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.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
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+*.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
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+
+# Installer logs
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+# Unit test / coverage reports
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+# Translations
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+# PyBuilder
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+# IPython
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+
+# 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:
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+
+# 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
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+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
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+#pdm.lock
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+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
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+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

LICENSE

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app.py

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+import streamlit as st
+import pandas as pd
+from utils import ai_markerter, market_validator
+import time
+
+########################## Data Set Up ############################
+# loading the data
+first_call_off = pd.read_csv('first_call_off.csv')
+fourth_call_off_abc = pd.read_csv('fourth_call_off_abc_df.csv')
+fourth_call_off_stock = pd.read_csv('fourth_call_off_stock.csv')
+list_price = pd.read_csv('list_price_df.csv')
+reagent_price = pd.read_csv('reagent_prices.csv')
+
+
+# a function to load the data and get info
+def get_info(product_name):
+    # checking the PRODUCT column in all the dataframes, storing the result in a dictionary
+    # adding a try except block to handle the case where the product is not found in the dataframe
+    dict_list = []
+    df_list = [first_call_off, fourth_call_off_abc, fourth_call_off_stock, list_price, reagent_price]
+    for df in df_list:
+        dict_info = {}
+        if product_name in df['PRODUCTS'].values:
+            dict_info['Product'] = product_name
+            dict_info['Category'] = df['CATEGORY'][df['PRODUCTS'] == product_name].values[0]
+            dict_info['Unit Price'] = df['UNIT NGN'][df['PRODUCTS'] == product_name].values[0]
+            dict_info['Cinuc Price'] = df['CINUC PRICE'][df['PRODUCTS'] == product_name].values[0]
+            dict_info['Exchange Rate'] = df['EXCHANGE RATE'][df['PRODUCTS'] == product_name].values[0]
+            dict_info['Date'] = df['DATE'][df['PRODUCTS'] == product_name].values[0]
+            dict_list.append(dict_info)
+    return dict_list
+
+product_lists = ['AFP i- chromax',
+ 'AIC NOW catridge for HB Aic determination 10.PKT',
+ 'Agary 2ml single-use syringes 23G X11/4 100 /PACK',
+ 'Antibiotics multidisk( AB- DISC) gram neg',
+ 'Antibiotics multidisk( AB- DISC) gram pos',
+ 'Antibiotics multidisk( AB-DISC) gram neg',
+ 'Antibiotics multidisk( AB-DISC) gram pos',
+ 'Autoclave tapes (roll)',
+ 'BATTERY LITHIUM A A3.6V',
+ 'BHCG i- chromax',
+ 'BioMed sicle scan for rapid genotye X25 /PKT',
+ 'Bispot 1 &2 Determinate pkt',
+ 'Bispot 1 &2 Determine pkt ALEERE',
+ 'Blood group A typing serum 10ml/ 10 bottles /pkt by Biotec',
+ 'Blood group AB typing serum 10ml/ 10 bottles /pkt by Biotec',
+ 'Blood group B typing serum 10ml/ 10 bottles /pkt by Biotec',
+ 'Blood group D typing serum 10ml/ 10 bottles /pkt by Biotec',
+ 'CEA i- chromax',
+ 'CK-MB i- chromax',
+ 'CLED 500g',
+ 'COBAS 3 C111 CLEANER',
+ 'COBAS 3 C111 PROBE CLEANER 500ML',
+ 'COBAS C 11 GLU2 GLUCOSE 400 TESTS',
+ 'COBAS C 111 ALKALINE PHOS 400 TESTS',
+ 'COBAS C 111 ALT (GPT) 400 TESTS',
+ 'COBAS C 111 AST (GOT) 400 TESTS',
+ 'COBAS C 111 Automated system CFAS 12 x 3ml botlles /pkt',
+ 'COBAS C 111 BLT3 TOTAL BILIRUBIN',
+ 'COBAS C 111 CFAS Lipid',
+ 'COBAS C 111 CHOL3 CHOLESTEROL 400 TESTS',
+ 'COBAS C 111 DEPROTEINIZER 2 bottles / pkt',
+ 'COBAS C 111 PRINTER PAPER 4 rolls /PKT',
+ 'COBAS C 111 TRIGLYCERIDES 200 TESTS',
+ 'COBAS C 111 UREA 400 TESTS',
+ 'COBAS C 111 URIC ACID PLUS 400 TESTS',
+ 'COBAS C111 CREATININE 400 TESTS',
+ 'COBAS C111 HDL 400TESTS',
+ 'COBAS C111 SAMPLE CUPS 1000/PKT',
+ 'COBAS C111 SODIUN CHLORIDE',
+ 'COBAS INTEGRA C 111 ACTIVATOR 9X12 ml bottles /pt',
+ 'CORTISOL i- chromax',
+ 'CRP i- chromax',
+ 'CUVETTE SEGMENT COBAS C 111 5,000 pcs/pkt',
+ 'Chloroscope complete kit with ortholidine',
+ 'Cholesterol (Accu Answer)',
+ 'Clean and check',
+ 'Complete set Vacutainer 4ml EDTA by 1000/pkt BD',
+ 'Conical Flask 1000ml',
+ 'Conical Flask 250ml',
+ 'Conical Flask 500ml',
+ 'Cotton wool non absorbent 500g',
+ 'D-DIMER i- chromax',
+ 'D-DIMER i-chromax',
+ 'Dependaplast waterproof round spot plasters 100/pkt',
+ 'Electrophoresing buffer, 6.1g x 10 shandon/pky',
+ 'Epson ribbon for Reflotron printer',
+ 'Erytrocyte sedimentation rate, dispet 100/pkt',
+ 'FERRITIN i- chromax',
+ 'FSH i- chromax',
+ 'Febrile antigen test (OMEGA) 8 x 5ml with controls',
+ 'Febrile antigen test (VOSAN) 8 x 5ml with controls',
+ "Field's stain A 100ml",
+ "Field's stain B 100ml",
+ 'Filter paper whatman 42 ashless 12.5 cm 100/pkt',
+ 'Giemsa Stain 100ml/bottle ferntec biosciences',
+ 'Glucose (Accu Answer)',
+ 'HALOGEN LAMP for COBAS c111',
+ 'HCG i- chromax',
+ 'HCG test strips Diaspot, diagnostic USA,/ Antec type/ 50/pkt',
+ 'HbA1C i- chromax',
+ 'Heavy duty oxivir TB bench wipes AHP approved',
+ 'HsCRP i- chromax',
+ 'Immersion oil 100ml',
+ 'Insta TEST 6 PLUS lamotte 50strips/pkt',
+ 'Insta iron Lamotte25 strips/pkt',
+ 'LH i- chromax',
+ 'Labacon H.pylori',
+ 'Laboratory lighter plastic gun type',
+ 'Latex examination gloves (by Sempercare) 100 7L',
+ 'Latex examination gloves (by Sempercare) 100 8-9L',
+ 'MICROALBUMIN i- chromax',
+ 'MYOGLOBIN same',
+ 'Macconkey agar 500g oxoid',
+ 'Manfred grease free crytal clear slides 72/Pack x20',
+ 'Manifred cover slips 50 x10/pkt',
+ 'Methylated spirit 4l BDH with MSDS',
+ 'Mindray UA66 uirinalysis strips 50/pkt',
+ 'Multistrips for urinalysis, ACON LABS',
