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README.md

@@ -1,15 +1,2 @@
----
-license: mit
-language:
-- en
-tags:
-- regression
-- scikit-learn
-- hyderabad
-- house-price-predictor
----
-# House Price Prediction Model
-This model uses Linear Regression to predict house prices in Hyderabad.
-
-**Input:** Area (sqft), Rate per sqft, Bedrooms
-**Output:** Predicted price (in Lakhs)
+# House Price Predictor
+Predicts prices from area, BHK, and location.

feature_columns.csv

@@ -0,0 +1,361 @@
+,0
+area,area
+bhk,bhk
+location_AS Rao Nagar,location_AS Rao Nagar
+location_Abdullapurmet,location_Abdullapurmet
+location_Abids,location_Abids
+location_Adibatla,location_Adibatla
+location_Adikmet,location_Adikmet
+location_Ahilya Nagar,location_Ahilya Nagar
+location_Ahmed Colony Hyderabad,location_Ahmed Colony Hyderabad
+location_Ahmed Nagar,location_Ahmed Nagar
+location_Alair,location_Alair
+location_Alkapur township,location_Alkapur township
+location_Almasguda,location_Almasguda
+location_Alwal,location_Alwal
+location_Amangal,location_Amangal
+location_Amberpet,location_Amberpet
+location_Ameenpur,location_Ameenpur
+location_Ameerpet,location_Ameerpet
+location_Aminpur,location_Aminpur
+location_Annojiguda,location_Annojiguda
+location_Appa Junction,location_Appa Junction
+location_Appa Junction Peerancheru,location_Appa Junction Peerancheru
+location_Aremaishamma,location_Aremaishamma
+location_Aroor,location_Aroor
+location_Ashok Nagar,location_Ashok Nagar
+location_Attapur,location_Attapur
+location_Auto Nagar,location_Auto Nagar
+location_BB Nagar,location_BB Nagar
+location_BHEL Employees Co operative Housing Society,location_BHEL Employees Co operative Housing Society
+location_Bacharam,location_Bacharam
+location_Bachupally,location_Bachupally
+location_Badangpet,location_Badangpet
+location_Bahadurpally,location_Bahadurpally
+location_Bairagiguda,location_Bairagiguda
+location_Balanagar,location_Balanagar
+location_Balapur,location_Balapur
+location_Bandaraviryal,location_Bandaraviryal
+location_Bandlaguda Jagir,location_Bandlaguda Jagir
+location_Banjara Hills,location_Banjara Hills
+location_Basheer Bagh,location_Basheer Bagh
+location_Batasingaram,location_Batasingaram
+location_Beeramguda,location_Beeramguda
+location_Begum Bazar Chatri,location_Begum Bazar Chatri
+location_Begumpet,location_Begumpet
+location_Begumpet Flyover,location_Begumpet Flyover
+location_Bhanur,location_Bhanur
+location_Bhanur village,location_Bhanur village
+location_Bhongir,location_Bhongir
+location_Bhuvanagiri,location_Bhuvanagiri
+location_Bibinagar,location_Bibinagar
+location_Boduppal,location_Boduppal
+location_Boduppal Dwaraka Nagar,location_Boduppal Dwaraka Nagar
+location_Boduppal Road,location_Boduppal Road
+location_Boiguda,location_Boiguda
+location_Bolarum,location_Bolarum
+location_Bollaram Industrial Area,location_Bollaram Industrial Area
+location_Bowenpally,location_Bowenpally
+location_Bowrampet,location_Bowrampet
+location_Brindavan Colony,location_Brindavan Colony
+location_Bundalguda,location_Bundalguda
+location_Bureddipalle,location_Bureddipalle
+location_Chandanagar,location_Chandanagar
+location_Chegunta,location_Chegunta
+location_Chengicherla,location_Chengicherla
+location_Chennaram,location_Chennaram
+location_Cherlapalli,location_Cherlapalli
