B `œoa´ã @sÐddlZddlZddlZddlZddlZddlmZddlZddlZ ddl m Z ddl m Z ddlmZmZmZmZmZe e ¡¡e d¡ZdZe e¡ZedZed Zed Zed Zed Zed Ze eeeƒ  e¡Z!e! "e¡e! #¡e  $d¡Z%e%d &dd„¡e%d<e  $d¡Z'e'd &dd„¡e'd<e  $d¡Z(e( )dd„¡Z(e*ddƒZ+e e+¡Z,WdQRXe*ddƒZ-e e-¡Z.WdQRXe/ƒZ0ee1ƒZ2dd„Z3e2 4d¡dd„ƒZ5e2j4ddd gd!d"d#„ƒZ6dS)$éN)Údatetime)Ú NeuralNet)Ú bag_of_words)ÚFlaskÚrender_templateÚurl_forÚrequestÚjsonifyZcpuzmodels/data.pthÚ input_sizeÚ hidden_sizeÚ output_sizeÚ all_wordsÚtagsÚ model_statezdata/symptom_Description.csvÚDiseasecCs| ¡ d¡S)Nú )ÚlowerÚstrip)Úx©rúSE:\My Github\1. Github downloads\MedicalChatbot-master\MedicalChatbot-master\app.pyÚ órzdata/symptom_precaution.csvcCs| ¡ d¡S)Nr)rr)rrrrr#rzdata/Symptom-severity.csvcCs&t|ƒtkr"| ¡ d¡ dd¡S|S)NrÚ)ÚtypeÚstrrrÚreplace)Úsrrrr&rzdata/list_of_symptoms.pickleÚrbzmodels/fitted_model.picklecCs„t |¡}t|tƒ}| d|jd¡}t |¡}t|ƒ}tj |dd\}}t |  ¡}tj |dd}|d|  ¡}|  ¡}||fS)Nér)Údim) ÚnltkZ word_tokenizerr ÚreshapeÚshapeÚtorchZ from_numpyÚ nlp_modelÚmaxrÚitemZsoftmax)ÚsentenceÚXÚoutputÚ_Z predictedÚtagZprobsÚprobrrrÚ get_symptom3s    r.ú/cCsdg}t ¡tddƒ}| ¡}x.|D]&}| | dd¡ dd¡ dd¡¡q$Wt |¡}td|d S) Nz#static/assets/files/ds_symptoms.txtÚrú'rr+rz, z index.html)Údata) Ú user_symptomsÚclearÚopenÚ readlinesÚappendrÚjsonÚdumpsr)r2ÚfileZ all_symptomsrrrrÚindexCs  & r;z/symptomÚGETÚPOST)Úmethodsc Cs2tdtjƒtjd}| dd¡ dd¡ ¡ ¡dkrÊtsPt ddd g¡}q"g}x*t D]"}|tkrr|  d ¡qZ|  d ¡qZWt   |¡}t  | d d ¡¡d }t|ƒtjtd | d¡ ¡kdfjd }ttd | d¡ ¡k}d|jjd d|jjd d|jjd d|jjd }d|d|dd|d}g}xBtD]:}|  tjtd| ¡ d¡ dd¡kdfjd ¡qRWt  |¡dks°t  |¡dkr¸|d}t ¡| ¡nXt|ƒ\} } td| d| ƒ| dkrd| d d!›d"| d}t | ¡nd#}td$tƒt| d%d¡ƒS)&Nz Request json:r(Ú.rú!ÚdonezII can't know what disease you may have if you don't enter any symptoms :)z8Meddy can't know the disease if there are no symptoms...z&You first have to enter some symptoms!rréÿÿÿÿrrZ Descriptionz Precautions: z, zIt looks to me like you have z.

Description: zz

zZSymptomÚweightéézs

Considering your symptoms are severe, and Meddy isn't a real doctor, you should consider talking to one. :)zSymptom:z, prob:gà?z Hmm, I'm édz.2fz% sure this is z&I'm sorry, but I don't understand you.zUser symptoms:r+)Úprintrr8rrrr3ÚrandomÚchoiceÚ symptoms_listr7ÚnpZasarrayÚprediction_modelZpredictr"Údiseases_descriptionÚlocZilocÚdisease_precautionZ Precaution_1Z Precaution_2Z Precaution_3Z Precaution_4Úsymptom_severityZmeanr&r4r.Úaddr ) r(Zresponse_sentenceZx_testZeachZdiseaseÚ descriptionZ precautionZ precautionsZseverityZsymptomr-rrrÚpredict_symptomPsF  "    &@  :      rS)7r8r$r!ÚpicklerHrZnumpyrKZpandasÚpdZnnetrZ nltk_utilsrÚflaskrrrrr ÚseedÚnowZdeviceZFILEÚloadZ model_datar r r r rrÚtor%Zload_state_dictÚevalZread_csvrMZapplyrOrPZapplymapr5Z data_filerJZ modelFilerLÚsetr3Ú__name__Úappr.Úrouter;rSrrrrÚsL