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+FROM python:3.9-slim
+
+WORKDIR /app
+
+COPY . .
+
+RUN pip install --no-cache-dir --upgrade -r requirements.txt
+
+CMD ["gunicorn", "-w", "4", "-b", "0.0.0.0:7860", "app:app"]

app.py

@@ -0,0 +1,67 @@
+
+import joblib
+import pandas as pd
+import numpy as np
+from flask import Flask, request, jsonify
+from flask_cors import CORS
+
+# Initialize Flask app
+app = Flask("Pharmacy College Predictor")
+CORS(app)
+
+# Load trained model & helpers
+pipeline = joblib.load('xgb_pipeline_gpu.pkl')
+target_encoder = joblib.load('target_encoder.pkl')
+choice_code_map = pd.read_csv('choice_code_map.csv').set_index('Choice Code')
+
+# Home route
+@app.get('/')
+def home():
+    return "✅ Welcome to Pharmacy College Predictor API!"
+
+# Predict route
+@app.post('/predict')
+def predict():
+    try:
+        # Parse input JSON
+        data = request.get_json()
+
+        # Validate input
+        required_fields = ['Category', 'Rank', 'Percentage']
+        missing = [f for f in required_fields if f not in data]
+        if missing:
+            return jsonify({"error": f"Missing fields: {missing}"}), 400
+
+        # Build DataFrame
+        sample_df = pd.DataFrame([{
+            'Category': data['Category'],
+            'Rank': data['Rank'],
+            'Percentage': data['Percentage']
+        }])
+
+        # Predict probabilities
+        proba = pipeline.predict_proba(sample_df)[0]
+
+        # Get top-20 indices
+        top_20_idx = np.argsort(proba)[::-1][:20]
+
+        results = []
+        for idx in top_20_idx:
+            choice_code = target_encoder.inverse_transform([idx])[0]
+            prob = proba[idx]
+            row = choice_code_map.loc[int(choice_code)]
+            college_name = row['College Name']
+            results.append({
+                "choice_code": choice_code,
+                "college_name": college_name,                
+                "probability": round(float(prob), 4)
+            })
+
+        return jsonify({"top_20_predictions": results})
+
+    except Exception as e:
+        return jsonify({"error": str(e)}), 500
+
+# Run server
+if __name__ == '__main__':
+    app.run(debug=False, host='0.0.0.0', port=7860)

choice_code_map.csv

@@ -0,0 +1,296 @@
+Choice Code,College Name
+113182310,"Vidya Bharati College of Pharmacy, Amravati (Un-Aided)"
+113382310,"Anuradha College Of Pharmacy, Chikhli (Un-Aided)"
+113482310,"Yavatmal Zilla Vikas Samitees Pataldhamal Wadhwani College of Pharmacy, Yavatmal (Un-Aided)"
+113582310,"Shri Gurudatta Shikshan Prasarak Sansthas Institute of Pharmacy, Kaulkhad, Akola (Un-Aided)"
+113682310,"Dr. Rajendra Gode College of Pharmacy,Malkapur (Un-Aided)"
+115782310,"Shri Chhatrapati Shahumaharaj Shikshan Santhas Institute Of Pharmacy, Maregaon (Un-Aided)"
+115882310,"Paramhansa Ramkrishna Maunibaba Shikshan Santhas Anuradha College of Pharmacy, Chikhali (Un-Aided)"
+115982310,"Navsanjivan Shikshan Mandals College of Pharmacy, Dharwa (Un-Aided)"
+116082310,"Shri.Durgamata Bahuudeshiya Krida and Shaikshanik Sanstha,Ishwar Deshmukh Institute Of Pharmacy, Digras (Un-Aided)"
+116182310,"Matoshri Education Societys Satyajeet College of Pharmacy, Khandala, Akola Road Mehkar, Tq. Mehkar, Dist. Buldhana (Un-Aided)"
+117182310,"Pataldhamal Wadhwani College of Pharmacy, Yavatmal (Un-Aided)"
+127082310,"MUPs College of Pharmacy (B. Pharm), Degaon Tq. Risod Dist. Washim (Un-Aided)"
+128182310,"Kamalprakash Pharmacy College & Research Centre, Kherda (Un-Aided)"