+location_Chevella,location_Chevella
+location_Chikkadapally,location_Chikkadapally
+location_Chilkanagar,location_Chilkanagar
+location_Choutuppal,location_Choutuppal
+location_DK Enclave,location_DK Enclave
+location_DK Road,location_DK Road
+location_DLF Cyber City,location_DLF Cyber City
+location_Dammaiguda,location_Dammaiguda
+location_Deluxe Colony,location_Deluxe Colony
+location_Dhobipet,location_Dhobipet
+location_Diamond Hill Colony,location_Diamond Hill Colony
+location_Diamond Point Road,location_Diamond Point Road
+location_Digwal,location_Digwal
+location_Dilsukh Nagar,location_Dilsukh Nagar
+location_Dulapally,location_Dulapally
+location_Dullapally,location_Dullapally
+location_Dundigal,location_Dundigal
+location_ECIL,location_ECIL
+location_East Marredpally,location_East Marredpally
+location_Eklaskhanpeta,location_Eklaskhanpeta
+location_Erragadda,location_Erragadda
+location_Essamiya Bazar,location_Essamiya Bazar
+location_Etebar Chowk Hyderabad,location_Etebar Chowk Hyderabad
+location_Excise Colony,location_Excise Colony
+location_Express Highway,location_Express Highway
+location_Fair Lands,location_Fair Lands
+location_Falaknuma,location_Falaknuma
+location_Film Nagar,location_Film Nagar
+location_First Lancer Road,location_First Lancer Road
+location_Flamingo,location_Flamingo
+location_Friends Colony Bandam Kommu,location_Friends Colony Bandam Kommu
+location_Friends Colony Jawahar Colony,location_Friends Colony Jawahar Colony
+location_Friends Colony Sai Nagar,location_Friends Colony Sai Nagar
+location_Gachibowli,location_Gachibowli
+location_Gaddi Annaram,location_Gaddi Annaram
+location_Gagillapur,location_Gagillapur
+location_Gajularamaram,location_Gajularamaram
+location_Gajulramaram Kukatpally,location_Gajulramaram Kukatpally
+location_Gandipet,location_Gandipet
+location_Gantlavelli,location_Gantlavelli
+location_Gatkeshwar,location_Gatkeshwar
+location_General Bazar,location_General Bazar
+location_Ghatkesar,location_Ghatkesar
+location_Ghatkesar Road,location_Ghatkesar Road
+location_Ghori Nagar,location_Ghori Nagar
+location_Ghouse Nagar,location_Ghouse Nagar
+location_Giani Zail Singh Nagar,location_Giani Zail Singh Nagar
+location_Godumakunta,location_Godumakunta
+location_Gopanpally,location_Gopanpally
+location_Gowrelly,location_Gowrelly
+location_Gundlapochampally,location_Gundlapochampally
+location_HB Colony Main Road,location_HB Colony Main Road
+location_HCL Nagar,location_HCL Nagar
+location_Habeeb Nagar,location_Habeeb Nagar
+location_Habsiguda,location_Habsiguda
+location_Hafeezpet,location_Hafeezpet
+location_Hafiz Baba Nagar,location_Hafiz Baba Nagar
+location_Hakimpet,location_Hakimpet
+location_Harshaguda,location_Harshaguda
+location_Hasmathpet,location_Hasmathpet
+location_Hayathnagar,location_Hayathnagar
+location_Hill Top Colony,location_Hill Top Colony
+location_Himayat Nagar,location_Himayat Nagar
+location_Himayatnagar,location_Himayatnagar
+location_Hitech City,location_Hitech City
+location_Humayunagar,location_Humayunagar
+location_Hyd Banglore Highway,location_Hyd Banglore Highway
+location_Hyder Nagar,location_Hyder Nagar
+location_Hyder nagar kphb colony,location_Hyder nagar kphb colony
+location_Hyderabad Warangal Bhopalpatnam Highway,location_Hyderabad Warangal Bhopalpatnam Highway