+ 'Oxoid Blood agar base 500gm by pronadis product',
+ 'Oxoid CLED agar 500grams pronadisa product',
+ 'Oxoid Iso- sensitest agar agar 500gm pronadisa product',
+ 'Oxoid Iso-sensitest agar agar 500gm pronadisa product',
+ 'Oxoid MacConkey agar 500gm by pronadisa procuct',
+ 'Oxoid Nutrient agar 500gm pronadisa product',
+ 'Oxoid Yeast extract agar 500gm pronadisa product',
+ 'PCT i- chromax',
+ 'PROBE SET COBAS c111',
+ 'PROGESTERONE i- chromax',
+ 'PROLACTIN i- chromax',
+ 'PSA i- chromax',
+ 'Paper tapes (Rolls)',
+ 'Parazone 500ml x 20bottles /ctn',
+ 'Pipette tips (1-200ul) blue type x 1000/pkt EPPENDDORE',
+ 'Pyrix Beaker 1000ml',
+ 'Pyrix Beaker 100ml',
+ 'Pyrix Beaker 2000 ml',
+ 'Pyrix Beaker 250ml',
+ 'Pyrix Beaker 500ml',
+ 'QBC HEAMATOLOGY/MALARIA TUBES 250T',
+ 'QBC HEAMATOLOGY/MALARIA TUBES TUBES 250T',
+ 'QBC HEMATOLOGY/MALARIA TUBES TUBES 250T',
+ 'RF IgM i- chromax',
+ 'Reflotron AST/GOT x30 stripes/pkt',
+ 'Reflotron AST/GOT x30 stripes/pkt stripes/pkt',
+ 'Reflotron Alk.Phosphate x 30 stripes/pkt',
+ 'Reflotron Bilirubin x 30 stripes/pkt',
+ 'Reflotron Cholesterol x30 stripes/pkt',
+ 'Reflotron Creatinine x30 stripes/pkt',
+ 'Reflotron GPT/ALT x 30 stripes/pkt',
+ 'Reflotron Gamma GT x 30 stripes/pkt',
+ 'Reflotron Glucose 15 x 2 stripes /pkt',
+ 'Reflotron HDL Cholesterol x 30 stripes/pkt',
+ 'Reflotron Pancreatic Amylase 15 x 2',
+ 'Reflotron Pancreatic Amylase 15 x 2 stripes/pkt',
+ 'Reflotron Pancreatic Amylase 15x2 stripes/pkt',
+ 'Reflotron Potassium x 30',
+ 'Reflotron Pottasium x 30',
+ 'Reflotron Triglycerides x30 stripes/pkt',
+ 'Reflotron Urea 15 x 2 stripes/pkt',
+ 'Reflotron Uric Acid x 30 stripes/pkt',
+ 'S- monovette 4.5ml lithium heparin Sarstedt x 500/cartoon',
+ 'S-monovette 2.6ml EDTA by Sarstedt x500/carton *',
+ 'SD BIO LINE H. Pylori Antibody test 30 tests /pkt',
+ 'SD BIO LINE H.Pylori Antibody test 30 tests /pkt',
+ 'SD BIO LINE HBV test kit',
+ 'SD BIO LINE HIV 1/2 antibody test kit 3.0 25/pkt',
+ 'SD BIO LINE HIV Ag/Ab combo 30tests/pkt',
+ 'SD BIOLINE 30 TEST/PKT. (HAV)',
+ 'SD BIOLINE HAC 30 TEST/PKT. (HAV)',
+ 'SD BIOLINE HCV 3.0 30 tests/pkt',
+ 'SD BIOLINE HIV ELISA 3.0 Confirmatory test kit',
+ 'SD BIOLINE MALARIA Ag P. f ELISA Test',
+ 'SD BIOLINE Prostatic specific antigen ( PSA) 30/pkt',
+ 'SD BIOLINE Rheumatoid athritis test kit 30 tests /pkt',
+ 'SD BIOLINE Strep A antigen test 25 tests /pkts',
+ 'SD BIOLINE TB Ag test kit 25/kpt',
+ 'SD MALARIA SINGLE UNITS',
+ 'SD Malaria kit HRP2/Pldh (Pf PAN )',
+ 'SD malaria Ag Pf.kit for multiple use, 25/pkt BIOLINE',
+ 'SD malaria Ag Pf.kit for single use, 25/pkt BIOLINE',
+ 'STATPAK HIV 1/2',
+ 'Sarstedt multi-safe comfort 6l, sharp box',
+ 'Sarstedt standardinnoculation loop(50)/pkt',
+ 'Starstedt Safety sterile petri dish disposable type 92/16mm/ctn',
+ 'Sterilin type petri dish containers / 100cm',
+ 'Sterilin type universal containers, (for urine) Red cap type(400)/ctn',
+ 'T3 i- chromax',
+ 'T4 i- chromax',
+ 'TESTOSTERONE i- chromax',
+ 'TSH i- chromax',
+ 'Tn-I i- chromax',
+ 'UNIGOLD HIV test kit',
+ 'Uristix for urinalysis, plus auto check, SIEMENS/ 100/PKT',
+ 'Veneral Disease Resarch LAB antigen test, VDRL TEST.',
+ 'Veneral Disease Research Laboratory (VDRL) TEST KIT',
+ 'Vit D I-Chromax',
+ 'Water quality quick test with probefor PH, ORP, EC, DO and Turbidity',
+ 'cellulose acetate foils X50 Bayer',
+ 'cellulose acetate strips shandon 60 x150mm x 100/pkt',
+ 'mindray 5 heaamatology reagent Cleaner',
+ 'mindray 5 heaamatology reagent Diluent 20ml',
+ 'mindray 5 heaamatology reagent Rinse1L X 4',
+ 'mindray 5 heaamatology reagent leo 1 lyse1L X4',
+ 'mindray 5 heaamatology reagent leo 11 lyse(400mlx4)',
+ 'mindray 5 heamatology reagent Cleaner',
+ 'mindray 5 heamatology reagent Diluent 20ml',
+ 'mindray 5 heamatology reagent Rinse1L X 4',
+ 'mindray 5 heamatology reagent leo 1 lyse1L X4',
+ 'mindray 5 heamtology reagents 53LH LYSE 500/ x4',
+ 'mindray 5 heamtology reagents 53LH LYSE 500/4',
+ 'oxivir TB sprays AHP approved',
+ 'sensigrip latex BX 100 INVACARE']
+
+
+# product = "Field's stain B 100ml"
+# data = get_info(product)
+# print(data)
+
+############################ Streamlit App ############################
+# app config
+st.set_page_config(page_title="CINUC AI Marketer", page_icon="📈", layout="centered")
+
+# Adding some information to the app
+st.markdown("## Welcome to the CINUC AI Marketer")
+st.write("This is an AI marketer that helps you to predict the price of a product based on the data provided. It uses the data to make a recommendation on the price to be given to the customers for the next 1 year. The AI marketer also provides a short explanation of the strategy used to get to that price.")
+
+# App usage information
+st.markdown("### How to use the App")
+st.write("1. Enter today's exchange rate")
+st.write("2. Choose your profit margin")
+st.write("1. Select a product from the sidebar")
+st.write("2. The data for the selected product will be displayed")
+st.write("3. Click on the Analyze and Recommend button to get the price recommendation")
+st.write("4. The AI marketer will analyze the data and provide a price recommendation based on the forecasted exchange rate.")
+
+# today's exchange rate input
+today_rate = st.number_input("Enter Today's Exchange Rate", value=1650)
+# profit margin input in range 0-100
+profit_margin = st.number_input("Enter Profit Margin", value=50)
+
+# configuring the sidebar
+st.sidebar.title("Select a Product")
+product = st.sidebar.selectbox("Select a Product", product_lists)
+# adding a button to analyze the data
+# some static data
+Forecasted_price = 2500
+today = time.strftime("%d/%m/%Y")
+if st.sidebar.button("Analyze and Recommend"):
+
+    # getting the data
+    data = get_info(product)
+    
+    # displaying the data
+    st.write("### Product Data")
+    st.write(pd.DataFrame(data))
+
+    # calling the ai_markerter function
+    try:
+        output = ai_markerter(data, Forecasted_price, today, today_rate, profit_margin)
+        new_output = market_validator(data, Forecasted_price, today, today_rate, output, profit_margin)
+    except Exception as e:
+        new_output = f"An error occured, please try again"
+
+    # displaying the output
+    st.markdown(new_output)