+128282310,"Laddhad College of Pharmacy, Yelgaon, Buldhana (Un-Aided)"
+128382310,"P. R. Pote Patil College of Pharmacy, Amravati (Un-Aided)"
+128582310,"MES College of Pharmacy, Mehkar (Un-Aided)"
+128682310,"Institute of Pharmacy & Research, Badnera (Un-Aided)"
+129082310,"Jagadambha Institute Of Pharmacy And Research, Kalamb (Un-Aided)"
+129182310,"Shri. Sant Gajanan Maharaj College Of Pharmacy, Buldhana (Un-Aided)"
+129282310,"Dr.R.N.Lahoti Institute Of Pharmaceutical Education And Research Center, Sultanpur (Un-Aided)"
+129382310,"Shraddha Institute Of Pharmacy, Washim (Un-Aided)"
+129482310,"Samarth College Of Pharmacy, Deulgaon Raja (Un-Aided)"
+129582310,"Karmayogi Tatyasaheb Bondre Institute Of Pharmacy, Chikhli (Un-Aided)"
+129982310,"NK College of Pharmacy, Antraj Khamgaon (Un-Aided)"
+202982310,"School of Pharmacy,Swami Ramanand Teerth,Marathwada University,Nanded (University Department)"
+214782310,"Maharashtra College of Pharmacy, Nilanga (Un-Aided)"
+215182310,"Adarsha Shikshan Prasarak Mandals K.T. Patil College of Pharmacy, Dharashiv (Un-Aided)"
+215282310,"Shivlingeshwar College of Pharmacy, Almala, Dist. Latur (Un-Aided)"
+215382310,"Yash Institute of Pharmacy, Chhatrapati Sambhajinagar (Un-Aided)"
+215482310,"Shri. Dhaneshwari Manav Vikas Mandals Dr. Vedprakash Patil Pharmacy, College, Gevrai, Chhatrapati Sambhajinagar. (Un-Aided)"
+215782310,"Sahyog Sewabhavi Sansthas Indira College of Pharmacy, Nanded (Un-Aided)"
+220282310,"Sayli Charitable Trusts College Of Pharmacy, Mitmita, Aurangabad. (Un-Aided)"
+221982310,"Shree Bhairavnath Nisarga Mandals D. Pharmacy College, Aalani (Un-Aided)"
+225182310,"Shri Balaji Shikshan Prasarak Mamdals , B.Pharmacy College, Ambajogai (Un-Aided)"
+225382310,"Channabasweshwar Pharmacy College ( Degree), Latur (Un-Aided)"
+225482310,"Vilasrao Deshmukh Foundation Group of Institutions, Latur (Un-Aided)"
+251482310,"Oyster Institute of Pharmacy, Aurangabad. (Un-Aided)"
+253882310,"Latur College of Pharmacy, Latur (Un-Aided)"
+253982310,"Rajesh Bhaiyya Tope College of Pharmacy, Aurangabad (Un-Aided)"
+254182310,"Sarswati Institute of Pharmacy, Kurtadi, Hingoli (Un-Aided)"
+254282310,"Aditya Diploma Instiute of Pharmacy, Beed (Un-Aided)"
+254382310,"Aditya Pharmacy College, Beed (Un-Aided)"
+254582310,"Shriganesh Ramchandra Katruwar College of Pharmacy, Manwath (Un-Aided)"
+255082310,"Prerana Institute of Pharmacy(D.Pharmacy), Parbhani (Un-Aided)"
+255382310,"Latur College of Pharmacy, Gurunathappa Bavage Knowledge City (Un-Aided)"
+255482310,"Mauli College of Pharmacy(B.Pharm), Tondar, Udgir (Un-Aided)"
+255982310,"Kandhar College of Pharmacy, Kandhar (Un-Aided)"
+256082310,"Anand Charitable Sansthas College of Pharmaceutical Science & Research, Ashti (Un-Aided)"
+256382310,"Shri Sai Janvikas Pratisthans R.P. College of Pharmacy, Dharashiv (Un-Aided)"
+256482310,"Shri. Dhaneshwari Manav Vikas Mandals S.V.P. College of Pharmacy, Hingoli (Un-Aided)"
+256582310,"Usha Dwarkadas Pathrikar Institute of Pharmacy, Dongargaon Kawad (Un-Aided)"
+256782310,"Yashodeep Institute of Pharmacy, Pimpalgaon Pandhari, Chhatrapati Sambhajinagar. (Un-Aided)"
+257482310,"Durgamata Institute of Pharmacy, Darmapuri, Parbhani (Un-Aided)"
+257682310,"VSS Institute of Pharmacy, Badnapur (Un-Aided)"
+257782310,"Dayanand Education Societys Dayanand Institute of Pharmacy, Latur (Un-Aided)"
+257882310,"Godavari Institute of Pharmacy, Kolpa (Un-Aided)"
+257982310,"D.K. Patil Institute of Pharmacy, Loha, Nanded (Un-Aided)"
+258382310,"Swami Vivekanand College of Pharmacy, Udgir (Un-Aided)"
