diff --git a/index/categories_nutriments_per_country.world.sto b/index/categories_nutriments_per_country.world.sto
deleted file mode 100644
index 51f6769488450..0000000000000
Binary files a/index/categories_nutriments_per_country.world.sto and /dev/null differ
diff --git a/lib/ProductOpener/Display.pm b/lib/ProductOpener/Display.pm
index ed59b036a3328..45fb908f11df0 100644
--- a/lib/ProductOpener/Display.pm
+++ b/lib/ProductOpener/Display.pm
@@ -8853,8 +8853,14 @@ sub data_to_display_nutriscore_and_nutrient_levels($) {
 			# Missing nutrition facts?
 			if (has_tag($product_ref,"misc","en:nutriscore-missing-nutrition-data")) {
 				push @nutriscore_warnings, lang("nutriscore_missing_nutrition_data");
-				$result_data_ref->{nutriscore_unknown_reason} = "missing_nutrition_data"; # Takes precedence if the category is also missing
-				$result_data_ref->{nutriscore_unknown_reason_short} = lang("nutriscore_missing_nutrition_data_short");
+				if (not has_tag($product_ref,"misc","en:nutriscore-missing-category")) {
+					$result_data_ref->{nutriscore_unknown_reason} = "missing_nutrition_data";
+					$result_data_ref->{nutriscore_unknown_reason_short} = lang("nutriscore_missing_nutrition_data_short");
+				}
+				else {
+					$result_data_ref->{nutriscore_unknown_reason} = "missing_category_and_nutrition_data";
+					$result_data_ref->{nutriscore_unknown_reason_short} = lang("nutriscore_missing_category_and_nutrition_data_short");					
+				}
 			}
 		}
 	}
diff --git a/lib/ProductOpener/Food.pm b/lib/ProductOpener/Food.pm
index 9f18e67a082cd..8cad2ba0893cc 100644
--- a/lib/ProductOpener/Food.pm
+++ b/lib/ProductOpener/Food.pm
@@ -1472,13 +1472,22 @@ my %fruits_vegetables_nuts_by_category = (
 my @fruits_vegetables_nuts_by_category_sorted = sort { $fruits_vegetables_nuts_by_category{$b} <=> $fruits_vegetables_nuts_by_category{$a} } keys %fruits_vegetables_nuts_by_category;
 
 
+=head2 compute_nutrition_score( $product_ref )
+
+Determines if we have enough data to compute the Nutri-Score (category + nutrition facts),
+and if the Nutri-Score is applicable to the product the category.
+
+Populates the data structure needed to commpute the Nutri-Score and computes it.
+
+=cut
+
 sub compute_nutrition_score($) {
 
 	my $product_ref = shift;
 
 	# Initialize values
 
-	delete $product_ref->{nutrition_score_debug};
+	$product_ref->{nutrition_score_debug} = '';
 	delete $product_ref->{nutriments}{"nutrition-score"};
 	delete $product_ref->{nutriments}{"nutrition-score_100g"};
 	delete $product_ref->{nutriments}{"nutrition-score_serving"};
@@ -1504,8 +1513,6 @@ sub compute_nutrition_score($) {
 	delete $product_ref->{nutriscore_data};
 	delete $product_ref->{nutriscore_points};
 
-	defined $product_ref->{misc_tags} or $product_ref->{misc_tags} = [];
-
 	$product_ref->{misc_tags} = ["en:nutriscore-not-computed"];
 
 	my $prepared = '';
@@ -1513,19 +1520,16 @@ sub compute_nutrition_score($) {
 	# do not compute a score when we don't have a category
 	if ((not defined $product_ref->{categories}) or ($product_ref->{categories} eq '')) {
 		$product_ref->{"nutrition_grades_tags"} = [ "unknown" ];
-		$product_ref->{nutrition_score_debug} = "no score when the product does not have a category";
+		$product_ref->{nutrition_score_debug} = "no score when the product does not have a category" . " - ";;
 		add_tag($product_ref,"misc","en:nutriscore-missing-category");
-		return;
 	}
 
 	if (not defined $product_ref->{nutrition_score_beverage}) {
 		$product_ref->{"nutrition_grades_tags"} = [ "unknown" ];
-		$product_ref->{nutrition_score_debug} = "did not determine if it was a beverage";
+		$product_ref->{nutrition_score_debug} = "did not determine if it was a beverage" . " - ";;
 		add_tag($product_ref,"misc","en:nutriscore-beverage-status-unknown");
-		return;
 	}
 