first_call_off.csv

@@ -0,0 +1,107 @@
+PRODUCTS,UNIT NGN,CINUC PRICE,CATEGORY,DATE,EXCHANGE RATE
+Reflotron Glucose 15 x 2 stripes /pkt,45000,45000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron Creatinine x30 stripes/pkt,40000,40000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron Cholesterol x30 stripes/pkt,40000,40000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron Triglycerides x30 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron Potassium x 30,60000,60000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron Pancreatic Amylase 15 x 2,45000,45000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron Bilirubin x 30 stripes/pkt,40000,40000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron AST/GOT x30 stripes/pkt stripes/pkt,44000,44000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron GPT/ALT x 30 stripes/pkt,45000,45000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Reflotron Gamma GT x 30 stripes/pkt,40000,40000,CLINICAL CHEMISTRY,31/07/2023,775.0
+Clean and check,39600,39600,CLINICAL CHEMISTRY,31/07/2023,775.0
+"CUVETTE SEGMENT COBAS C 111 5,000 pcs/pkt",277476,277476,CLINICAL CHEMISTRY,31/07/2023,775.0
+BATTERY LITHIUM A A3.6V,3960,3960,CLINICAL CHEMISTRY,31/07/2023,775.0
+PROBE SET COBAS c111,325000,325000,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 PRINTER PAPER 4 rolls /PKT,21000,21000,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C111 SAMPLE CUPS 1000/PKT,154374,154374,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 Automated system CFAS 12 x 3ml botlles /pkt,143346,143346,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS INTEGRA C 111 ACTIVATOR 9X12 ml bottles /pt,91000,91000,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 DEPROTEINIZER 2 bottles / pkt,22344,22344,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS 3 C111 PROBE CLEANER 500ML,58050,58050,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 CHOL3 CHOLESTEROL 400 TESTS,68150,68150,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 11 GLU2 GLUCOSE 400 TESTS,74000,74000,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 ALKALINE PHOS 400 TESTS,82350,82350,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 ALT (GPT) 400 TESTS,45000,45000,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 AST (GOT) 400 TESTS,45000,45000,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 BLT3 TOTAL BILIRUBIN,78300,78300,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 TRIGLYCERIDES 200 TESTS,55550,55550,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 UREA 400 TESTS,45250,45250,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C 111 URIC ACID PLUS 400 TESTS,185140,185140,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C111 HDL 400TESTS,195350,195350,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C111 SODIUN CHLORIDE,47439,47439,CLINICAL CHEMISTRY,31/07/2023,775.0
+COBAS C111 CREATININE 400 TESTS,84500,84500,CLINICAL CHEMISTRY,31/07/2023,775.0
+QBC HEMATOLOGY/MALARIA TUBES TUBES 250T,290500,290500,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD MALARIA SINGLE UNITS,69800,69800,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIOLINE Rheumatoid athritis test kit 30 tests /pkt,60000,60000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIOLINE Prostatic specific antigen ( PSA) 30/pkt,100000,100000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIO LINE HIV 1/2 antibody test kit 3.0 25/pkt,35424,35424,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIO LINE HBV test kit,45765,45765,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+UNIGOLD HIV test kit,36450,36450,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+STATPAK HIV 1/2,18900,18900,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIOLINE HCV 3.0 30 tests/pkt,51840,51840,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIOLINE 30 TEST/PKT. (HAV),162400,162400,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIOLINE TB Ag test kit 25/kpt,51840,51840,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+SD BIO LINE H.Pylori Antibody test 30 tests /pkt,65000,65000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+Heavy duty oxivir TB bench wipes AHP approved,65900,65900,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+sensigrip latex BX 100 INVACARE,80000,80000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+oxivir TB sprays AHP approved,50000,50000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+AIC NOW catridge for HB Aic determination 10.PKT,119070,119070,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+Veneral Disease Research Laboratory (VDRL) TEST KIT,12000,12000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+mindray 5 heamatology reagent Diluent 20ml,69212,69212,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+mindray 5 heamatology reagent leo 1 lyse1L X4,459974,459974,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+mindray 5 heamatology reagent Rinse1L X 4,599969.7,599969.7,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+mindray 5 heamatology reagent Cleaner,210000,210000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+mindray 5 heamtology reagents 53LH LYSE 500/4,390000,390000,HEMATOLOGY AND SEROLOGY,31/07/2023,775.0
+Oxoid CLED agar 500grams pronadisa product,45000,45000,AGAR PRODUCTS,31/07/2023,775.0
+Oxoid MacConkey agar 500gm by pronadisa procuct,45000,45000,AGAR PRODUCTS,31/07/2023,775.0
+Oxoid Blood agar base 500gm by pronadis product,45000,45000,AGAR PRODUCTS,31/07/2023,775.0
+Oxoid Iso- sensitest agar agar 500gm pronadisa product,45000,45000,AGAR PRODUCTS,31/07/2023,775.0
+Oxoid Yeast extract agar 500gm pronadisa product,60000,60000,AGAR PRODUCTS,31/07/2023,775.0
+Oxoid Nutrient agar 500gm pronadisa product,60000,60000,AGAR PRODUCTS,31/07/2023,775.0
+Antibiotics multidisk( AB- DISC) gram neg,38000,38000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Antibiotics multidisk( AB- DISC) gram pos,40000,40000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Chloroscope complete kit with ortholidine,29000,29000,WATER ANALYZES KIT,31/07/2023,775.0
+Insta TEST 6 PLUS lamotte 50strips/pkt,29000,29000,WATER ANALYZES KIT,31/07/2023,775.0
+Insta iron Lamotte25 strips/pkt,19000,19000,WATER ANALYZES KIT,31/07/2023,775.0
+"Water quality quick test with probefor PH, ORP, EC, DO and Turbidity",1138500,1138500,WATER ANALYZES KIT,31/07/2023,775.0
+Pyrix Beaker 100ml,1980,1980,GLASSWARES,31/07/2023,775.0
+Pyrix Beaker 250ml,3465,3465,GLASSWARES,31/07/2023,775.0
+Pyrix Beaker 500ml,3960,3960,GLASSWARES,31/07/2023,775.0
+Pyrix Beaker 1000ml,5940,5940,GLASSWARES,31/07/2023,775.0
+Pyrix Beaker 2000 ml,6930,6930,GLASSWARES,31/07/2023,775.0
+Conical Flask 250ml,3960,3960,GLASSWARES,31/07/2023,775.0
+Conical Flask 500ml,3960,3960,GLASSWARES,31/07/2023,775.0
+Conical Flask 1000ml,6930,6930,GLASSWARES,31/07/2023,775.0
+Autoclave tapes (roll),"24,750.00","24,750.00",MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+BioMed sicle scan for rapid genotye X25 /PKT,200000,200000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Bispot 1 &2 Determine pkt ALEERE,35000,35000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+SD Malaria kit HRP2/Pldh (Pf PAN ),26920,26920,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+cellulose acetate strips shandon 60 x150mm x 100/pkt,250000,250000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Cotton wool non absorbent 500g,5000,5000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Dependaplast waterproof round spot plasters 100/pkt,25000,25000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Electrophoresing buffer, 6.1g x 10 shandon/pky",5000,5000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Erytrocyte sedimentation rate, dispet 100/pkt",28000,28000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Febrile antigen test (VOSAN) 8 x 5ml with controls,40000,40000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Field's stain A 100ml,4950,4950,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Field's stain B 100ml,4950,4950,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Filter paper whatman 42 ashless 12.5 cm 100/pkt,5000,5000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"HCG test strips Diaspot, diagnostic USA,/ Antec type/ 50/pkt",4000,4000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Laboratory lighter plastic gun type,4000,4000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Latex examination gloves (by Sempercare) 100 8-9L,35640,35640,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Immersion oil 100ml,11880,11880,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Manifred cover slips 50 x10/pkt,38610,38610,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Manfred grease free crytal clear slides 72/Pack x20,79200,79200,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Methylated spirit 4l BDH with MSDS,9900,9900,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Multistrips for urinalysis, ACON LABS",70000,70000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Veneral Disease Resarch LAB antigen test, VDRL TEST.",10000,10000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Paper tapes (Rolls),5544,5544,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Parazone 500ml x 20bottles /ctn,35000,35000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Sterilin type universal containers, (for urine) Red cap type(400)/ctn",40000,40000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Sterilin type petri dish containers / 100cm,60000,60000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Multistrips for urinalysis, ACON LABS",70000,70000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Veneral Disease Resarch LAB antigen test, VDRL TEST.",10000,10000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Paper tapes (Rolls),5544,5544,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Parazone 500ml x 20bottles /ctn,35000,35000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+"Sterilin type universal containers, (for urine) Red cap type(400)/ctn",40000,40000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0
+Sterilin type petri dish containers / 100cm,60000,60000,MICROBIOLOGY AND LABORATORY REAGENTS,31/07/2023,775.0