+258482310,"Srinath College of Pharmacy, Chhatrapati Sambhajinagar (Un-Aided)"
+258582310,"Balwantrao Chavan College of Pharmacy Naigaon(BZ), Nanded (Un-Aided)"
+258782310,"Nandkumar Shinde College of Pharmacy, Vaijapur (Un-Aided)"
+258882310,"Shri Sai College of Pharmacy, Khadala, Vaijapur (Un-Aided)"
+258982310,"Shri. Sai Janvikas Pratishthans OJAS College of Pharmacy, Jalna (Un-Aided)"
+259182310,"DNYANSADHANA COLLEGE OF PHARMACY, DHARMAPURI PATI, PARBHANI (Un-Aided)"
+259282310,"GAJANAN MAHARAJ COLLEGE OF PHARMACY, NIPANI, AURANGABAD (Un-Aided)"
+259482310,"Tatyaraoji More College of Pharmacy, Umerga (Un-Aided)"
+259682310,"Institute of Pharmacy, Badnapur (Un-Aided)"
+259782310,"MDA School of Pharmacy, Kolpa (Un-Aided)"
+259882310,"Shivai Charitable Trusts College of Pharmacy, Koregaonwadi, Umerga (Un-Aided)"
+260182310,"Raosaheb Patil Danve College Of Pharmacy, Badnapur (Un-Aided)"
+260282310,"Kishori College Of Pharmacy, Beed (Un-Aided)"
+260482310,"Nbs Institute Of Pharmacy, Ausa (Un-Aided)"
+260882310,"Shri Sai Institute Of Pharmacy And Research, Aurangabad (Un-Aided)"
+261282310,"Shrimati Latatai Baburao Patil Institute Of Pharmacy, Khandgaon, Bendri (Un-Aided)"
+261882310,"Shri Sambhaji College Of Pharmacy, Nanded (Un-Aided)"
+262082310,"Rashtriya College of Pharmacy, Hatnoor, Kannad (Un-Aided)"
+262682310,"Jay Bharat College of Pharmacy Dapka, Taluka Nilanga, Dist.Latur (Un-Aided)"
+262782310,"Madhavrao Patil College of Pharmacy, Murum (Un-Aided)"
+263082310,"Ramesh Patil Institute of Pharmacy, Khandgaon(Bendri) (Un-Aided)"
+263982310,"Allam Prabhu College of Pharmacy, Latur (Un-Aided)"
+264582310,Dr. Narayanrao Chate College of Pharmacy (Un-Aided)
+265582310,Shri. Chhatrapati Shivaji College of Pharmacy (Un-Aided)
+265682310,Jagdamba Shikshan Prasark Mandals College of B.Pharmacy & Research Centre (Un-Aided)
+300582310,"Government College of Pharmacy, Ratnagiri (Government)"
+301682310,"Bombay College of Pharmacy, Santacruz(E), Mumbai (Government-Aided Autonomous)"
+301682370,"Bombay College of Pharmacy, Santacruz(E), Mumbai (Government-Aided Autonomous)"
+301782350,"C U Shah College of Pharmacy for Women, Mumbai (Government-Aided)"
+320582310,"Bharati Vidyapeeth College of Pharmacy, Belapur, Navi Mumbai (Un-Aided)"
+322682310,"Mumbai Educational Trusts Institute of Pharmacy, Mumbai (Un-Aided)"
+323082310,"NCRDs Sterling Institute of Pharmacy, Navi Mumbai (Un-Aided)"
+323282310,"Yadavrao Tasgaonkar Institute of Pharmacy,Chandhai, Bhiv-puri Road Station, Tal-Karjat (Un-Aided)"
+323382310,"Govindrao Nikam College Of Pharmacy, Sawarde (Un-Aided)"
+323582310,"Gahlot Institute of Pharmacy, Koparkhairane, Navi Mumbai (Un-Aided)"
+323682310,"Konkan Gyanpeeth Rahul Dharkar College of Pharmacy & Research Institute, Karjat, Dahivali, Karjat Dist. Raigad (Un-Aided)"
+323982310,"Prabhodhan Shikshan Prasarak Sanshtas Indira Institute of Pharmacy, Sadavali (Un-Aided)"
+324182310,"Vighnarta Trust, Shivajirao Jondhale College of Pharmacy, Shahapur (Un-Aided)"
+324282310,"Shri Rishikesh Shikshan Prasarak Mandal, D.D.Vispute College of Pharmacy & Research Center, (Devad),New Panvel (Un-Aided)"
+346482310,"Viva Institute of Pharmacy, Virar(E) (Un-Aided)"
+348082310,"Yashwantrao Bhonsale College of Pharmacy, A/P Charathe, Sawantwadi (Un-Aided)"
+348582310,"St. Wilfreds Institute of Pharmacy, Panvel (Un-Aided)"
+348682310,"Shree Saraswati Institute of Pharmacy, At Post Tondavali, Kankavali (Un-Aided)"
+348782310,"Ideal Institute of Pharmacy, Wada (Un-Aided)"