-
 	# do not compute a score for dehydrated products to be rehydrated (e.g. dried soups, powder milk)
 	# unless we have nutrition data for the prepared product
 	# same for en:chocolate-powders, en:dessert-mixes and en:flavoured-syrups
@@ -1535,16 +1539,15 @@ sub compute_nutrition_score($) {
 		if (has_tag($product_ref, "categories", $category_tag)) {
 
 			if ((defined $product_ref->{nutriments}{"energy_prepared_100g"})) {
-				$product_ref->{nutrition_score_debug} = "using prepared product data for category $category_tag";
+				$product_ref->{nutrition_score_debug} = "using prepared product data for category $category_tag" . " - ";;
 				$prepared = '_prepared';
-				last;
 			}
 			else {
 				$product_ref->{"nutrition_grades_tags"} = [ "unknown" ];
-				$product_ref->{nutrition_score_debug} = "no score for category $category_tag without data for prepared product";
+				$product_ref->{nutrition_score_debug} = "no score for category $category_tag without data for prepared product" . " - ";;
 				add_tag($product_ref,"misc","en:nutriscore-missing-prepared-nutrition-data");
-				return;
 			}
+			last;
 		}
 	}
 
@@ -1569,8 +1572,8 @@ sub compute_nutrition_score($) {
 				if (has_tag($product_ref, "categories", $category_id)) {
 					$product_ref->{"nutrition_grades_tags"} = [ "not-applicable" ];
 					add_tag($product_ref,"misc","en:nutriscore-not-applicable");
-					$product_ref->{nutrition_score_debug} = "no nutriscore for category $category_id";
-					return;
+					$product_ref->{nutrition_score_debug} = "no nutriscore for category $category_id" . " - ";;
+					last;
 				}
 			}
 		}
@@ -1589,14 +1592,10 @@ sub compute_nutrition_score($) {
 		foreach my $nid ("energy", "fat", "saturated-fat", "sugars", "sodium", "proteins") {
 			if (not defined $product_ref->{nutriments}{$nid . $prepared . "_100g"}) {
 				$product_ref->{"nutrition_grades_tags"} = [ "unknown" ];
-				push @{$product_ref->{misc_tags}}, "en:nutrition-not-enough-data-to-compute-nutrition-score";
-				if (not defined $product_ref->{nutriments}{"saturated-fat"  . $prepared . "_100g"}) {
-					push @{$product_ref->{misc_tags}}, "en:nutrition-no-saturated-fat";
-				}
-				$product_ref->{nutrition_score_debug} .= "missing " . $nid . $prepared;
+				add_tag($product_ref,"misc","en:nutrition-not-enough-data-to-compute-nutrition-score");
+				$product_ref->{nutrition_score_debug} .= "missing " . $nid . $prepared . " - ";
 				add_tag($product_ref,"misc","en:nutriscore-missing-nutrition-data");
 				add_tag($product_ref,"misc","en:nutriscore-missing-nutrition-data-$nid");
-				return;
 			}
 		}
 
@@ -1607,10 +1606,20 @@ sub compute_nutrition_score($) {
 			and (not defined $product_ref->{nutriments}{"fiber" . $prepared . "_modifier"})
 			and not (has_tag($product_ref, "categories", "en:sodas"))) {
 			$product_ref->{nutrition_score_warning_no_fiber} = 1;
-			push @{$product_ref->{misc_tags}}, "en:nutrition-no-fiber";
+			add_tag($product_ref,"misc","en:nutrition-no-fiber");
 		}
 	}
 