fourth_call_off_abc_df.csv

@@ -0,0 +1,64 @@
+PRODUCTS,UNIT NGN,CINUC PRICE,CATEGORY,DATE,EXCHANGE RATE
+Reflotron Glucose 15 x 2 stripes /pkt,13989.9,17298.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Creatinine x30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Cholesterol x30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Triglycerides x30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron HDL Cholesterol x 30 stripes/pkt,25768.61,31863.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Epson ribbon for Reflotron printer,14019.97,73346.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Pancreatic Amylase 15x2 stripes/pkt,13989.9,23688.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Bilirubin x 30 stripes/pkt,17664.03,21841.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron AST/GOT x30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron GPT/ALT x 30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Alk.Phosphate x 30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Urea 15 x 2 stripes/pkt,14999.7,23688.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Uric Acid x 30 stripes/pkt,19137.38,21512.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+Reflotron Gamma GT x 30 stripes/pkt,17664.03,21841.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+PROBE SET COBAS c111,107626.37,114933.82,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 PRINTER PAPER 4 rolls /PKT,4199.92,3643.25,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 Automated system CFAS 12 x 3ml botlles /pkt,57667.72,36979.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS INTEGRA C 111 ACTIVATOR 9X12 ml bottles /pt,29905.33,31936.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 DEPROTEINIZER 2 bottles / pkt,10831.56,13393.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS 3 C111 CLEANER,31745.3,30195.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 CHOL3 CHOLESTEROL 400 TESTS,28549.95,35303.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 11 GLU2 GLUCOSE 400 TESTS,25064.32,30992.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 ALKALINE PHOS 400 TESTS,35596.36,28027.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 ALT (GPT) 400 TESTS,17806.27,22018.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 AST (GOT) 400 TESTS,17806.27,22018.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 BLT3 TOTAL BILIRUBIN,33994.64,36303.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 TRIGLYCERIDES 200 TESTS,24029.28,29712.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 UREA 400 TESTS,19615.01,24254.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+COBAS C 111 URIC ACID PLUS 400 TESTS,80092.96,99036.0,CLINICAL CHEMISTRY,22/04/2022,415.079987
+QBC HEAMATOLOGY/MALARIA TUBES 250T,209995.8,209995.8,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+"SD malaria Ag Pf.kit for single use, 25/pkt BIOLINE",59998.8,38675.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+"SD malaria Ag Pf.kit for multiple use, 25/pkt BIOLINE",5999.88,4500.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+SD BIO LINE HIV Ag/Ab combo 30tests/pkt,34999.3,17550.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+AIC NOW catridge for HB Aic determination 10.PKT,64998.7,62700.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+Mindray UA66 uirinalysis strips 50/pkt,17999.64,0.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+mindray 5 heaamatology reagent Diluent 20ml,40949.18,16333.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+mindray 5 heaamatology reagent leo 1 lyse1L X4,269994.6,139899.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+mindray 5 heaamatology reagent leo 11 lyse(400mlx4),229995.4,201748.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+mindray 5 heaamatology reagent Rinse1L X 4,217195.66,18414.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+mindray 5 heaamatology reagent Cleaner,38499.23,46182.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+mindray 5 heamtology reagents 53LH LYSE 500/ x4,180496.39,239373.0,HEMATOLOGY AND SEROLOGY,22/04/2022,415.079987
+"Sarstedt multi-safe comfort 6l, sharp box",122997.54,402570.0,SAFETY PRODUCTS / MATRIALS,22/04/2022,415.079987
+S- monovette 4.5ml lithium heparin Sarstedt x 500/cartoon,151996.96,160384.0,SAFETY PRODUCTS / MATRIALS,22/04/2022,415.079987
+Antibiotics multidisk( AB-DISC) gram neg,15699.69,17000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Antibiotics multidisk( AB-DISC) gram pos,15699.69,17000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Agary 2ml single-use syringes 23G X11/4 100 /PACK,2799.94,1600.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Blood group A typing serum 10ml/ 10 bottles /pkt by Biotec,2499.95,9000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Blood group AB typing serum 10ml/ 10 bottles /pkt by Biotec,13999.72,14000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Blood group B typing serum 10ml/ 10 bottles /pkt by Biotec,17999.64,9000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Blood group D typing serum 10ml/ 10 bottles /pkt by Biotec,19999.6,12000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+cellulose acetate strips shandon 60 x150mm x 100/pkt,99998.0,145000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+"Erytrocyte sedimentation rate, dispet 100/pkt",19999.6,13500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Febrile antigen test (OMEGA) 8 x 5ml with controls,11499.77,8500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Filter paper whatman 42 ashless 12.5 cm 100/pkt,2999.94,4000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Latex examination gloves (by Sempercare) 100 8-9L,3499.93,6500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Giemsa Stain 100ml/bottle ferntec biosciences,1199.98,350.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+"Uristix for urinalysis, plus auto check, SIEMENS/ 100/PKT",4999.9,3000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+Pipette tips (1-200ul) blue type x 1000/pkt EPPENDDORE,2999.94,1500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+"Sterilin type universal containers, (for urine) Red cap type(400)/ctn",25499.49,14000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,22/04/2022,415.079987
+PSA i- chromax,41999.16,35000.0,HORMONE REAGENTS,22/04/2022,415.079987
+HbA1C i- chromax,42199.16,35000.0,HORMONE REAGENTS,22/04/2022,415.079987
+S-monovette 2.6ml EDTA by Sarstedt x500/carton *,64998.7,145800.0,ITEMS NOT LISTED IN FORTH CALL OFF BUT SUPPLIED,22/04/2022,415.079987
+Labacon H.pylori,34998.600014,4500.0,ITEMS NOT LISTED IN FORTH CALL OFF BUT SUPPLIED,22/04/2022,415.079987

fourth_call_off_stock.csv

@@ -0,0 +1,36 @@
+PRODUCTS,UNIT NGN,CINUC PRICE,CATEGORY,DATE,EXCHANGE RATE
+Reflotron Glucose 15 x 2 stripes /pkt,13989.9,17298.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron Creatinine x30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron Triglycerides x30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Epson ribbon for Reflotron printer,14019.97,73346.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron Pancreatic Amylase 15x2 stripes/pkt,13989.9,23688.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron Bilirubin x 30 stripes/pkt,17664.03,21841.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron AST/GOT x30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron GPT/ALT x 30 stripes/pkt,19137.38,23663.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron Urea 15 x 2 stripes/pkt,14999.7,23688.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+Reflotron Gamma GT x 30 stripes/pkt,17664.03,21841.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+PROBE SET COBAS c111,107626.37,114933.82,CLINICAL CHEMISTRY,8/5/2022,416.690002
+COBAS 3 C111 CLEANER,31745.3,30195.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+COBAS C 11 GLU2 GLUCOSE 400 TESTS,25064.32,30992.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+COBAS C 111 ALT (GPT) 400 TESTS,17806.27,22018.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+COBAS C 111 AST (GOT) 400 TESTS,17806.27,22018.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+COBAS C 111 PRINTER PAPER 4 rolls /PKT,4199.92,3643.25,CLINICAL CHEMISTRY,8/5/2022,416.690002
+COBAS C 111 BLT3 TOTAL BILIRUBIN,33994.64,36303.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+COBAS C 111 UREA 400 TESTS,19615.01,24254.0,CLINICAL CHEMISTRY,8/5/2022,416.690002
+QBC HEAMATOLOGY/MALARIA TUBES 250T,209995.8,209995.8,HEMATOLOGY AND SEROLOGY,8/5/2022,416.690002
+"SD malaria Ag Pf.kit for single use, 25/pkt BIOLINE",59998.8,38675.0,HEMATOLOGY AND SEROLOGY,8/5/2022,416.690002
+SD BIO LINE HIV Ag/Ab combo 30tests/pkt,34999.3,17550.0,HEMATOLOGY AND SEROLOGY,8/5/2022,416.690002
+mindray 5 heaamatology reagent Diluent 20ml,40949.18,16333.0,HEMATOLOGY AND SEROLOGY,8/5/2022,416.690002
+"Sarstedt multi-safe comfort 6l, sharp box",122997.54,402570.0,SAFETY PRODUCTS / MATRIALS,8/5/2022,416.690002
+S- monovette 4.5ml lithium heparin Sarstedt x 500/cartoon,151996.96,160384.0,SAFETY PRODUCTS / MATRIALS,8/5/2022,416.690002
+Blood group A typing serum 10ml/ 10 bottles /pkt by Biotec,2499.95,9000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+Blood group AB typing serum 10ml/ 10 bottles /pkt by Biotec,13999.72,14000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+Blood group B typing serum 10ml/ 10 bottles /pkt by Biotec,17999.64,9000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+Blood group D typing serum 10ml/ 10 bottles /pkt by Biotec,19999.6,12000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+cellulose acetate strips shandon 60 x150mm x 100/pkt,99998.0,145000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+"Erytrocyte sedimentation rate, dispet 100/pkt",19999.6,13500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+Febrile antigen test (OMEGA) 8 x 5ml with controls,11499.77,8500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+Latex examination gloves (by Sempercare) 100 8-9L,3499.93,6500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+Giemsa Stain 100ml/bottle ferntec biosciences,1199.98,350.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+Pipette tips (1-200ul) blue type x 1000/pkt EPPENDDORE,2999.94,1500.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002
+"Sterilin type universal containers, (for urine) Red cap type(400)/ctn",25499.49,14000.0,MICROBIOLOGY AND LABORATORY  REAGENTS,8/5/2022,416.690002

