great place to work except the office location,None None None None None
+Custer Related Management (CRM)   (working remotely),,Full Time,Other Department,8-Aug-23,5,5,5,5,5,5,5,Good communication skills I have learned from CRM,None
+Regional Manager CSD - North,New Delhi,Full Time,Retail & B2C Sales Department,8-Aug-23,5,5,3,4,5,4,4,Culture is good here. People care for each other,I feel there is Nothing as such currently
+Assistant Manager,Lucknow,Full Time,Business Process Quality Department,7-Aug-23,4,5,3,4,4,4,3,Work life balance,Appraisal process
+Graduate Engineer,Pune,Full Time,Production & Manufacturing Department,7-Aug-23,5,5,4,4,5,5,4,Company Culture is too Good.Peoples in Company too good.,Company Policies
+Trade Sales Manager,Patna,Full Time,Retail & B2C Sales Department,7-Aug-23,4,4,3,4,4,3,3,Stable job,80 year old company working as new startup
+Sales Manager,"Bengaluru/Bangalore, Karnataka",Full Time,Retail & B2C Sales Department,5-Aug-23,4,4,2,3,4,3,3,Nothing specificly great to share,Nothing specificly bad to share
+Production Manager,"Nashik, Maharashtra",Full Time,Management Department,5-Aug-23,5,5,4,4,5,5,4,Company System/procedure from In to Out(material conversion),Presence of Union at workplace.
+Electrical Engineer,Lucknow,Full Time,Construction Engineering Department,4-Aug-23,3,4,3,4,4,4,3,Timing salary,Offrole employee not good salary and appriseal
+Regional Head Of Store Operation,Mumbai,Full Time,Power Supply and Distribution Department,4-Aug-23,4,4,4,3,3,3,3,Provides training from development of new skills as per markets required.,Some of non supportive staff in management.
+Graduate Apprentice Trainee,"Pune, Maharashtra",Full Time,Engineering & Manufacturing Department,4-Aug-23,1,1,1,1,1,1,1,Nothing to like,Politics of the company
+Senior Accounts Manager,"New Delhi, Delhi",Full Time,Accounting & Taxation Department,4-Aug-23,5,5,5,5,5,5,5,Working culture,Nothing as of now
+Manager,New Delhi,Full Time,SCM & Logistics Department,4-Aug-23,4,4,1,5,1,3,1,The system regarding salary and other activities through IT is well placed,Management  is not well
+Hr Executive And Generalist,Pune,Full Time,Employee Relations Department,3-Aug-23,3,1,2,2,2,2,3,Learnings new things and apply,6 days working Not
+Project Engineer,"Maldah/Malda, West Bengal",Full Time,Construction / Manufacturing Department,2-Aug-23,4,5,3,5,3,4,4,Fill like own faimaly.,Job is not secure.
+Senior Electrical Engineer,Bihar Lakhisarai,Full Time,Construction Engineering Department,2-Aug-23,5,4,5,5,4,4,4,Good Working Culture,Timely appraisal but promotions issue
+Legal Manager,New Delhi,Full Time,Legal Operations Department,2-Aug-23,3,2,2,3,4,2,3,If you want to work they will load you will work,No encouragement and acknowledgment of hard work. They won't promote you inhouse
+Data Entry Operator,"Mumbai, Maharashtra",Full Time,Engineering Department,2-Aug-23,4,5,4,3,5,4,3,Yes very good job,No your are good job experience for bajaj electricals
+Trade Sales Manager,Lucknow,Full Time,Sales Department,1-Aug-23,5,4,5,5,4,5,4,"Wonderful organisation with great culture
+Seniors are very supportive
+Management is responsive",Nothing to say
+Safety Officer,"Jawhar, Maharashtra",Full Time,Occupational Health & Safety Department,9-Jul-23,1,1,1,1,1,1,1,Execution staff is helpful,"staff of safety department is selfish, arrogant and disrespect supporting staff and employees"
+Regional Channel Marketing Head - Consumer Products Division,"Mumbai Suburban, Maharashtra",Full Time,Retail & B2C Sales Department,8-Jul-23,2,3,1,2,3,1,2,Product range is good.,"Culture, environment and policies are not condusive"
+Manager-Advertising And Brand Management,Mumbai,Full Time,Marketing Department,7-Jul-23,3,4,4,3,3,1,2,Lot to learn. CEO’s and COO’s vision.,"Culture, Not employee focused"
+Store Executive,"Bangalore Rural, Karnataka",Full Time,Construction Engineering Department,7-Jul-23,5,5,5,5,5,5,5,Working at Bajaj Electrical very good,NO
+Quility Inspection    (working remotely),,Full Time,Engineering Department,7-Jul-23,5,5,5,5,5,5,5,Yes I like . good behavior,No anything dislike
+Senior Engineer,Mumbai,Full Time,Construction Engineering Department,4-Jul-23,4,3,3,4,3,4,3,All,Appraisal politics.  appraisal is only for who do bucketting.
+Site Engineer,"Pune, Maharashtra",Full Time,Engineering Department,2-Jul-23,3,3,3,3,3,3,3,Over all good work culture,No specific dis like at this
+Senior Product Manager,New Delhi,Full Time,Category Management & Operations Department,1-Jul-23,4,4,3,4,5,3,3,Great Management Vision,"Culture is team dependent, owing to weak HR"
+Executive,Mumbai,Contractual,Operations Support Department,7-Jul-23,5,5,5,5,5,5,5,Very nice and helpful atmosphere in office.,Working on Weekend. (Saturday & Sunday is off.)