+location_Hyderabad Warangal Hwy,location_Hyderabad Warangal Hwy
+location_IDPL Colony,location_IDPL Colony
+location_Ibrahimpatnam,location_Ibrahimpatnam
+location_Indresham,location_Indresham
+location_Inole,location_Inole
+location_Isnapur,location_Isnapur
+location_JP Darga,location_JP Darga
+location_Jadcherla,location_Jadcherla
+location_Jai Hind Nagar Road,location_Jai Hind Nagar Road
+location_Janachaitanya Colony,location_Janachaitanya Colony
+location_Janawada,location_Janawada
+location_Jawahar nagar,location_Jawahar nagar
+location_Jeedimetla,location_Jeedimetla
+location_Jhangir Pet,location_Jhangir Pet
+location_Jubilee Hills,location_Jubilee Hills
+location_Kachiguda,location_Kachiguda
+location_Kadtal,location_Kadtal
+location_Kadthal,location_Kadthal
+location_Kamkole,location_Kamkole
+location_Kanchan Bagh,location_Kanchan Bagh
+location_Kandi,location_Kandi
+location_Kandukur,location_Kandukur
+location_Kapra,location_Kapra
+location_Kavadiguda,location_Kavadiguda
+location_Kavadipally,location_Kavadipally
+location_Khajaguda Nanakramguda Road,location_Khajaguda Nanakramguda Road
+location_Khajiguda,location_Khajiguda
+location_Kismatpur,location_Kismatpur
+location_Kistareddypet,location_Kistareddypet
+location_Kokapet,location_Kokapet
+location_Kolanupaka,location_Kolanupaka
+location_Kollur,location_Kollur
+location_Kollur Road,location_Kollur Road
+location_Kompally,location_Kompally
+location_Kondakal,location_Kondakal
+location_Kondapur,location_Kondapur
+location_Kongara Kalan,location_Kongara Kalan
+location_Kothaguda,location_Kothaguda
+location_Kothapet,location_Kothapet
+location_Kothur,location_Kothur
+location_Kowkur,location_Kowkur
+location_Krishna Nagar Colony,location_Krishna Nagar Colony
+location_Kukatpally,location_Kukatpally
+location_Kushaiguda,location_Kushaiguda
+location_LB Nagar,location_LB Nagar
+location_Lakdikapul,location_Lakdikapul
+location_Lingampally,location_Lingampally
+location_Linghampally,location_Linghampally
+location_MES Colony,location_MES Colony
+location_Maddur,location_Maddur
+location_Madeenaguda,location_Madeenaguda
+location_Madhapur,location_Madhapur
+location_Madhapur Ayyappa Society,location_Madhapur Ayyappa Society
+location_Madinaguda,location_Madinaguda
+location_Mahabubnagar,location_Mahabubnagar
+location_Mahendra Hills,location_Mahendra Hills
+location_Mahesh Nagar,location_Mahesh Nagar
+location_Maheshwaram,location_Maheshwaram
+location_Malakpet,location_Malakpet
+location_Malikdanguda,location_Malikdanguda
+location_Malkajgiri,location_Malkajgiri
+location_Malkapur,location_Malkapur
+location_Mallampet,location_Mallampet
+location_Mallapur,location_Mallapur
+location_Mallepally,location_Mallepally
+location_Manchirevula,location_Manchirevula
+location_Manikonda,location_Manikonda
+location_Mankhal,location_Mankhal
+location_Mansanpally,location_Mansanpally
+location_Mansanpally Highway,location_Mansanpally Highway
+location_Mansarpally,location_Mansarpally
+location_Masab Tank,location_Masab Tank
+location_Mazidpur,location_Mazidpur
+location_Medak Road,location_Medak Road
+location_Medchal,location_Medchal
+location_Medipally,location_Medipally
+location_Meerkhanpet,location_Meerkhanpet
+location_Meerpet,location_Meerpet
+location_Mettuguda,location_Mettuguda
+location_Mirkhanpet,location_Mirkhanpet