list_price_df.csv

@@ -0,0 +1,22 @@
+PRODUCTS,UNIT NGN,CINUC PRICE,CATEGORY,DATE,EXCHANGE RATE
+COBAS C 111 UREA 400 TESTS,0.0,45250,CLINICAL CHEMISTRY,25/09/2023,767.429993
+COBAS C111 HDL 400TESTS,0.0,195350,CLINICAL CHEMISTRY,25/09/2023,767.429993
+COBAS C 111 TRIGLYCERIDES 200 TESTS,41147.0,55550,CLINICAL CHEMISTRY,25/09/2023,767.429993
+COBAS C 111 CFAS Lipid,50266.0,143346,CLINICAL CHEMISTRY,25/09/2023,767.429993
+T3 i- chromax,55000.0,60750,HORMONE ASSAY REAGENTS,25/09/2023,767.429993
+T4 i- chromax,55000.0,60750,HORMONE ASSAY REAGENTS,25/09/2023,767.429993
+TSH i- chromax,55000.0,60750,HORMONE ASSAY REAGENTS,25/09/2023,767.429993
+D-DIMER i-chromax,62000.0,70200,HORMONE ASSAY REAGENTS,25/09/2023,767.429993
+PSA i- chromax,55000.0,60750,HORMONE ASSAY REAGENTS,25/09/2023,767.429993
+CRP i- chromax,56000.0,100000,HORMONE ASSAY REAGENTS,25/09/2023,767.429993
+QBC HEMATOLOGY/MALARIA TUBES TUBES 250T,275000.0,290500,HEMATOLOGY AND SEROLOGY,25/09/2023,767.429993
+SD BIO LINE H.Pylori Antibody test 30 tests /pkt,5000.0,65000,HEMATOLOGY AND SEROLOGY,25/09/2023,767.429993
+mindray 5 heamatology reagent Diluent 20ml,43254.0,69212,HEMATOLOGY AND SEROLOGY,25/09/2023,767.429993
+BioMed sicle scan for rapid genotye X25 /PKT,150000.0,200000,MICROBIOLOGY AND LABORATORY REAGENTS,25/09/2023,767.429993
+Febrile antigen test (VOSAN) 8 x 5ml with controls,13000.0,40000,MICROBIOLOGY AND LABORATORY REAGENTS,25/09/2023,767.429993
+Latex examination gloves (by Sempercare) 100 8-9L,2400.0,36000,MICROBIOLOGY AND LABORATORY REAGENTS,25/09/2023,767.429993
+Immersion oil 100ml,600.0,11880,MICROBIOLOGY AND LABORATORY REAGENTS,25/09/2023,767.429993
+"Multistrips for urinalysis, ACON LABS",5500.0,70000,MICROBIOLOGY AND LABORATORY REAGENTS,25/09/2023,767.429993
+"Water quality quick test with probefor PH, ORP, EC, DO and Turbidity",886032.2,1138500,WATER ANALYZES KIT,25/09/2023,767.429993
+Glucose (Accu Answer),15500.0,45000,Accu answer kits,25/09/2023,767.429993
+Cholesterol (Accu Answer),18500.0,40000,Accu answer kits,25/09/2023,767.429993