+349382310,"Shri Angarsiddha Shikshan Prasarak Mandals ASPM College of Pharmacy, Sangulwadi (Un-Aided)"
+350182310,"Siddhis Institute Of Pharmacy, Nandgaon (Un-Aided)"
+350482310,"Raigad College Of Pharmacy, Mohopre (Un-Aided)"
+350882310,"B.K. Patil Institute of Pharmacy, Taloja, Panvel (Un-Aided)"
+350982310,"Indala Institute of Pharmacy, Bapsai, Kalyan (Un-Aided)"
+351082310,"Lokmanya Tilak Institute of Pharmacy, Kharghar, Navi Mumbai (Un-Aided)"
+353282310,"Dnyandeep Shikshan Prasarak Mandals Dnyandeep College of Pharmacy, At, Boraj, Khed (Un-Aided)"
+353682310,"Yashodeep College of Pharmacy, At Post Saralgaon, Taluka Murbad (Un-Aided)"
+353782310,Vaishalitai Jondhale College of Pharmacy (Un-Aided)
+354282310,Bombay Institute of Pharmacy & Research (Un-Aided)
+354382310,"St. Wilfreds College of Institute of Pharmaceutical Science & Research, Mira Road(E), Thane (Un-Aided)"
+400682310,"Department of Pharmacutical Sciences, R. T. M. Nagpur University, Nagpur (University Department)"
+416082310,"Institute of Pharmaceutical Education and Research, Borgaon (Meghe), Wardha (Un-Aided)"
+416182310,"Jay Mahakali Shikshan Sansthas Agnihotri College of Pharmacy, Wardha (Un-Aided)"
+420182310,"Gondia Education Society Manohar Bhai Patel Institute of Pharmacy, Gondia (Un-Aided)"
+420282310,"Guru Nanak College of Pharmacy, Nagpur (Un-Aided)"
+420482310,"Bajiraoji Karanjakar College of Pharmacy, Sakoli , Bhandara (Un-Aided)"
+420682310,"Amar Seva Mandals, Kamla Nehru College of Pharmacy, Butibori, Nagpur (Un-Aided)"
+420882310,"Shri Sachhidanand Shikshan Sanstha Taivade College of Pharmacy, Nagpur (Un-Aided)"
+420982310,"Late Meghraj Ojha Smriti Shikshan Sansthas, Shree Sainath College of Pharmacy,Nagpur (Un-Aided)"
+421082310,"Shree Tuljabhavani Sevabhavi Saikshanik & Samajik Sanstha, Hi-Tech College of Pharmacy, Morwa, Chandrapur (Un-Aided)"
+421382310,"Mahila Vikas Sanstha, Dr. R.G. Bhoyar Institute of Pharmaceutical Education & Research, Wardha (Un-Aided)"
+426182310,"Shri Bhawabhuti Shikshan Sansthas Shri Laxmanrao Mankar Institute Of Pharmacy, Amgoan (Un-Aided)"
+426382310,"Shri Sadashivrao Patil Shikshan Sansthas shrimati shantabai patil Institute of Diploma in Pharmacy, Kamptee (Un-Aided)"
+426982310,"Shri.Sadashivrao Patil Shikshan Sansthas Anurag College Of Pharmacy , Warathi, Bhandara (Un-Aided)"
+427082310,"Backward Class Youth Relief Committees Institute of D. Pharmacy, Nagpur (Un-Aided)"
+427182310,"Jai Mahakali Shikshan Sansthas Agnihotri Institute of Diploma in Pharmacy, Wardha (Un-Aided)"
+427282310,"Bhausaheb Mulak Charitable Trust S Bhausaheb Mulak College Of D. Pharmacy, Umred, Nagpur (Un-Aided)"
+427482310,"Abhinav Bahuuddeshiyas Siddhivinayak College Of Pharmacy, Warora, Dist. Chandrapur (Un-Aided)"
+427882310,"Young Engineers Education Societys Maharashtra Institute Of Pharmacy, Betada, Bramhapuri, Chandrapur (Un-Aided)"
+427982310,"Sanmarg Shikshan Sansthas K.R.Pandav Institute Of Pharmacy, Nagpur (Un-Aided)"
+428082310,"Krushna Sahyogi Tantra Shikshan Sansthas Chatrapati Shivaji College Of Pharmacy, Devari, Tal. Devari, Dist.Gondiya (Un-Aided)"
+428382310,"Swa. Madhukarrao Deshmukh Education Society, Shree Sadguru Datta Institute of Pharmacy, Bhajapur (Un-Aided)"
+464382310,"Maharashtra Institute of Pharmacy (Betada), Brambhapuri (Un-Aided)"
+465082310,"P.R.Patil Institute of Pharmacy, Talegaon(SP),Wardha (Un-Aided)"
+465682310,"Nagpur College Of Pharmacy, Hingana (Un-Aided)"
+465882310,"Dr Arun Motghare College Of Pharmacy, Pauni (Un-Aided)"
