diff --git a/paper.md b/paper.md
index b723d20890c1638fc050e183736df8f34778f6fd..4bbe2e7d86fad265f271344ca94b8d4b5bea822c 100644
--- a/paper.md
+++ b/paper.md
@@ -119,6 +119,7 @@ Figure 3 exposes the cartographic interface of Predihood, used mostly by people
 Our approach Predihood has been presented during the DATA conference [@barretpredicting].
 Results vary from 30% to 65% depending on the environment variable, but proposing new algorithms can help to improve these results.
 
+The project is available here: [https://gitlab.liris.cnrs.fr/fduchate/predihood](https://gitlab.liris.cnrs.fr/fduchate/predihood).
 
 # Acknowledgements
 
diff --git a/predihood/main.py b/predihood/main.py
index 7b24e0ed1b8c998732fa68c46d29bab029ceafc5..8a267c3d62a19e204a5c02a856804d5462780421 100644
--- a/predihood/main.py
+++ b/predihood/main.py
@@ -247,7 +247,6 @@ def get_environment_values():
     return json.dumps(variables_with_values)  # {"result": variables_with_values}
 
 
-
 @app.route('/add_iris_to_csv', methods=["GET"])
 def add_iris_to_csv():
     """
diff --git a/predihood/static/css/styles.css b/predihood/static/css/styles.css
index 02f6de538a1e22ed1e6a164d539b1f2a0d0374a8..2dd2154dc0fff1e20cfbf5d25b752647b354abac 100644
--- a/predihood/static/css/styles.css
+++ b/predihood/static/css/styles.css
@@ -112,4 +112,8 @@ h3 {
 
 .wrapperTable {
     margin-top: 2rem;
+}
+
+body.busy-cursor {
+  cursor: wait !important;
 }
\ No newline at end of file
diff --git a/predihood/static/js/algorithms.js b/predihood/static/js/algorithms.js
index 2dc9343daf89c89b17c4432e7c15b592bc47d614..ffdb33b9dc803c6464cd0bfeec691bfc71a10b6c 100644
--- a/predihood/static/js/algorithms.js
+++ b/predihood/static/js/algorithms.js
@@ -57,7 +57,8 @@ $("#testPercentage")
 
 // run the classifier with specified parameters and display results in the results section.
 $("#runBtn").click("on", function () {
-    $("body").css("cursor", "progress");
+    // $("body").css("cursor", "progress");
+    document.body.classList.add('busy-cursor');
     $(".wrapperTable input[type='checkbox']:not(:checked)").each(function () {
         $(this).parent().parent().empty(); // remove tables that are not checked in the interface
     });
@@ -193,12 +194,14 @@ $("#runBtn").click("on", function () {
 
             // append all to HTML
             $("#resultsDiv").append(containing_table);
-            $("body").css("cursor", "default");
+            // $("body").css("cursor", "default");
+            document.body.classList.remove('busy-cursor');
         },
         error: function (result, textStatus, errorThrown) {
             console.log(errorThrown);
             alert("something went wrong while training. Please check your parameters<br>" + textStatus);
-            $("body").css("cursor", "default");
+            // $("body").css("cursor", "default");
+            document.body.classList.remove('busy-cursor');
         }
     });
 
diff --git a/predihood/static/js/carto.js b/predihood/static/js/carto.js
index c14e74330df757d3387c3f9c7f51ce0fe51016da..c8828021d391d0f20f5a79a98901ef72924b3f53 100644
--- a/predihood/static/js/carto.js
+++ b/predihood/static/js/carto.js
@@ -105,52 +105,53 @@ function displayPopup(e) {
     }
 