reagent_prices.csv

@@ -0,0 +1,141 @@
+PRODUCTS,UNIT NGN,CINUC PRICE,CATEGORY,DATE,EXCHANGE RATE
+Reflotron Glucose 15 x 2 stripes /pkt,45000,45000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Creatinine x30 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Cholesterol x30 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Triglycerides x30 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron HDL Cholesterol x 30 stripes/pkt,65000,65000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Pottasium x 30,55000,55000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Pancreatic Amylase 15 x 2 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Bilirubin x 30 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron AST/GOT x30 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron GPT/ALT x 30 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Alk.Phosphate x 30 stripes/pkt,60000,60000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Urea 15 x 2 stripes/pkt,50000,50000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Uric Acid x 30 stripes/pkt,55000,55000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Reflotron Gamma GT x 30 stripes/pkt,55000,55000,CLINICAL CHEMISTRY,29/03/2023,462.0
+Clean and check,25000,25000,CLINICAL CHEMISTRY,29/03/2023,462.0
+HALOGEN LAMP for COBAS c111,145000,145000,CLINICAL CHEMISTRY,29/03/2023,462.0
+"CUVETTE SEGMENT COBAS C 111 5,000 pcs/pkt",240000,240000,CLINICAL CHEMISTRY,29/03/2023,462.0
+BATTERY LITHIUM A A3.6V,2000,2000,CLINICAL CHEMISTRY,29/03/2023,462.0
+PROBE SET COBAS c111,280000,280000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 PRINTER PAPER 4 rolls /PKT,60000,60000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C111 SAMPLE CUPS 1000/PKT,240000,240000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 Automated system CFAS 12 x 3ml botlles /pkt,140000,140000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS INTEGRA C 111 ACTIVATOR 9X12 ml bottles /pt,110000,110000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 DEPROTEINIZER 2 bottles / pkt,80000,80000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS 3 C111 PROBE CLEANER 500ML,95000,95000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 CHOL3 CHOLESTEROL 400 TESTS,80000,80000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 11 GLU2 GLUCOSE 400 TESTS,80000,80000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 ALKALINE PHOS 400 TESTS,110000,110000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 ALT (GPT) 400 TESTS,75000,75000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 AST (GOT) 400 TESTS,75000,75000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 BLT3 TOTAL BILIRUBIN,90000,90000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 TRIGLYCERIDES 200 TESTS,90000,90000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 UREA 400 TESTS,90000,90000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C 111 URIC ACID PLUS 400 TESTS,290000,290000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C111 HDL 400TESTS,300000,300000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C111 SODIUN CHLORIDE,190000,190000,CLINICAL CHEMISTRY,29/03/2023,462.0
+COBAS C111 CREATININE 400 TESTS,140000,140000,CLINICAL CHEMISTRY,29/03/2023,462.0
+LH i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+FSH i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+PROLACTIN i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+PROGESTERONE i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+TESTOSTERONE i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+T3 i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+T4 i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+TSH i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+BHCG i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+HCG i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+CORTISOL i- chromax,95000,95000, HORMONE REAGENTS,29/03/2023,462.0
+Vit D I-Chromax,250000,250000, HORMONE REAGENTS,29/03/2023,462.0
+Tn-I i- chromax,100000,100000, HORMONE REAGENTS,29/03/2023,462.0
+CK-MB i- chromax,100000,100000, HORMONE REAGENTS,29/03/2023,462.0
+D-DIMER i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+MYOGLOBIN same,100000,100000, HORMONE REAGENTS,29/03/2023,462.0
+HsCRP i- chromax,100000,100000, HORMONE REAGENTS,29/03/2023,462.0
+PSA i- chromax,100000,100000, HORMONE REAGENTS,29/03/2023,462.0
+AFP i- chromax,100000,100000, HORMONE REAGENTS,29/03/2023,462.0
+CEA i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+HbA1C i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+MICROALBUMIN i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+CRP i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+PCT i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+FERRITIN i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+RF IgM i- chromax,120000,120000, HORMONE REAGENTS,29/03/2023,462.0
+QBC HEAMATOLOGY/MALARIA TUBES TUBES 250T,280000,280000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD MALARIA SINGLE UNITS,60000,60000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE MALARIA Ag P. f ELISA Test,60000,60000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE Rheumatoid athritis test kit 30 tests /pkt,120000,120000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE Prostatic specific antigen ( PSA) 30/pkt,120000,120000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIO LINE HIV 1/2 antibody test kit 3.0 25/pkt,65000,65000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIO LINE HIV Ag/Ab combo 30tests/pkt,420000,420000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIO LINE HBV test kit,75000,75000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE HIV ELISA 3.0 Confirmatory test kit,44000,44000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE HCV 3.0 30 tests/pkt,80000,80000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE HAC 30 TEST/PKT. (HAV),195000,195000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE TB Ag test kit 25/kpt,78000,78000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIO LINE H. Pylori Antibody test 30 tests /pkt,65000,65000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+Heavy duty oxivir TB bench wipes AHP approved,66000,66000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+sensigrip latex BX 100 