diff --git a/documentation/imgs/LSTM_arch.png b/documentation/imgs/LSTM_arch.png
index 79ccd79a1e8c2cce83fadd95d52a82f17c1bd691..76768fefd22f3756fae7a7abcbd7eab87e406e63 100644
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diff --git a/documentation/imgs/first_approach.png b/documentation/imgs/first_approach.png
index 4b83d1184fc92e154510c934ecea41b4e80455ce..297c1a5025d993acfae6e501d88acac24dfc7e59 100644
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diff --git a/documentation/imgs/second_approach.png b/documentation/imgs/second_approach.png
index bdff5964c3796980e518eb0f9aa724bd836e0ca6..e5e693fbaf11113de2673b366d4bf603047239c2 100644
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diff --git a/documentation/imgs/third_approach.png b/documentation/imgs/third_approach.png
index ea8e6aaa02e19084a61e346ebacff25139cc63cb..d96596ad9ee35b8ada81b0a68535e593ed8e1a0e 100644
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diff --git a/lib/geocoder.py b/lib/geocoder.py
index d0c44b13de7cd53b1812d59e135daa130b8a5272..2ea2e250683a9cdb005dc127b688ff43f334c347 100644
--- a/lib/geocoder.py
+++ b/lib/geocoder.py
@@ -3,6 +3,7 @@ import os
 
 # DATA LIB
 import numpy as np
+import pandas as pd
 
 # DL LIB
 import tensorflow as tf
@@ -82,7 +83,7 @@ def heuritic_mean(geocoder,data):
     toponyms = data.text.unique()
     input_ = np.asarray([[t1,t2] for t2 in toponyms for t1 in toponyms if t2 != t1])
     res_geocode = pd.DataFrame(input_,columns="t tc".split())
-    lons,lats = geocoder.get_coords(input_[:,0],input_[:,1])
+    lons,lats = geocoder.wgs_coord(*geocoder.get_coords(input_[:,0],input_[:,1]))
     res_geocode["lon"] = lons
     res_geocode["lat"] = lats
     results = {}
@@ -97,7 +98,7 @@ class TextGeocoder():
         self.geocoder_model = geocoder_model
         self.ner_name = ner_name
         self.ner_model = None
-        if self.ner == "stanza":
+        if self.ner_name == "stanza":
             self.ner_model = stanza.Pipeline(lang)
         else:
             self.ner_model = spacy.load(lang)
@@ -114,5 +115,7 @@ class TextGeocoder():
 
     def geocode(self,entities):
         df = pd.DataFrame(entities)
-        results = self.heuristic_func(self.geocoder_model,df)
-        return results
+        heuristic_results = self.heuristic_func(self.geocoder_model,df)
+        for e in range(len(entities)):
+            entities[e]["coord"] = heuristic_results[entities[e]["text"]]
+        return entities
diff --git a/server.py b/server.py
index 0b59ac9ec89bd56a499887db8d8c010934148f1b..7b7cb4cf6ed7a532fa300275877061fb9ceb38f2 100644
--- a/server.py
+++ b/server.py
@@ -1,7 +1,7 @@
 from flask import Flask, escape, request, render_template
-from lib.geocoder import Geocoder
+#from lib.geocoder import Geocoder
 
-geocoder = Geocoder("./outputs/GB_MODEL_2/GB.txt_100_4_100__A_I_C.h5","./outputs/GB_MODEL_2/GB.txt_100_4_100__A_I_C_index")
+geocoder = None#Geocoder("./outputs/GB_MODEL_2/GB.txt_100_4_100__A_I_C.h5","./outputs/GB_MODEL_2/GB.txt_100_4_100__A_I_C_index")
 app = Flask(__name__)
 
 @app.route('/')
@@ -17,4 +17,8 @@ def home():
 
 @app.route('/text')
 def text():
-    return render_template("text.html",title="Text Geocoder")
\ No newline at end of file
+    return render_template("text.html",title="Text Geocoder")
+
+@app.route('/geocode')
+def geocode():
+    pass
\ No newline at end of file
diff --git a/templates/text.html b/templates/text.html
index 53aff30259b13535e617b7ba923c7f384e29dc19..0109f22edf40df052b1f6957612ffecca2cf2f65 100644
--- a/templates/text.html
+++ b/templates/text.html
@@ -1,16 +1,29 @@
-{% extends 'skeleton.html' %}
-
-{% block content %}
+{% extends 'skeleton.html' %} {% block content %}
 <!-- MAP RENDER -->
 <div id="mapid"></div>
 
 <!-- TOPONYM FORM -->
-<p>Lorem ipsum dolor sit, amet consectetur adipisicing elit. Laborum, modi natus ab repellendus ex explicabo, sunt fuga commodi porro ipsam deserunt facilis culpa aspernatur odio tenetur quibusdam perferendis ipsum cupiditate?</p>
-{% endblock %}
-
-{% block script %}
+<div class="container">
+    <p>
+
+    </p>
+    <form action="">
+        <div class="form-group">
+            <label for="exampleFormControlTextarea1">Your text</label>
+            <textarea class="form-control" id="exampleFormControlTextarea1" rows="3"></textarea>
+            <br>
+            <button class="btn btn-info" id="submit">Geocode</button>
+
+        </div>
+    </form>
+    <h5>Results :</h5>
+    <div class="col-lg-12" style="border:1px solid #666">
+        <p id="result_container"></p>
+    </div>
+</div>
+
+{% endblock %} {% block script %}
 <script>
-
     // Initialize the map
     // [50, -0.1] are the latitude and longitude
     // 4 is the zoom
@@ -22,11 +35,7 @@
     // Add a tile to the map = a background. Comes from OpenStreetmap
     L.tileLayer(
         'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {
-        attribution: 'Map data &copy; <a href="https://www.openstreetmap.org/">OpenStreetMap</a>',
-    }).addTo(mymap);
-
-    var marker = L.marker([{{lat}}, {{lon}}]).addTo(mymap);
-
-
+            attribution: 'Map data &copy; <a href="https://www.openstreetmap.org/">OpenStreetMap</a>',
+        }).addTo(mymap);
 </script>
 {% endblock %}
\ No newline at end of file