+	# Remove ending -
+	$product_ref->{nutrition_score_debug} =~ s/ - $//;
+
+	# If the Nutri-Score is unknown or not applicable, exit the function
+	if ((defined $product_ref->{"nutrition_grades_tags"})
+		and (($product_ref->{"nutrition_grades_tags"}[0] eq "unknown")
+			or ($product_ref->{"nutrition_grades_tags"}[0] eq "not-applicable"))) {
+		return;
+	}
+
 	if ($prepared ne '') {
 		push @{$product_ref->{misc_tags}}, "en:nutrition-grade-computed-for-prepared-product";
 	}
diff --git a/lib/ProductOpener/KnowledgePanels.pm b/lib/ProductOpener/KnowledgePanels.pm
index b33dcfc6d3322..ea2e9d98b1f08 100644
--- a/lib/ProductOpener/KnowledgePanels.pm
+++ b/lib/ProductOpener/KnowledgePanels.pm
@@ -522,18 +522,20 @@ sub create_ecoscore_panel($$$) {
 
         # Create an extra panel for products that have extended ecoscore data from the impact estimator
 
-        if (defined $product_ref->{ecoscore_extended_data}) {
+        # 2022/05/06: disabled as we currently have few products with reliable extended ecoscore data
 
-            extract_data_from_impact_estimator_best_recipe($product_ref, $panel_data_ref);
+        # if (defined $product_ref->{ecoscore_extended_data}) {
 
-            compare_impact_estimator_data_to_category_average($product_ref, $panel_data_ref, $target_cc);
+        #     extract_data_from_impact_estimator_best_recipe($product_ref, $panel_data_ref);
 
-            # Display a panel only if we can compare the product extended impact
-            if (defined $panel_data_ref->{ecoscore_extended_data_for_category}) {
-                create_panel_from_json_template("ecoscore_extended", "api/knowledge-panels/environment/ecoscore/ecoscore_extended.tt.json",
-                    $panel_data_ref, $product_ref, $target_lc, $target_cc);
-            }
-        }
+        #     compare_impact_estimator_data_to_category_average($product_ref, $panel_data_ref, $target_cc);
+
+        #     # Display a panel only if we can compare the product extended impact
+        #     if (defined $panel_data_ref->{ecoscore_extended_data_for_category}) {
+        #         create_panel_from_json_template("ecoscore_extended", "api/knowledge-panels/environment/ecoscore/ecoscore_extended.tt.json",
+        #             $panel_data_ref, $product_ref, $target_lc, $target_cc);
+        #     }
+        # }
 
         create_panel_from_json_template("carbon_footprint", "api/knowledge-panels/environment/carbon_footprint.tt.json",
             $panel_data_ref, $product_ref, $target_lc, $target_cc);            
@@ -784,17 +786,11 @@ sub create_nutriscore_panel($$$) {
 	
     my $panel_data_ref = data_to_display_nutriscore_and_nutrient_levels($product_ref);
 
-    # Do not display the Nutri-Score panel if it is not applicable
-    if ((not $panel_data_ref->{do_not_display})
-        and (not $panel_data_ref->{nutriscore_grade} eq "not-applicable")) {
-
-        $panel_data_ref->{title} = lang_in_other_lc($target_lc, "attribute_nutriscore_" . $panel_data_ref->{nutriscore_grade} . "_description_short");
+    $panel_data_ref->{title} = lang_in_other_lc($target_lc, "attribute_nutriscore_" . $panel_data_ref->{nutriscore_grade} . "_description_short");
 
-        # Nutri-Score panel: score + details
-        create_panel_from_json_template("nutriscore", "api/knowledge-panels/health/nutriscore/nutriscore.tt.json",
-            $panel_data_ref, $product_ref, $target_lc, $target_cc);
-
-    }
+    # Nutri-Score panel: score + details
+    create_panel_from_json_template("nutriscore", "api/knowledge-panels/health/nutriscore/nutriscore.tt.json",
+        $panel_data_ref, $product_ref, $target_lc, $target_cc);
 }
 
 
diff --git a/lib/ProductOpener/Tags.pm b/lib/ProductOpener/Tags.pm
index 06f14a47db61d..9be4afcb6caa4 100644
--- a/lib/ProductOpener/Tags.pm
+++ b/lib/ProductOpener/Tags.pm
@@ -356,6 +356,7 @@ sub is_a($$$) {
 }
 