INVACARE,180000,180000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+cellulose acetate foils X50 Bayer,220000,220000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+oxivir TB sprays AHP approved,100000,100000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+AIC NOW catridge for HB Aic determination 10.PKT,160000,160000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+SD BIOLINE Strep A antigen test 25 tests /pkts,80000,80000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+Starstedt Safety sterile petri dish disposable type 92/16mm/ctn,95000,95000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+Veneral Disease Research Laboratory (VDRL) TEST KIT,12000,12000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+mindray 5 heaamatology reagent Diluent 20ml,100000,100000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+mindray 5 heaamatology reagent leo 1 lyse1L X4,480000,480000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+mindray 5 heaamatology reagent Rinse1L X 4,60000,60000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+mindray 5 heaamatology reagent Cleaner,210000,210000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+mindray 5 heamtology reagents 53LH LYSE 500/4,500000,500000,HAEMATOLOGY  ANED SEROLOGYHAEMATOLOGY  ANED SEROLOGY,29/03/2023,462.0
+Oxoid CLED agar 500grams pronadisa product,50000,50000,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Oxoid MacConkey agar 500gm by pronadisa procuct,50000,50000,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Oxoid Blood agar base 500gm by pronadis product,50000,50000,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Oxoid Iso-sensitest agar agar 500gm pronadisa product,65000,65000,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Sarstedt standardinnoculation loop(50)/pkt,94998,94998,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Oxoid Yeast extract agar 500gm pronadisa product,70000,70000,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Oxoid Nutrient agar 500gm pronadisa product,50000,50000,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Complete set Vacutainer 4ml EDTA by 1000/pkt BD,180000,180000,SAFETY PRODUCTS / MATRIALS,29/03/2023,462.0
+Antibiotics multidisk( AB-DISC) gram neg,48000,48000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Antibiotics multidisk( AB-DISC) gram pos,48000,48000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Autoclave tapes (roll),6000,6000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+BioMed sicle scan for rapid genotye X25 /PKT,300000,300000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Bispot 1 &2 Determinate pkt,36000,36000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+SD Malaria kit HRP2/Pldh (Pf PAN ),50000,50000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+cellulose acetate strips shandon 60 x150mm x 100/pkt,350000,350000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Cotton wool non absorbent 500g,7000,7000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+CLED 500g,65000,65000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Dependaplast waterproof round spot plasters 100/pkt,45000,45000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+"Electrophoresing buffer, 6.1g x 10 shandon/pky",35000,35000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+"Erytrocyte sedimentation rate, dispet 100/pkt",40000,40000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Febrile antigen test (VOSAN) 8 x 5ml with controls,80000,80000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Field's stain A 100ml,2000,2000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Field's stain B 100ml,2000,2000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Filter paper whatman 42 ashless 12.5 cm 100/pkt,5000,5000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+"HCG test strips Diaspot, diagnostic USA,/ Antec type/ 50/pkt",4500,4500,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Laboratory lighter plastic gun type,4000,4000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Latex examination gloves (by Sempercare) 100 7L,6000,6000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Latex examination gloves (by Sempercare) 100 8-9L,6000,6000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Immersion oil 100ml,6000,6000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Manifred cover slips 50 x10/pkt,5000,5000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Manfred grease free crytal clear slides 72/Pack x20,25000,25000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Methylated spirit 4l BDH with MSDS,5000,5000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Macconkey agar 500g oxoid,50000,50000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+"Multistrips for urinalysis, ACON LABS",75000,75000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+"Veneral Disease Resarch LAB antigen test, VDRL TEST.",12000,12000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Paper tapes (Rolls),2000,2000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Parazone 500ml x 20bottles /ctn,80000,80000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+"Sterilin type universal containers, (for urine) Red cap type(400)/ctn",45000,45000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Sterilin type petri dish containers / 100cm,45000,45000,MICROBIOLOGY AND LABORATORY  REAGENTS,29/03/2023,462.0
+Chloroscope complete kit with ortholidine,40000,40000,WATER ANALYZES KIT,29/03/2023,462.0
+Insta TEST 6 PLUS lamotte 50strips/pkt,30000,30000,WATER ANALYZES KIT,29/03/2023,462.0
+Insta iron Lamotte25 strips/pkt,28000,28000,WATER ANALYZES KIT,29/03/2023,462.0
+"Water quality quick test with probefor PH, ORP, EC, DO and Turbidity",500000,500000,WATER ANALYZES KIT,29/03/2023,462.0
+Pyrix Beaker 100ml,1200,1200,GLASSWARES,29/03/2023,462.0
+Pyrix Beaker 250ml,2000,2000,GLASSWARES,29/03/2023,462.0
+Pyrix Beaker 500ml,2300,2300,GLASSWARES,29/03/2023,462.0
+Pyrix Beaker 1000ml,3500,3500,GLASSWARES,29/03/2023,462.0
+Pyrix Beaker 2000 ml,4900,4900,GLASSWARES,29/03/2023,462.0
+Conical Flask 250ml,1900,1900,GLASSWARES,29/03/2023,462.0
+Conical Flask 500ml,3500,3500,GLASSWARES,29/03/2023,462.0
+Conical Flask 1000ml,4900,4900,GLASSWARES,29/03/2023,462.0

requirements.txt

@@ -0,0 +1,7 @@
+pandas
+numpy
+streamlit
+groq
+python-dotenv
+langchain
+langchain-groq