+465982310,"Shri Sai College Of Pharmacy, Mouda (Un-Aided)"
+466482310,"Maharashtra College of Pharmacy, At Khamari, Gondia (Un-Aided)"
+467382310,"Abha Gaikwad-Patil College of Pharmacy, Mohagaon, Nagpur (Un-Aided)"
+469282310,Shri. Gurudev Institute of Pharmaceutical Education & Research (Un-Aided)
+469382310,K.C. Bajaj College of Pharmacy & Research (Un-Aided)
+469482310,National College of Pharmacy (Un-Aided)
+469582310,Chandrapur College of Pharmacy (Un-Aided)
+500582370,"NDMVP Samajs College of Pharmacy, Nashik (Government-Aided)"
+515582310,"Dhulia Charitable Societys Annasaheb Ramesh Ajmera College of Pharmacy, Nagaon (Un-Aided)"
+518582310,"Pravara Rural Education Societys Pravara Rural College of Pharmacy,Pravararanagar (Un-Aided)"
+518782310,"MGSMs Smt. Sharadchandrika Suresh Patil College of Pharmacy, Chopda (Un-Aided)"
+519182310,"Padmashree Dr. Vithalrao Vikhe Patil Foundations College of Pharmacy, Ahmednagar (Un-Aided)"
+519382310,Mula Education Societys College of Pharmacy.Sonai (Un-Aided)
+519582310,"Sanjivani Rural Education Societys Sanjivani College of Pharmaceutical & Research, Kopargaon (Un-Aided Autonomous)"
+519782310,"Jagdamba Education Soceity,S.N.D. College of Pharmacy Babhulgaon, Nashik (Un-Aided)"
+519882310,"S.M.B.T. College Of Pharmacy Nandi Hills,Dhamangaon, Nashik. (Un-Aided)"
+519982310,"Shri Sureshdada Jain Institute Of Pharmaceutical Education and Research,Jamner Dist- Jalgaon (Un-Aided)"
+520082310,"Shellino Education Societys Arunamai College of Pharmacy, Mamurabad, Jalgaon. (Un-Aided)"
+520182350,Pravara Rural Education Societys College of Pharmacy (For Women) Chincholi Dist Nashik (Un-Aided)
+520282310,"Nasik Gramin Shikshan Prasarak Mandals College of Pharmacy, Anjneri , Nashik-Trimbak Road, Nashik (Un-Aided)"
+520382310,"K.B.H.S.S. Trusts Institute of Pharmacy, Malegaon Camp, Malegaon, Nashik (Un-Aided)"
+520482310,"Nagaon Education Society Gangamai College of Pharmacy, Nagaon,Dhule (Un-Aided)"
+520582310,"MGVMs Samajshri Prashantdada Hiray College of Pharmacy, Malegaon Camp, Malegaon (Un-Aided)"
+520682310,"Kisan Vidya Prasaraks K.V.P.S. Institute of Pharmaceutical Education, Boradi, Shirpur, Dhule (Un-Aided)"
+520782310,"METs, Institute of Pharmacy,Bhujbal Knowledge City, Metleague Colleges, Adgaon, Nashik (Un-Aided)"
+520882310,"Royal College of Pharmacetical Education & Research, Sione, Khrud, Malegaon (Un-Aided)"
+520982310,"Kai Yashodabai Dagadu Saraf Charitable Trusts College of Pharmacy, Sakegaon (Un-Aided)"
+521082310,"Kalyani Charitable Trust, Ravindra Gambhirrao Sapkal College of Pharmacy, Anjaneri Tal. Trimbakeshwar Dist. Nashik (Un-Aided)"
+521282310,"Shri. Gurudatta Shikshan Sansthas Loknete Dr. J.D. Pawar College of Pharmacy, Manur (Un-Aided)"
+527682310,"Khandesh Education Societys Late Shri. Pandharinath Chhagansheth Bhandarkar College of D. Pharmacy, Amalner (Un-Aided)"
+527982310,"Jagdamba Education Societys S.N.D. Diploma College of Pharmacy,Yeola (Un-Aided)"
+528182310,"Mahavir Institute Of Pharmacy, Nashik (Un-Aided)"
+528382310,"Jijamata Foundations Shree. P.E. (Tatya) Patil Institute of Pharmacy, Jalgaon (Un-Aided)"
+528782310,"Amrutvahini Sheti & Shikshan Vikas Sanstha`S Amrutwahini Institute Of Pharmacy, Sangamner (Un-Aided)"
+529382310,"Nagaon Education Soc., Gangamai Institute of Pharmacy, Nagaon, Dist. Dhule (Un-Aided)"
+529482310,"Godavari Shikshan Mandals Asian Institute of Pharmacy, Nashik. (Un-Aided)"
+529582310,"Sanjay Education Societys Institute of Pharmacy, Navalnagar, Dhule (Un-Aided)"
