diff --git a/astro-ner/v1/find-astro.py b/astro-ner/v1/find-astro.py
index f63c249..9238281 100755
--- a/astro-ner/v1/find-astro.py
+++ b/astro-ner/v1/find-astro.py
@@ -1,22 +1,26 @@
+#!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
 import sys
 import json
 from flair.models import SequenceTagger
 from flair.data import Sentence
-from unidecode import unidecode  
+from unidecode import unidecode
 import logging
 
-logging.getLogger('flair').handlers[0].stream = sys.stderr
+logging.getLogger("flair").handlers[0].stream = sys.stderr
+
 
 def data_normalization(sentence):
     cpy_sentence = sentence.lower()
     return cpy_sentence
-tagger = SequenceTagger.load("model.pt")
+
+
+tagger = SequenceTagger.load("v1/model.pt")
 
 for line in sys.stdin:
     data = json.loads(line)
-    text=data['value']
+    text = data["value"]
     PL = []
     TNQ = []
     SNAT = []
@@ -35,17 +39,51 @@
     SR = []
     sent = data_normalization(text)
     sentS = sent.split(".")
-    sentences = [Sentence(sentS[i]+".") for i in range(len(sentS))]
+    sentences = [Sentence(sentS[i] + ".") for i in range(len(sentS))]
     tagger.predict(sentences)
-    label_lists = {"PL": PL,"TNQ": TNQ,"SNAT": SNAT,"OA": OA,"SSO": SSO,"EB": EB,"ET": ET,"NRA": NRA,"CST": CST,"GAL": GAL,"AST": AST,"ST": ST,"AS": AS,"SN": SN,"XPL": XPL,"SR": SR}
+    label_lists = {
+        "PL": PL,
+        "TNQ": TNQ,
+        "SNAT": SNAT,
+        "OA": OA,
+        "SSO": SSO,
+        "EB": EB,
+        "ET": ET,
+        "NRA": NRA,
+        "CST": CST,
+        "GAL": GAL,
+        "AST": AST,
+        "ST": ST,
+        "AS": AS,
+        "SN": SN,
+        "XPL": XPL,
+        "SR": SR,
+    }
     for sentence in sentences:
-        for entity in sentence.get_spans('ner'):
+        for entity in sentence.get_spans("ner"):
             label_value = entity.labels[0].value
             if entity.text not in label_lists.get(label_value, []):
-                label_lists[label_value].append(entity.text)            
-        
-    returnDic = {unidecode('Planète'):PL,unidecode('Trou noirs, quasars et apparentés'):TNQ,'Satellite naturel':SNAT,'Objets artificiels':OA,unidecode('Système solaire') :SSO,unidecode('Étoiles binaires (et pulsars)'):EB,unidecode('Étoiles'):ET,unidecode('Nébuleuse et région apparentés'):NRA,'Constellations':CST,'Galaxies et amas de galaxie':GAL,unidecode('Astèroïdes'):AST,unidecode('Satue hypotétique'):ST,'amas stellaires':AS,'supernovas':SN,unidecode('exoplanètes'):XPL,'sursaut radio, source radio, autres sursauts':SR}
+                label_lists[label_value].append(entity.text)
+
+    returnDic = {
+        unidecode("Planète"): PL,
+        unidecode("Trou noirs, quasars et apparentés"): TNQ,
+        "Satellite naturel": SNAT,
+        "Objets artificiels": OA,
+        unidecode("Système solaire"): SSO,
+        unidecode("Étoiles binaires (et pulsars)"): EB,
+        unidecode("Étoiles"): ET,
+        unidecode("Nébuleuse et région apparentés"): NRA,
+        "Constellations": CST,
+        "Galaxies et amas de galaxie": GAL,
+        unidecode("Astèroïdes"): AST,
+        unidecode("Satue hypotétique"): ST,
+        "amas stellaires": AS,
+        "supernovas": SN,
+        unidecode("exoplanètes"): XPL,
+        "sursaut radio, source radio, autres sursauts": SR,
+    }
     # ajouter unidecode
-    data['value'] = {id:value for id, value in returnDic.items() if value != []}
+    data["value"] = {id: value for id, value in returnDic.items() if value != []}
     sys.stdout.write(json.dumps(data))
-    sys.stdout.write('\n')                        
\ No newline at end of file
+    sys.stdout.write("\n")