 
+
 sub add_tag($$$) {
 
 	my $product_ref = shift;
@@ -365,14 +366,14 @@ sub add_tag($$$) {
 	(defined $product_ref->{$tagtype . "_tags"})  or $product_ref->{$tagtype . "_tags"} = [];
 	foreach my $existing_tagid (@{$product_ref->{$tagtype . "_tags"}}) {
 		if ($tagid eq $existing_tagid) {
-			return;
+			return 0;
 		}
 	}
 	push @{$product_ref->{$tagtype . "_tags"}}, $tagid;
-
-	return;
+	return 1;
 }
 
+
 sub remove_tag($$$) {
 
 	my $product_ref = shift;
@@ -388,6 +389,9 @@ sub remove_tag($$$) {
 			if ($tag ne $tagid) {
 				push @{$product_ref->{$tagtype . "_tags_new"}}, $tag;
 			}
+			else {
+				$return = 1;
+			}
 		}
 		$product_ref->{$tagtype . "_tags"} = $product_ref->{$tagtype . "_tags_new"};
 		delete $product_ref->{$tagtype . "_tags_new"};
diff --git a/lib/ProductOpener/Test.pm b/lib/ProductOpener/Test.pm
index 4e47ee4246cf7..8aa08bd7be1dc 100644
--- a/lib/ProductOpener/Test.pm
+++ b/lib/ProductOpener/Test.pm
@@ -364,6 +364,7 @@ sub normalize_product_for_test_comparison($) {
     my $product = shift;
     # fields we don't want to check for they vary from test to test
     # stars means there is a table of elements and we want to run through all (hash not supported yet)
+    # compared_to_category: depends on which products have been aggregated in index/categories_nutriments_per_country.world.sto
     my @fields_ignore_content = qw(
         last_modified_t created_t owner_fields
         entry_dates_tags last_edit_dates_tags
diff --git a/po/common/common.pot b/po/common/common.pot
index 0d2752f21ebdb..ea8816ab2e0a4 100644
--- a/po/common/common.pot
+++ b/po/common/common.pot
@@ -5924,6 +5924,10 @@ msgctxt "nutriscore_missing_nutrition_data"
 msgid "The nutrition facts of the product must be specified in order to compute the Nutri-Score."
 msgstr "The nutrition facts of the product must be specified in order to compute the Nutri-Score."
 
+msgctxt "nutriscore_missing_category_and_nutrition_data"
+msgid "The category and the nutrition facts of the product must be specified in order to compute the Nutri-Score."
+msgstr "The category and the nutrition facts of the product must be specified in order to compute the Nutri-Score."
+
 msgctxt "health"
 msgid "Health"
 msgstr "Health"
@@ -5980,6 +5984,10 @@ msgctxt "nutriscore_missing_nutrition_data_short"
 msgid "Missing nutrition facts"
 msgstr "Missing nutrition facts"
 
+msgctxt "nutriscore_missing_category_and_nutrition_data_short"
+msgid "Missing category and nutrition facts"
+msgstr "Missing category and nutrition facts"
+
 msgctxt "recommendation_who_reduce_or_stop_drinking_alcohol_title"
 msgid "Reduce or stop drinking alcohol"
 msgstr "Reduce or stop drinking alcohol"
diff --git a/po/common/en.po b/po/common/en.po
index 6180ec19a641c..512396852592e 100644
--- a/po/common/en.po
+++ b/po/common/en.po
@@ -5946,6 +5946,10 @@ msgctxt "nutriscore_missing_nutrition_data"
 msgid "The nutrition facts of the product must be specified in order to compute the Nutri-Score."
 msgstr "The nutrition facts of the product must be specified in order to compute the Nutri-Score."
 