+530082310,"Shraddha Rural Medical Social Welfare & Educations Sahakar Maharshi Kisanrao Varal Patil College Of Pharmacy, Nighoj, Tal.Parner, Dist. Ahmednagar (Un-Aided)"
+530382310,"Hon. Shri. Babanrao Pachpute Vichardhara Trust, Group of Institutions (Integrated Campus)-Parikrama, Kashti Shrigondha, (Un-Aided)"
+540582310,"Matoshri College of Pharmacy, Eklahare, Nashik (Un-Aided)"
+540782310,"J.E.S.S. College of Pharmacy, Nandurbar (Un-Aided)"
+541082310,"Gokhale Education Societys Sir Dr. M.S.Gosavi College of Pharmaceutical Education & Research, Nashik (Un-Aided)"
+541682310,"Abasaheb Kakade College of B Pharmacy, At.Bodhegaon, Shevgaon, Ahmednagar (Un-Aided)"
+542182310,"Pravara Rural Education Societys College of PHarmacy (D.Pharm), Chincholi (Un-Aided)"
+542482310,"Pratibhatai Pawer College of Pharmacy, Shrirampur (Un-Aided)"
+542582310,"Pravara Rural Education Societys Institute of Pharmacy, Loni Kd (Un-Aided)"
+542782310,"R.G.Sapkal Institute of Pharmacy, Anjaneri (Un-Aided)"
+543082310,"Swami Institute of Pharmacy, Abhona (Un-Aided)"
+543582310,"Prof. Ravindra Nikam College of Pharmacy, Gondur, Dhule (Un-Aided)"
+543782310,"Trimurti Institute of Pharmacy, Paldhi (BK), Jalgaon (Un-Aided)"
+544082310,"Shaineshwar Shikshan Prasarak Mandals College of D. Pharmacy, Laling, Dhule (Un-Aided)"
+544282310,"METs Institute of D. Pharmacy, Adgaon, Nashik (Un-Aided)"
+544382310,"Divine College of Pharmacy, Satana (Un-Aided)"
+545282310,"Rupesh Badhan Institute of Pharmacy, Pimpalner (Un-Aided)"
+545582310,"Shram Sadhana Bombay Trusts Institute of Pharmacy, Bambhori, Jalgaon (Un-Aided)"
+545982310,"SHRI GULABRAO DEOKAR COLLEGE OF PHARMACY,SHIRSOLY ROAD, JALGAON (Un-Aided)"
+546082310,"Dr. Kolpe Institute of Pharmacy, Kolpewadi (Un-Aided)"
+546282310,"Dharmaraj Shaikshanik Pratishthans College of Pharmacy, Walki, Ahmednagar (Un-Aided)"
+546682310,"Shiva Trust, Shivajirao Pawar College of Pharmacy, At-Pachegaon, Tq.Newsa, Ahmednagar (Un-Aided)"
+546882310,"Matoshri Education Societys Matoshri Institute of Pharmacy, Dhanore (Un-Aided)"
+546982310,"P. G. College Of Pharmaceutical Science And Research, Chaupale (Un-Aided)"
+547282310,"Sumantai Institute Of Pharmacy, Bamrud(Kh) (Un-Aided)"
+547482310,Kvn Naik S P Santhas Institute Of Pharmaceutical Education And Research Nashik (Un-Aided)
+547782310,"Rashtrasant Janardhan Swami College Of Pharmacy, Kokamthan (Un-Aided)"
+547882310,"Rashtriya Shikshan Mandal N N Sattha College Of Pharmacy, Ahmednagar (Un-Aided)"
+547982310,"Ashvin College of Pharmacy, Manchi Hill (Un-Aided)"
+548182310,"Mrs. Saraswati Wani College Of D. Pharmacy, At Ganegaon (Un-Aided)"
+548282310,Dr Ithape Institute Of D Pharmacy Sangamner (Un-Aided)
+549182310,"Shatabdi Institute of Pharmacy, Bamdod, Nandurbar (Un-Aided)"
+549282310,DK Auti College Of Pharmacy (Un-Aided)
+549482310,"Shiva Trust Godavari College of Pharmacy, Manori, Nashik (Un-Aided)"
+549582310,"Swaddharak Vidhyarthi Sansthas Dadasaheb Rawal Pharmacy College, (Mandal) Dondaicha (Un-Aided)"
+550582310,"Brahma Valley Institute of Pharmacy, Anjaneri, Nashik (Un-Aided)"
+551482310,"Hon. Tukaramsheth S. Baviskar Institute of Pharmaceutical Education & Research, Dahiwad, Shirpur (Un-Aided)"
+551582310,Wani College of Pharmacy (Un-Aided)
+551882310,Shri. Sai Samarth Pharmacy College & Research Centre (Un-Aided)
+552082310,OBVS Nikam College of Pharmacy (Un-Aided)
+552382310,"Loknete Appasaheb Rajale College of Pharmacy, Adinathnagar (Un-Aided)"
+552882310,"Santoshimata College of Pharmacy, Panhalsathe (Un-Aided)"