 
-    if($("#assessmentMode").is(":checked")) {
-        // alert("assessment mode");
-
-        for(let env in environment_variables) {
-            let env_values = environment_variables[env]
-            let div_container = $("<div>").prop("id", "assessment"+env)
-            let list_values = $("<select>");
-            for(let value in env_values) { console.log(value); list_values.append($("<option>").prop("value", env_values[value]).text(env_values[value])) }
-            div_container.append(env).append(list_values)
-            divInformation.append(div_container)
-        }
-
-        let to_csv_button = $("<button>").prop("id", "addAssessmentButton");
-        if(preferred_language_carto === "french") {
-            to_csv_button.text("Ajouter au jeu de données");
-        } else {
-            to_csv_button.text("Add to dataset");
-        }
-
-        let messageTooltip = divInformation[0].outerHTML + to_csv_button[0].outerHTML;
-        layer.bindPopup(messageTooltip)
-        layer.bringToFront();
-        layer.openPopup();
-
-        $("#addAssessmentButton").on("click", function() {
-            let data_param = {}
-            for(let env in environment_variables) {
-                data_param[env] = $("#assessment"+env)[0].children[0].value
-            }
-            data_param["code_iris"] = code_iris
-            console.log(data_param)
-            $.ajax({
-                type: "GET",
-                url: "/add_iris_to_csv",
-                data: data_param,
-                "async": false,
-                contentType: 'application/json;charset=UTF-8',
-                success: function(result) {
-                    alert(result)
-                },
-                error: function(result, textStatus, errorThrown) {
-                    console.log(errorThrown);
-                }
-            });
-        });
-    } else {
+    // if($("#assessmentMode").is(":checked")) {
+    //     // alert("assessment mode");
+    //
+    //     for(let env in environment_variables) {
+    //         let env_values = environment_variables[env]
+    //         let div_container = $("<div>").prop("id", "assessment"+env)
+    //         let list_values = $("<select>");
+    //         for(let value in env_values) { console.log(value); list_values.append($("<option>").prop("value", env_values[value]).text(env_values[value])) }
+    //         div_container.append(env).append(list_values)
+    //         divInformation.append(div_container)
+    //     }
+    //
+    //     let to_csv_button = $("<button>").prop("id", "addAssessmentButton");
+    //     if(preferred_language_carto === "french") {
+    //         to_csv_button.text("Ajouter au jeu de données");
+    //     } else {
+    //         to_csv_button.text("Add to dataset");
+    //     }
+    //
+    //     let messageTooltip = divInformation[0].outerHTML + to_csv_button[0].outerHTML;
+    //     layer.bindPopup(messageTooltip)
+    //     layer.bringToFront();
+    //     layer.openPopup();
+    //
+    //     $("#addAssessmentButton").on("click", function() {
+    //         let data_param = {}
+    //         for(let env in environment_variables) {
+    //             data_param[env] = $("#assessment"+env)[0].children[0].value
+    //         }
+    //         data_param["code_iris"] = code_iris
+    //         console.log(data_param)
+    //         $.ajax({
+    //             type: "GET",
+    //             url: "/add_iris_to_csv",
+    //             data: data_param,
+    //             "async": false,
+    //             contentType: 'application/json;charset=UTF-8',
+    //             success: function(result) {
+    //                 alert(result)
+    //             },
+    //             error: function(result, textStatus, errorThrown) {
+    //                 console.log(errorThrown);
+    //             }
+    //         });
+    //     });
+    // }
+    // else {
         if (selected_algorithm !== "undefined" && selected_algorithm !== undefined) {
             predictions = predict(code_iris, selected_algorithm)
             console.log(predictions)
@@ -179,7 +180,7 @@ function displayPopup(e) {
 
         $("#selectAlgorithmTooltip").val(previously_selected_algorithm); // must be after binding the popup to be effective
         $("#selectAlgorithmTooltip").on("click", function() { displayPopup(e)}) // update popup (env variables) when click on an algorithm
-    }
+    // }
 }
 
 /**
diff --git a/predihood/templates/form.html b/predihood/templates/form.html
index 2538de17910a191a26661198c2fd54d7e8bcb306..828650ca152baa7958ea828b39c7215061c8d952 100644
--- a/predihood/templates/form.html
+++ b/predihood/templates/form.html
@@ -55,13 +55,13 @@
   <br>
 
 </div>
-    <div>
-        {% if language == "french" %}
-            Expertise manuelle: <input type="checkbox" id="assessmentMode"/>
-        {% else %}
-            Manual assessment: <input type="checkbox" id="assessmentMode"/>
-        {% endif %}
-  </div>
+{#<div>#}
+{#    {% if language == "french" %}#}
+{#        Expertise manuelle: <input type="checkbox" id="assessmentMode"/>#}
+{#    {% else %}#}
+{#        Manual assessment: <input type="checkbox" id="assessmentMode"/>#}
+{#    {% endif %}#}
+{#</div>#}
 
 <div class="input-group mb-3">
     <button class="btn" type="button" id="boutonEffacer">