+location_Miyapur,location_Miyapur
+location_Miyapur HMT Swarnapuri Colony,location_Miyapur HMT Swarnapuri Colony
+location_Mokila,location_Mokila
+location_Mominpet,location_Mominpet
+location_Moosapet,location_Moosapet
+location_Moti Nagar,location_Moti Nagar
+location_Moula Ali,location_Moula Ali
+location_Mucherla,location_Mucherla
+location_Muthangi,location_Muthangi
+location_NEW MALAKPET,location_NEW MALAKPET
+location_NH765,location_NH765
+location_Nacharam,location_Nacharam
+location_Nagaram,location_Nagaram
+location_Nagarguda,location_Nagarguda
+location_Nagarjuna Sagar Road,location_Nagarjuna Sagar Road
+location_Nagole,location_Nagole
+location_Nallagandla Gachibowli,location_Nallagandla Gachibowli
+location_Nallagandla Road,location_Nallagandla Road
+location_Nallakunta,location_Nallakunta
+location_Nanakramguda,location_Nanakramguda
+location_Nandigam,location_Nandigam
+location_Nandigama,location_Nandigama
+location_Nandikandi,location_Nandikandi
+location_Nandiwanaparthy,location_Nandiwanaparthy
+location_Narayan Kher,location_Narayan Kher
+location_Narayanguda,location_Narayanguda
+location_Narepally,location_Narepally
+location_Narsingi,location_Narsingi
+location_Neknampur,location_Neknampur
+location_Nizampet,location_Nizampet
+location_Old Bowenpally,location_Old Bowenpally
+location_Osman Nagar,location_Osman Nagar
+location_Padmarao Nagar,location_Padmarao Nagar
+location_Panchavati Colony,location_Panchavati Colony
+location_Panjagutta,location_Panjagutta
+location_Patancheru,location_Patancheru
+location_Pati,location_Pati
+location_Patighanpur,location_Patighanpur
+location_Pedda Amberpet,location_Pedda Amberpet
+location_Peddapur,location_Peddapur
+location_Peerzadiguda,location_Peerzadiguda
+location_Pocharam,location_Pocharam
+location_Pocharam Near Muthangi,location_Pocharam Near Muthangi
+location_Polepalle,location_Polepalle
+location_Pragathi Nagar,location_Pragathi Nagar
+location_Pragathi Nagar Kukatpally,location_Pragathi Nagar Kukatpally
+location_Puppalaguda,location_Puppalaguda
+location_Quthbullapur,location_Quthbullapur
+location_RBI Colony,location_RBI Colony
+location_Rachloor,location_Rachloor
+location_Raghavendra Colony,location_Raghavendra Colony
+location_Rai Durg,location_Rai Durg
+location_Raipalle,location_Raipalle
+location_Rajeev Nagar,location_Rajeev Nagar
+location_Rajendra Nagar,location_Rajendra Nagar
+location_Ramachandra Puram,location_Ramachandra Puram
+location_Ramachandrapuram,location_Ramachandrapuram
+location_Ramalingeswara Colony,location_Ramalingeswara Colony
+location_Ramanthapur,location_Ramanthapur
+location_Rameshwaram Banda,location_Rameshwaram Banda
+location_Ramnagar Hyderabad,location_Ramnagar Hyderabad
+location_Ramoji Film city,location_Ramoji Film city
+location_Rampally,location_Rampally
+location_Ranga Reddy,location_Ranga Reddy
+location_Rani Gunj,location_Rani Gunj
+location_Rasoolpura,location_Rasoolpura
+location_Ravalkole,location_Ravalkole
+location_Rayagiri Rural,location_Rayagiri Rural
+location_Rudraram,location_Rudraram
+location_SBH Colony,location_SBH Colony
+location_SBI Executive Enclave,location_SBI Executive Enclave
+location_Sadashivpet,location_Sadashivpet
+location_Sadasivpet,location_Sadasivpet
+location_Sai Krupa Colony,location_Sai Krupa Colony