+msgctxt "nutriscore_missing_category_and_nutrition_data"
+msgid "The category and the nutrition facts of the product must be specified in order to compute the Nutri-Score."
+msgstr "The category and the nutrition facts of the product must be specified in order to compute the Nutri-Score."
+
 msgctxt "health"
 msgid "Health"
 msgstr "Health"
@@ -6002,6 +6006,10 @@ msgctxt "nutriscore_missing_nutrition_data_short"
 msgid "Missing nutrition facts"
 msgstr "Missing nutrition facts"
 
+msgctxt "nutriscore_missing_category_and_nutrition_data_short"
+msgid "Missing category and nutrition facts"
+msgstr "Missing category and nutrition facts"
+
 msgctxt "recommendation_who_reduce_or_stop_drinking_alcohol_title"
 msgid "Reduce or stop drinking alcohol"
 msgstr "Reduce or stop drinking alcohol"
diff --git a/t/expected_test_results/attributes/en-attributes.json b/t/expected_test_results/attributes/en-attributes.json
index 7ab7f16147bfc..32ed1c5af6766 100644
--- a/t/expected_test_results/attributes/en-attributes.json
+++ b/t/expected_test_results/attributes/en-attributes.json
@@ -1163,6 +1163,7 @@
       "c"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 0,
    "other_nutritional_substances_tags" : [],
diff --git a/t/expected_test_results/attributes/en-ecoscore-score-at-20-threshold.json b/t/expected_test_results/attributes/en-ecoscore-score-at-20-threshold.json
index b1bf2d02691b3..0c8edbcaf8860 100644
--- a/t/expected_test_results/attributes/en-ecoscore-score-at-20-threshold.json
+++ b/t/expected_test_results/attributes/en-ecoscore-score-at-20-threshold.json
@@ -745,9 +745,14 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutrition-not-enough-data-to-compute-nutrition-score",
-      "en:nutrition-no-saturated-fat",
       "en:nutriscore-missing-nutrition-data",
       "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-missing-data-warning",
       "en:ecoscore-missing-data-labels",
@@ -769,7 +774,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "missing energy",
+   "nutrition_score_debug" : "missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "other_nutritional_substances_tags" : [],
    "packagings" : [],
    "pnns_groups_1" : "unknown",
diff --git a/t/expected_test_results/attributes/en-maybe-vegan.json b/t/expected_test_results/attributes/en-maybe-vegan.json
index 5498d52535f10..0548a9def780d 100644
--- a/t/expected_test_results/attributes/en-maybe-vegan.json
+++ b/t/expected_test_results/attributes/en-maybe-vegan.json
@@ -686,9 +686,14 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutrition-not-enough-data-to-compute-nutrition-score",
-      "en:nutrition-no-saturated-fat",
       "en:nutriscore-missing-nutrition-data",
       "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-not-computed"
    ],
@@ -724,7 +729,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "missing energy",
+   "nutrition_score_debug" : "missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "other_nutritional_substances_tags" : [],
    "packagings" : [],
    "pnns_groups_1" : "unknown",
diff --git a/t/expected_test_results/attributes/en-nova-groups-markers.json b/t/expected_test_results/attributes/en-nova-groups-markers.json
index 403c3940df31d..75ab4c8fbb513 100644
--- a/t/expected_test_results/attributes/en-nova-groups-markers.json
+++ b/t/expected_test_results/attributes/en-nova-groups-markers.json
@@ -914,9 +914,14 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutrition-not-enough-data-to-compute-nutrition-score",
-      "en:nutrition-no-saturated-fat",
       "en:nutriscore-missing-nutrition-data",
       "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-missing-data-warning",
       "en:ecoscore-missing-data-labels",
@@ -983,7 +988,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "missing energy",
+   "nutrition_score_debug" : "missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "other_nutritional_substances_tags" : [],
    "packagings" : [],
    "pnns_groups_1" : "Milk and dairy products",
diff --git a/t/expected_test_results/attributes/en-nutriscore.json b/t/expected_test_results/attributes/en-nutriscore.json