+Driver,Guntur,Full Time,Other Department,7-Jul-23,4,4,2,3,3,4,3,Yas,"Very good super exipirens very nice
+I am also happy job"
+Service Head Consumer Care - Karnataka,"Bengaluru/Bangalore, Karnataka",Full Time,After Sales Service & Repair Department,6-Jul-23,4,3,3,4,4,4,1,Company is good to work,"Less man power , more work load"
+Store Incharge,Mumbai,Full Time,Stores & Material Management Department,4-Jul-23,5,4,3,5,4,5,5,Company culture,Need to some more improvement
+Senior Manager,Mumbai,Full Time,BD / Pre Sales Department,2-Jul-23,5,5,5,5,5,5,5,Great Working Culture and Supporting staff,Nothing to say anything
+CP Manager-Trade Sales,"Kolkata, West Bengal",Full Time,Sales Department,9-Jul-23,5,2,5,5,5,5,3,"Excellent organisation in terms of skill development learning,process orientation
+Working with Sop",Slow promotion
+Area Sales Manager,Hyderabad,Full Time,Enterprise & B2B Sales Department,9-Jul-23,1,1,5,3,1,1,5,"Wast management , my career spoiled","Politics .
+I worked under drinkers and useless fellows."
+Territory Sales Manager,"Chennai, Tamil Nadu",Full Time,Retail & B2C Sales Department,6-Jul-23,5,5,3,5,5,5,4,Work balance,Company strategy not in current market
+Yesh,Lucknow,Full Time,Other Department,6-Jul-23,5,5,5,5,5,5,5,ITI kiya hun electrician trade se kiya hun mera naam Akhilesh hai,Mera naam Akhilesh hai
+Sr.manager Commercial,Mumbai,Full Time,Finance Department,1-Jul-23,5,5,4,5,4,4,4,Work Clutter is good,Nothing to dislike ke
+Warehouse Incharge,Hyderabad,Full Time,SCM & Logistics Department,4-Jul-23,3,5,4,4,4,4,4,Ok,RM level not understand lower employee problems
+Regional Head Consumer Product,New Delhi,Full Time,Sales Support & Operations Department,3-Jul-23,5,5,4,5,5,5,4,"Task  is well defined in system .
+Excellent company to work .",Heartache
+Manager,Mumbai,Full Time,Sales Support & Operations Department,7-Jul-23,5,5,5,5,5,5,5,Everything,Nothing wrong in Bajaj Electricals
+Software Engineering Lead,Mumbai,Full Time,IT Support Department,2-Jul-23,1,1,1,1,1,1,1,Worst,Working culture and no promotion and appreciation for offrole
+Billing Executive,"Bangalore Rural, Karnataka",Full Time,Operations Department,9-Jun-23,5,3,2,3,2,4,3,Working place is good and i learn more from this work place thank you,There is no future working security
+Senior Executive Commercial,Project Site,Full Time,"BFSI, Investments & Trading Department",6-Jun-23,4,4,3,4,1,3,2,Working culture is good,Force fully taken resignation
+Store Keeper,Mumbai,Full Time,Power Supply and Distribution Department,5-Jun-23,5,5,5,5,5,5,3,Bajaj electricals limited is a very good Company .,
+Regional Sales Manager,Patna,Full Time,Retail & B2C Sales Department,5-Jun-23,4,2,4,5,4,3,2,"Highly accepted Brand in India, most of senior and colleges are very friendly.",Partiality with employee.
+Marketing,"Etawah, Uttar Pradesh",Full Time,Banking Operations Department,4-Jun-23,5,5,5,5,5,5,5,My all senior sir is Nature is to good he is always motivate,No more
+Office Administrator   (working remotely),,Full Time,Administration Department,3-Jun-23,3,5,5,5,5,5,5,Any good doing,If environment atmosphere good
+Senior Surveyor,"Vapi, Gujarat",Part Time,Surveying Department,3-Jun-23,4,2,3,4,4,5,2,"Company is very good, good and benefits","This Rating for offroll candidates.
+But,I personally don't like offroll jobs."
+Site Supervisor,"Sonipat, Haryana",Full Time,Construction Engineering Department,2-Jun-23,5,4,5,4,5,4,3,Best salary system,Fund system at site is dull
+Area Sales Manager,"Kochi, Kerala",Full Time,Retail & B2C Sales Department,2-Jun-23,1,1,1,4,1,1,3,Timely bounded salary and other expenses.,Work culture. Office setup
+Senior Manager Operations,Mumbai,Full Time,"Operations, Maintenance & Support Department",0 Jun 2023,4,4,3,4,2,3,3,"Learnings
+Work Freedom","HR policies 
+Office Politics"
+Deputy Manager,"Hyderabad/Secunderabad, Telangana",Full Time,SCM & Logistics Department,8-Jun-23,5,5,4,5,4,4,4,Quite comfortable,Cross functional meetings are required to understand and discuss each other which helps organisational growth
+Accountant,"Dhule, Maharashtra",Full Time,Back Office Department,1-Jun-23,5,5,5,5,5,5,5,Best quality and Service proper,No reason all best