+location_Saidabad,location_Saidabad
+location_Saidabad Colony Road,location_Saidabad Colony Road
+location_Sainikpuri,location_Sainikpuri
+location_Saleem Nagar,location_Saleem Nagar
+location_Sanath Nagar,location_Sanath Nagar
+location_Sangareddy,location_Sangareddy
+location_Saroor Nagar,location_Saroor Nagar
+location_Sarvasukhi Colony,location_Sarvasukhi Colony
+location_Serilingampally,location_Serilingampally
+location_Shadnagar,location_Shadnagar
+location_Shaikpet,location_Shaikpet
+location_Shamirpet,location_Shamirpet
+location_Shamshabad,location_Shamshabad
+location_Shamshabad Road,location_Shamshabad Road
+location_Shankarpalli,location_Shankarpalli
+location_Shankarpally Road,location_Shankarpally Road
+location_Shanti Nagar,location_Shanti Nagar
+location_Shastripuram Road,location_Shastripuram Road
+location_Sheriguda,location_Sheriguda
+location_Sita Meadows,location_Sita Meadows
+location_Sitaram Nagar,location_Sitaram Nagar
+location_Somajiguda,location_Somajiguda
+location_Sreenagar,location_Sreenagar
+location_Sri Nagar Colony,location_Sri Nagar Colony
+location_Sri Ramanapuram,location_Sri Ramanapuram
+location_Srinagar Colony Road,location_Srinagar Colony Road
+location_Srisailam Highway,location_Srisailam Highway
+location_Suchitra,location_Suchitra
+location_Sultanpur,location_Sultanpur
+location_Suraram,location_Suraram
+location_Suryapet,location_Suryapet
+location_Syed Ali Guda,location_Syed Ali Guda
+location_Taramatipet,location_Taramatipet
+location_Tarnaka,location_Tarnaka
+location_Teachers Colony,location_Teachers Colony
+location_Tellapur,location_Tellapur
+location_Thimmapur,location_Thimmapur
+location_Thummaloor,location_Thummaloor
+location_Tilak Nagar,location_Tilak Nagar
+location_Timarpur,location_Timarpur
+location_Toli Chowki,location_Toli Chowki
+location_Trimalgherry,location_Trimalgherry
+location_Triveninagar,location_Triveninagar
+location_Tukkuguda,location_Tukkuguda
+location_Turkayamjal,location_Turkayamjal
+location_Umdanagar,location_Umdanagar
+location_Uppal,location_Uppal
+location_Uppal Kalan,location_Uppal Kalan
+location_Upperpally,location_Upperpally
+location_Vanasthalipuram,location_Vanasthalipuram
+location_Vasanth Nagar Colony,location_Vasanth Nagar Colony
+location_Velimela,location_Velimela
+location_Velmala,location_Velmala
+location_Venkatraya Nagar,location_Venkatraya Nagar
+location_Vignanapuri Teachers Colony,location_Vignanapuri Teachers Colony
+location_Wangapalli,location_Wangapalli
+location_Warangal Highway Aler,location_Warangal Highway Aler
+location_Warangal highway,location_Warangal highway
+location_West Marredpally,location_West Marredpally
+location_Whitefield,location_Whitefield
+location_Yacharam,location_Yacharam
+location_Yacharam Mandal,location_Yacharam Mandal
+location_Yadadri Colony Road,location_Yadadri Colony Road
+location_Yadagirigutta,location_Yadagirigutta
+location_Yapral,location_Yapral
+location_Yousufguda,location_Yousufguda
+location_Zaheerabad,location_Zaheerabad
+location_financial District,location_financial District
+location_muthangi,location_muthangi
+location_raidurgam,location_raidurgam

model.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 11859
+oid sha256:56aa0c2e654c814118ea8e0466eef0df537d4cc2c8207392cdb1ef98acd52f91
+size 20047201