index ade3e50bc550b..8a8c6956ec182 100644
--- a/t/expected_test_results/attributes/en-nutriscore.json
+++ b/t/expected_test_results/attributes/en-nutriscore.json
@@ -891,6 +891,7 @@
       "b"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 100,
    "other_nutritional_substances_tags" : [],
diff --git a/t/expected_test_results/attributes/fr-palm-kernel-fat.json b/t/expected_test_results/attributes/fr-palm-kernel-fat.json
index cdac37fdc6ebe..065974914a302 100644
--- a/t/expected_test_results/attributes/fr-palm-kernel-fat.json
+++ b/t/expected_test_results/attributes/fr-palm-kernel-fat.json
@@ -652,6 +652,15 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutriscore-missing-category",
+      "en:nutrition-not-enough-data-to-compute-nutrition-score",
+      "en:nutriscore-missing-nutrition-data",
+      "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-not-computed"
    ],
@@ -671,7 +680,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "no score when the product does not have a category",
+   "nutrition_score_debug" : "no score when the product does not have a category - missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "other_nutritional_substances_tags" : [],
    "packagings" : [],
    "pnns_groups_1" : "unknown",
diff --git a/t/expected_test_results/attributes/fr-palm-oil-free.json b/t/expected_test_results/attributes/fr-palm-oil-free.json
index b436dd39cd2ed..1a2ec2f58dae4 100644
--- a/t/expected_test_results/attributes/fr-palm-oil-free.json
+++ b/t/expected_test_results/attributes/fr-palm-oil-free.json
@@ -680,6 +680,15 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutriscore-missing-category",
+      "en:nutrition-not-enough-data-to-compute-nutrition-score",
+      "en:nutriscore-missing-nutrition-data",
+      "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-not-computed"
    ],
@@ -699,7 +708,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "no score when the product does not have a category",
+   "nutrition_score_debug" : "no score when the product does not have a category - missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "other_nutritional_substances_tags" : [],
    "packagings" : [],
    "pnns_groups_1" : "unknown",
diff --git a/t/expected_test_results/attributes/fr-palm-oil.json b/t/expected_test_results/attributes/fr-palm-oil.json
index d6e18e6f17b3e..c78f1472d9011 100644
--- a/t/expected_test_results/attributes/fr-palm-oil.json
+++ b/t/expected_test_results/attributes/fr-palm-oil.json
@@ -668,6 +668,15 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutriscore-missing-category",
+      "en:nutrition-not-enough-data-to-compute-nutrition-score",
+      "en:nutriscore-missing-nutrition-data",
+      "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-not-computed"
    ],
@@ -687,7 +696,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "no score when the product does not have a category",
+   "nutrition_score_debug" : "no score when the product does not have a category - missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "other_nutritional_substances_tags" : [],
    "packagings" : [],
    "pnns_groups_1" : "unknown",
diff --git a/t/expected_test_results/attributes/fr-vegetable-oils.json b/t/expected_test_results/attributes/fr-vegetable-oils.json
index 90541d4348372..051bf50d7257c 100644
--- a/t/expected_test_results/attributes/fr-vegetable-oils.json
+++ b/t/expected_test_results/attributes/fr-vegetable-oils.json
@@ -677,6 +677,15 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutriscore-missing-category",
+      "en:nutrition-not-enough-data-to-compute-nutrition-score",
+      "en:nutriscore-missing-nutrition-data",
+      "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-not-computed"
    ],
@@ -696,7 +705,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "no score when the product does not have a category",
+   "nutrition_score_debug" : "no score when the product does not have a category - missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "other_nutritional_substances_tags" : [],
    "packagings" : [],
    "pnns_groups_1" : "unknown",
