diff --git a/validata_ui/templates/validation_macros.html b/validata_ui/templates/validation_macros.html
index 714ea396eb08e9b472503c6ee5b1bdbb4e47a301..97e78bd86106d14ee40de84c086678536750ffff 100644
--- a/validata_ui/templates/validation_macros.html
+++ b/validata_ui/templates/validation_macros.html
@@ -70,10 +70,10 @@
 {% macro error_statistics(report) %}
 
 {% set structure_errors = report.table['error-stats']['structure-errors'] %}
-{% if structure_errors['nb'] != 0 %}
-Erreur(s) de structure ({{ structure_errors['nb'] }}) :
+{% if structure_errors['count'] != 0 %}
+Erreur(s) de structure ({{ structure_errors['count'] }}) :
 <ul>
-    {% for elt in structure_errors['distribution'] %}
+    {% for elt in structure_errors['count-by-code'] %}
     <li>{{ elt[0] }} : {{ elt[1] }}</li>
     {% endfor %}
 </ul>
@@ -81,10 +81,10 @@ Erreur(s) de structure ({{ structure_errors['nb'] }}) :
 
 {% if report.table.do_display_body_errors %}
 {% set value_errors = report.table['error-stats']['value-errors'] %}
-{% if value_errors['nb'] != 0 %}
-Erreur(s) de contenu ({{ value_errors['nb'] }}) :
+{% if value_errors['count'] != 0 %}
+Erreur(s) de contenu ({{ value_errors['count'] }}) :
 <ul>
-    {% for elt in value_errors['distribution'] %}
+    {% for elt in value_errors['count-by-code'] %}
     <li>{{ elt[0] }} : {{ elt[1] }}</li>
     {% endfor %}
 </ul>
diff --git a/validata_ui/templates/validation_report.html b/validata_ui/templates/validation_report.html
index bc27586bfdc9bbe7718af56d868f10bf41023349..843cbdc9ba5cf4f560afb40b49a2d2e2f832c73e 100644
--- a/validata_ui/templates/validation_report.html
+++ b/validata_ui/templates/validation_report.html
@@ -94,7 +94,7 @@
 
     <h2>La table est invalide</h2>
 
-    <p class="text">{{ report.table['error-stats']['total'] }} erreur(s) détectée(s).</p>
+    <p class="text">{{ report.table['error-stats']['count'] }} erreur(s) détectée(s).</p>
 
     {{ macros.error_statistics(report) }}
 
diff --git a/validata_ui/views.py b/validata_ui/views.py
index 530e5e2667974a2134c3917bafd7e2af778b2783..478eb5b412eb8cd3e5e5598adc454d299e84d364 100644
--- a/validata_ui/views.py
+++ b/validata_ui/views.py
@@ -8,6 +8,7 @@ import subprocess
 import time
 from datetime import datetime
 from io import BytesIO
+from operator import itemgetter
 from pathlib import Path
 from urllib.parse import quote_plus
 
@@ -15,7 +16,7 @@ from commonmark import commonmark
 from flask import make_response, redirect, render_template, request, url_for
 
 import tabulator
-from validata_core import csv_helpers
+from validata_core import csv_helpers, messages
 from validata_core.loaders import custom_loaders
 from validata_ui import app
 from validata_ui.ui_util import flash_error, flash_warning
@@ -133,7 +134,7 @@ def create_validata_report(goodtables_report, schema):
     # Then group them in 2 groups : structure and body
     report['table']['errors'] = {'structure': [], 'body': []}
     for err in errors:
-        if err['context'] != 'body':
+        if err['tag'] == 'structure':
             report['table']['errors']['structure'].append(err)
         else:
             report['table']['errors']['body'].append(err)
@@ -164,6 +165,15 @@ def create_validata_report(goodtables_report, schema):
             rows[-1]['errors']['row'] = err
     report['table']['errors']['body_by_rows'] = rows
 
+    # Sort by error names in statistics
+    stats = report['table']['error-stats']
+    code_title_map = messages.ERROR_MESSAGE_DEFAULT_TITLE
+    for key in ('structure-errors', 'value-errors'):
+        # convert dict into tuples with french title instead of error code
+        # and sorts by title
+        stats[key]['count-by-code'] = sorted([(code_title_map.get(k, k), v) for k, v in stats[key]['count-by-code'].items()],
+                                             key=itemgetter(0))
+
     return report