+553482310,Aarogya Sampada College of Pharmacy (Un-Aided)
+625682310,"Bharati Vidyapeeths College of Pharmacy, Kolhapur (Un-Aided)"
+625782310,"Rajgad Dnyanpeeths College of Pharmacy, Bhor (Un-Aided)"
+635582310,"Shri Balasaheb Mane Shikshan Prasarak Mandals Ashokrao Mane College of Pharmacy,Peth Vadgaon, Kolhapur (Un-Aided)"
+635682310,"Tatyasaheb Kore College of Pharmacy, Warananagar (Un-Aided)"
+635882310,"Sinhgad College of Pharmacy, Vadgaon, Pune (Un-Aided)"
+636082310,"Chanakya Education. Soceitys, Indira College of Pharmacy, Tathawade, Pune (Un-Aided)"
+636182310,"Vishal Institute of Pharmaceutical Education & Research, Ale, (Alephata), Dist. Pune (Un-Aided)"
+636382310,"Sinhgad Institute of Pharmacy, Narhe(Ambegaon), Pune (Un-Aided)"
+636482350,"Progressive Education Societys Modern College of Pharmacy( for Women), Moshi.(Tal.Haveli) (Un-Aided)"
+636582310,"Shree Gajanan Maharaj Shikshan Prasarak Mandal Sharadchandra Pawar College of Pharmacy, At Dumbaarwadi (Otur) (Un-Aided)"
+636782310,"Rajarshi Shahu College of Pharmacy & Research, Tathawade, Pune (Un-Aided)"
+636882310,"Shri Chatrapati Sambhaji Shikshan Sansthas Sitabai Thite College of Pharmarcy, Shirur, (Ghodnadi). Pune (Un-Aided)"
+636982310,"Rameshwar Maulee Pratishthans Bhalchandra College of Pharmacy, Gorhe (KD), Pune (Un-Aided)"
+637182310,"Dr. D.Y. Patil College of Pharmacy , Akurdi, Pune (Un-Aided)"
+637282310,"Poona District Education Associations Seth Govind Raghunath Sable College of Pharmacy , Saswad, Pune (Un-Aided)"
+637582310,"Dr. D.Y. Patil Unitech Societys Dr. D.Y. Patil Institute of Pharmaceutical Science & Research, Pimpri, Pune (Un-Aided)"
+637782310,"SVPMS College of Pharmacy, Malegaon(BK) Baramati, Pune (Un-Aided)"
+637882310,"Sinhgad Technical Education Societys Sinhgad Institute of Pharmaceutical Sciences , Lonavala (Un-Aided)"
+638182310,"Abhinav Education Society, College of Pharmacy, Haveli, Pune (Un-Aided)"
+638282310,"Rajamata Jijau Shiksan Prasark Mandal College of Pharmacy, Dudul Gaon, Pune (Un-Aided)"
+638582310,"Poona District Education Association, Shankarrao Ursal College of Pharmaceutical Sciences & Research Centre, Kharadi, Tal: Haveli (Un-Aided)"
+638782310,"Jayawantrao Sawant College of Pharmacy & Research, Hadapsar, Pune (Un-Aided)"
+638982310,"K.E. Socities. Rajarambapu College of Pharmacy, Kasegaon, Sangli (Un-Aided)"
+639082310,"Meruling Shikshan Sansthas College of Pharmacy, Jawalwadi (Un-Aided)"
+639182310,"Gaurishankar Educational and Charitable Trusts Gourishankar Institute of Pharmaceutical & Education Research, Limb, Satara (Un-Aided)"
+639282310,"Late Narayandas Bhawandas Chhabada Institute of Pharmacy, Satara (Un-Aided)"
+639482310,"Shree Santkrupa College of Pharmacy, Ghogaon,Satara (Un-Aided)"
+639582310,"Gourishankar Education Societys Satara College of Pharmacy, Satara (Un-Aided)"
+639782310,"Shri. Vitthal Edu. & Researchs College of Pharmacy, Gopalpur, Pandharpur (Un-Aided)"
+639882310,"Shikshan & Krishi Vikas Pratishtans Sahyadri College of Pharmacy, Methavade, Ta.:Sangola, Dist.: Solapur (Un-Aided)"
+639982310,"Shikshan Prasarak Mandals College of Pharmacy, Akluj (Un-Aided)"
+649182310,"Shri Y.S.P.Mandals Vasantidevi Patil Institute of Pharmacy , Kodoli, Dist.Kolhapur (Un-Aided)"
+650182310,"Shri Dhanlaxmi Foundation, Karads Late Adv. Dadasaheb Chavan Memorial Institute of Pharmacy, Malwadi-Masur (Un-Aided)"
+650382310,"Shree Ambabai Talim Sansthas Diploma In Pharmacy ,Wanlesswadi, Miraj, Sangli (Un-Aided)"
+650482310,"Yashoda Shikshan Prasarak mandals Sojar College of Pharmacy, Khandvi, Barshi, Solapur (Un-Aided)"