diff --git a/t/expected_test_results/import_csv_file/3270190128403.json b/t/expected_test_results/import_csv_file/3270190128403.json
index 87ff244687bda..99ec7abdd4030 100644
--- a/t/expected_test_results/import_csv_file/3270190128403.json
+++ b/t/expected_test_results/import_csv_file/3270190128403.json
@@ -380,9 +380,13 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutrition-not-enough-data-to-compute-nutrition-score",
-      "en:nutrition-no-saturated-fat",
       "en:nutriscore-missing-nutrition-data",
       "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber",
       "en:ecoscore-extended-data-not-computed",
       "en:ecoscore-not-computed",
       "en:main-countries-new-product"
@@ -423,7 +427,8 @@
       "unknown"
    ],
    "nutrition_score_beverage" : 0,
-   "nutrition_score_debug" : "missing fat",
+   "nutrition_score_debug" : "missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "origins" : "France",
    "origins_hierarchy" : [
       "en:france"
diff --git a/t/expected_test_results/ingredients/en-emulsifier-synonyms.json b/t/expected_test_results/ingredients/en-emulsifier-synonyms.json
index c31bc42c96744..ff3f0fe31aba2 100644
--- a/t/expected_test_results/ingredients/en-emulsifier-synonyms.json
+++ b/t/expected_test_results/ingredients/en-emulsifier-synonyms.json
@@ -1,119 +1,119 @@
-{
-   "ingredients" : [
-     {
-       "id": "en:emulsifier",
-       "ingredients": [
-         {
-           "from_palm_oil":"maybe",
-           "id" : "en:e471",
-           "percent_estimate" : 50,
-           "percent_max" : 100,
-           "percent_min" : 25,
-           "text" : "e471",
-           "vegan" : "maybe",
-           "vegetarian" : "maybe"
-         },
-         {
-           "id" : "en:e477",
-           "percent_estimate" : 25,
-           "percent_max" : 50,
-           "percent_min" : 0,
-           "text" : "e477",
-           "vegan" : "maybe",
-           "vegetarian" : "maybe"
-         }
-       ],
-       "percent_estimate" : 75,
-       "percent_max" : 100,
-       "percent_min" : 50,
-       "text" : "Emulsifying"
-     },
-     {
-       "id" : "en:stabiliser",
-       "ingredients" : [
-         {
-           "id" : "en:e412",
-           "percent_estimate" : 12.5,
-           "percent_max" : 50,
-           "percent_min" : 0,
-           "text" : "e412",
-           "vegan" : "yes",
-           "vegetarian" : "yes"
-         },
-         {
-           "id" : "en:e410",
-           "percent_estimate" : 12.5,
-           "percent_max" : 25,
-           "percent_min" : 0,
-           "text" : "e410",
-           "vegan" : "yes",
-           "vegetarian" : "yes"
-         }
-       ],
-       "percent_estimate" : 25,
-       "percent_max" : 50,
-       "percent_min" : 0,
-       "text" : "Stabilizing Agents"
-     }
-   ],
-   "ingredients_analysis" : {
-     "en:may-contain-palm-oil" : [
-       "en:e471"
-     ],
-     "en:maybe-vegan" : [
-       "en:e471",
-       "en:e477"
-     ],
-     "en:maybe-vegetarian" : [
-       "en:e471",
-       "en:e477"
-     ]
-   },
-   "ingredients_analysis_tags" : [
-     "en:may-contain-palm-oil",
-     "en:maybe-vegan",
-     "en:maybe-vegetarian"
-   ],
-   "ingredients_hierarchy" : [
-     "en:emulsifier",
-     "en:stabiliser",
-     "en:e471",
-     "en:e477",
-     "en:e412",
-     "en:e410"
-   ],
-   "ingredients_n" : 6,
-   "ingredients_n_tags" : [
-     "6",
-     "1-10"
-   ],
-   "ingredients_original_tags" : [
-     "en:emulsifier",
-     "en:stabiliser",
-     "en:e471",
-     "en:e477",
-     "en:e412",
-     "en:e410"
-   ],
-   "ingredients_percent_analysis" : 1,
-   "ingredients_tags" : [
-     "en:emulsifier",
-     "en:stabiliser",
-     "en:e471",
-     "en:e477",
-     "en:e412",
-     "en:e410"
-   ],
-   "ingredients_text" : "Emulsifying (INS 471, INS 477) & Stabilizing Agents (INS 412, INS 410)",
-   "ingredients_with_specified_percent_n" : 0,
-   "ingredients_with_specified_percent_sum" : 0,
-   "ingredients_with_unspecified_percent_n" : 4,
-   "ingredients_with_unspecified_percent_sum" : 100,
-   "known_ingredients_n" : 6,
-   "lc" : "en",