utils.py

@@ -0,0 +1,108 @@
+import os
+from dotenv import load_dotenv
+from langchain_groq import ChatGroq
+from langchain_core.prompts.prompt import PromptTemplate
+from langchain_core.output_parsers import StrOutputParser
+import time
+load_dotenv()
+
+
+
+os.environ["GROQ_API_KEY"] = os.getenv("GROQ_API_KEY")
+
+model = ChatGroq(temperature=0.5, model_name="llama3-groq-8b-8192-tool-use-preview")
+
+Forecasted_price = 2500
+today = time.strftime("%d/%m/%Y")
+today_rate = 1650
+profit_margin = 50
+def ai_markerter(product_data: list, forecasted_value: float, date:str, today_rate:float, profit_margin:float) -> str:
+    model = ChatGroq(temperature=0.5, model_name="llama3-groq-70b-8192-tool-use-preview")
+    ai_markerter_prompt = PromptTemplate(
+        template="""<|begin_of_text|><|start_header_id|>system<|end_header_id|>
+        You are the best marketing and sales expert in the world. You are excellent at, data analysis, statistics, and forecasting, you also have a lot of experience of market strategies with even little information. \n
+        You are hired by a client to help revolitionlize his business. His company's name is Cinuc. They are a laboratory equipment supplier. \n
+        One issue this client has is that he lacks data. He has some data. \n
+        
+        In his data he has the product name, the category, the unit price, the cinuc price, the exchange rate and the date. \n Note that Cinuc Price is his selling price. \n The unit price is the price he buys the product. \n
+        
+        Based on his business structure, he buys in bulk. Then he gives a fixed price to his customers for at least 2 years. \n One challenge here is that, the exchange rate of naira to dollar, it's no stable. \n
+        This issues makes tha market unstbale. \n Whenever he's making a sale and his unit price is more than the Cinuc Price, he makes a loss. \n This means he will spend more when buying again. \n A huge loss. \n
+        
+        He needs your help to halp with price prediction. \n As a way of preparing, he create a model to predict the exchange rate for the next 6 months. \n Then he's also providing today's date and today's exchange rate. \n
+        
+        As an expert, you are to analyze the data, the date in the data and the exchange rate. Then you are to make good recommendation based on what the forecasted exchange rate is. \n
+        He will also provide you with a profit margin. \n Always make sure to analyse the data and exchange rate very well. \n
+        
+        You need to consider that whatever price you guve will be what he will give his customers for the next 1 year, and he needs to make profit. So youre giving something that will make him profit even after two years. \n
+        
+        Provide a good price recommendation, also provide a short explanation of your strategy to get to that price. \n
+        Please always check you calculation to ensure you're giving the right figures. Your price should be in Naira\n
+        
+        Keep the following in mind: \n
+            1. Profit Margin is important. It will be given in the range of 0-100. \n
+            2. Always use a smart strategy to get to the price. \n
+            3. Predicted price should not exceed six digits. \n
+
+        <|eot_id|><|start_header_id|>user<|end_header_id|>
+        PRODUCT_DATA: {product_data} \n\n
+        FORECASTED_EXCHANGE_RATE: {forecasted_value} \n\n
+        TODAY: {date} \n\n
+        Today's Exchange Rate: {today_rate} \n\n
+        profit_margin: {profit_margin} \n\n
+
+        <|eot_id|><|start_header_id|>assistant<|end_header_id|>""",
+        input_variables=["product_data","forecasted_value", "date", 'today_rate', 'profit_margin'],
+    )
+
+    ai_markerter_chain = ai_markerter_prompt | model | StrOutputParser()
+    output = ai_markerter_chain.invoke({"product_data":product_data, "forecasted_value":forecasted_value, "date":date, 'today_rate':today_rate, 'profit_margin':profit_margin})
+    return output
+
+
+# creating a market validator, to validate the output
+def market_validator(product_data:list, forecasted_value: float, date: str, today_rate: float, model_response: str, profit_margin: float) -> str:
+    model = ChatGroq(temperature=0.1, model_name="llama-3.1-8b-instant")
+    ai_price_validator_prompt = PromptTemplate(
+    template="""<|begin_of_text|><|start_header_id|>system<|end_header_id|>
+    You are the best marketing and sales expert in the world, known for your meticulous attention to detail and your ability to validate and adjust financial predictions with precision. \n
+    You have received a price recommendation from a model, along with the necessary data to verify its accuracy. \n
+    Your task is to validate the model's output to ensure it is correct and aligns with the client's requirements. \n
+
+    Here's what you need to consider:
+        1. The predicted value must be higher than the current Cinuc Price. \n
+        2. The predicted price must not exceed six figures. \n
+        3. The price should align with the forecasted exchange rate, especially when comparing it to the current rate. \n
+        4. The final price must ensure profitability over the next 1-2 years, even with potential fluctuations in the exchange rate. \n
+        5. Provide a smart and logical adjustment if needed, ensuring the final recommendation is optimal for the client. \n
+        6. Include a brief explanation for any adjustments or validations made. \n
+        7. The final price must be smart, correct, and profitable for the client. The price must be profitable!!!!! \n
+        8. Check all information again and again to ensure accuracy. \n
+    
+    Give the final price recommendation and provide a brief explanation of your validation process as the only output!!. \n
+
+   <|eot_id|><|start_header_id|>user<|end_header_id|>
+   
+    PRODUCT_DATA: {product_data} \n\n
+    FORECASTED_EXCHANGE_RATE: {forecasted_value} \n\n
+    TODAY: {date} \n\n
+    Today's Exchange Rate: {today_rate} \n\n
+    profit_margin: {profit_margin} \n\n
+    INITIAL_MODEL_RESPONSE: {model_response} \n\n
+
+    <|eot_id|><|start_header_id|>assistant<|end_header_id|>
+    """,
+    input_variables=["product_data", "forecasted_value", "date", "today_rate", "model_response", "profit_margin"],
+)
+    ai_price_validator = ai_price_validator_prompt | model | StrOutputParser()
+    new_output = ai_price_validator.invoke({"product_data":product_data, "forecasted_value":forecasted_value, "date":date, 'today_rate':today_rate, 'model_response':model_response, 'profit_margin':profit_margin})
+    return new_output
+
+    
+
+
+# product_data = [{'Product': "Field's stain B 100ml", 'Category': 'MICROBIOLOGY AND LABORATORY REAGENTS', 'Unit Price': '4950', 'Cinuc Price': '4950', 'Exchange Rate': 775.0, 'Date': '31/07/2023'}, 
+#                 {'Product': "Field's stain B 100ml", 'Category': 'MICROBIOLOGY AND LABORATORY  REAGENTS', 'Unit Price': 2000, 'Cinuc Price': 2000, 'Exchange Rate': 462.0, 'Date': '29/03/2023'}]
+# output = ai_markerter(product_data, Forecasted_price, today, today_rate, profit_margin)
+# new_output = market_validator(product_data, Forecasted_price, today, today_rate, output, profit_margin)
+# print(new_output)