+651082310,"Shriram Shikshan Sansthas College of Pharmacy, Paniv, Malshiras, Dist. Solapur (Un-Aided)"
+661682310,"Sant Gajanan Maharaj College of Pharmacy, Gadhinglaj (Un-Aided)"
+682082310,"Adarsh College of Pharmacy, Vita Dist. Sangli (Un-Aided)"
+682982350,"Womens College of Pharmacy,Peth Vadgaon, Tq - Hatkanangale (Un-Aided)"
+683382310,"Dattakala College of Pharmacy, Chincholi, Daund (Un-Aided)"
+683582310,"Gandhi Natha Rangji College of Diploma Pharmacy, Solapur (Un-Aided)"
+687982310,"Loknete Shri. Dadapatil Pharate College of Pharmacy, At Post Manadavgan Pharata, Tal.Shirur, Dist. Pune (Un-Aided)"
+689082310,"Teerthankar Education Societys Dr. Shivajirao Kadam College of B.Pharmacy, Kasbe Digraj Sangli (Un-Aided)"
+689182310,"Eklavya College of Pharmacy, Tasgaon , Sangli (Un-Aided)"
+689382310,"Sant Dnyaneshwar Shikshan Sanstha, Annasaheb Dange College of B.Pharmacy, Ashta, Sangli (Un-Aided)"
+690282310,Indrayani Vidya Mandirs Indrayani Institute of Pharamaceutical Education & Research (Un-Aided)
+690482310,"Anandi Pharmacy College, Kalambe Tarf Kale (Un-Aided)"
+690582310,"Navsahyadri Institute of Pharmacy, Naigaon( Nasarapur), Pune (Un-Aided)"
+690782310,"Sarogini College of Pharmacy, Kolhapur (Un-Aided)"
+690882310,"Ashokrao Mane Institute of Pharmaceutical Science and Research, Save (Un-Aided)"
+690982310,"Y.D. Mane Institute of Pharmacy, Kagal, Kolhapur (Un-Aided)"
+691082310,"Samarth Institute of Pharmacy, Belhe , Junnar (Un-Aided)"
+691482350,"Institute of Pharmaceutical Science & Research for Girls, (Bhigwan), Daund (Un-Aided)"
+691582310,"DNYANVILAS COLLEGE OF PHARMACY, DUDULGAON TAl HAVELI DIST PUNE (Un-Aided)"
+692382310,"Padmini College of Pharmacy, Atpadi, Sangli (Un-Aided)"
+693082310,"Delonix Societys Baramati College Of Pharmacy, Barhanpur (Un-Aided)"
+693182310,"Samarth College Of Pharmacy, A/P Belhe, Bangarwadi (Un-Aided)"
+693282310,Dr Bapuji Salunkhe Institute Of Pharmacy Miraj (Un-Aided)
+693382310,"Sarsam College Of Pharmacy, Palshiwadi (Un-Aided)"
+693482310,Pune District Education Associations College Of Pharmacy Hadapsar Pune (Un-Aided)
+693582310,"Lokmangal College Of Pharmacy, Wadala (Un-Aided)"
+693782310,"Fabtech College Of Pharmacy, Sangola (Un-Aided)"
+694382310,"Vidya Niketan College Of Pharmacy, Lakhewadi (Un-Aided)"
+695182310,Mandesh Institute Of Pharmaceutical Science And Research Centre Mhaswad (Un-Aided)
+695282310,Mahadev Kanchan College Of Pharmaceutical Education And Research (Un-Aided)
+695382310,Varvand Gram Shikshan Sansthas Eknath Sitaram Divekar College Of Pharmacy Varvand (Un-Aided)
+695482310,"Shri Ganpati Institute of Pharmaceutical Sciences and Research, Tembhurni (Un-Aided)"
+695682310,Trinity College Of Pharmacy Pune (Un-Aided)
+695782310,"Ashokrao Mane Institute Of Pharmacy Ambap, Hatkanangle (Un-Aided)"
+695882310,"Genesis Institute Of Pharmacy, Radhanagari (Un-Aided)"
+696282310,"Late Laxmibai Phadtare College of Pharmacy, Kalamb (Un-Aided)"
+696482310,Nirant Institute of Pharmacy (Un-Aided)
+696582310,"Shivraj College of Pharmacy, Gadhinglaj (Un-Aided)"
+698082310,Jaihind College of Pharmacy (Un-Aided)
+698182310,Vitthal Pratishthan College of Pharmacy (Un-Aided)
+698282310,"New College of Pharmacy, Kolhapur (Un-Aided)"

requirements.txt

@@ -0,0 +1,7 @@
+flask
+flask-cors
+joblib
+pandas
+numpy
+scikit-learn
+xgboost

target_encoder.pkl

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xgb_pipeline_gpu.pkl

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