-   "nutriments" : {
-     "fruits-vegetables-nuts-estimate-from-ingredients_100g" : 0,
-     "fruits-vegetables-nuts-estimate-from-ingredients_serving" : 0
-   },
-   "unknown_ingredients_n" : 0
- }
+{
+   "ingredients" : [
+      {
+         "id" : "en:emulsifier",
+         "ingredients" : [
+            {
+               "from_palm_oil" : "maybe",
+               "id" : "en:e471",
+               "percent_estimate" : 50,
+               "percent_max" : 100,
+               "percent_min" : 25,
+               "text" : "e471",
+               "vegan" : "maybe",
+               "vegetarian" : "maybe"
+            },
+            {
+               "id" : "en:e477",
+               "percent_estimate" : 25,
+               "percent_max" : 50,
+               "percent_min" : 0,
+               "text" : "e477",
+               "vegan" : "maybe",
+               "vegetarian" : "maybe"
+            }
+         ],
+         "percent_estimate" : 75,
+         "percent_max" : 100,
+         "percent_min" : 50,
+         "text" : "Emulsifying"
+      },
+      {
+         "id" : "en:stabiliser",
+         "ingredients" : [
+            {
+               "id" : "en:e412",
+               "percent_estimate" : 12.5,
+               "percent_max" : 50,
+               "percent_min" : 0,
+               "text" : "e412",
+               "vegan" : "yes",
+               "vegetarian" : "yes"
+            },
+            {
+               "id" : "en:e410",
+               "percent_estimate" : 12.5,
+               "percent_max" : 25,
+               "percent_min" : 0,
+               "text" : "e410",
+               "vegan" : "yes",
+               "vegetarian" : "yes"
+            }
+         ],
+         "percent_estimate" : 25,
+         "percent_max" : 50,
+         "percent_min" : 0,
+         "text" : "Stabilizing Agents"
+      }
+   ],
+   "ingredients_analysis" : {
+      "en:may-contain-palm-oil" : [
+         "en:e471"
+      ],
+      "en:maybe-vegan" : [
+         "en:e471",
+         "en:e477"
+      ],
+      "en:maybe-vegetarian" : [
+         "en:e471",
+         "en:e477"
+      ]
+   },
+   "ingredients_analysis_tags" : [
+      "en:may-contain-palm-oil",
+      "en:maybe-vegan",
+      "en:maybe-vegetarian"
+   ],
+   "ingredients_hierarchy" : [
+      "en:emulsifier",
+      "en:stabiliser",
+      "en:e471",
+      "en:e477",
+      "en:e412",
+      "en:e410"
+   ],
+   "ingredients_n" : 6,
+   "ingredients_n_tags" : [
+      "6",
+      "1-10"
+   ],
+   "ingredients_original_tags" : [
+      "en:emulsifier",
+      "en:stabiliser",
+      "en:e471",
+      "en:e477",
+      "en:e412",
+      "en:e410"
+   ],
+   "ingredients_percent_analysis" : 1,
+   "ingredients_tags" : [
+      "en:emulsifier",
+      "en:stabiliser",
+      "en:e471",
+      "en:e477",
+      "en:e412",
+      "en:e410"
+   ],
+   "ingredients_text" : "Emulsifying (INS 471, INS 477) & Stabilizing Agents (INS 412, INS 410)",
+   "ingredients_with_specified_percent_n" : 0,
+   "ingredients_with_specified_percent_sum" : 0,
+   "ingredients_with_unspecified_percent_n" : 4,
+   "ingredients_with_unspecified_percent_sum" : 100,
+   "known_ingredients_n" : 6,
+   "lc" : "en",
+   "nutriments" : {
+      "fruits-vegetables-nuts-estimate-from-ingredients_100g" : 0,
+      "fruits-vegetables-nuts-estimate-from-ingredients_serving" : 0
+   },
+   "unknown_ingredients_n" : 0
+}
diff --git a/t/expected_test_results/nutriscore/beverage-with-80-percent-milk.json b/t/expected_test_results/nutriscore/beverage-with-80-percent-milk.json
index 7b96e17360380..eaa5a497a3a02 100644
--- a/t/expected_test_results/nutriscore/beverage-with-80-percent-milk.json
+++ b/t/expected_test_results/nutriscore/beverage-with-80-percent-milk.json
@@ -142,6 +142,7 @@
       "d"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 0,
    "pnns_groups_1" : "unknown",
diff --git a/t/expected_test_results/nutriscore/breakfast-cereals.json b/t/expected_test_results/nutriscore/breakfast-cereals.json
index a206cca3beeff..34ddefe47c13e 100644
--- a/t/expected_test_results/nutriscore/breakfast-cereals.json
+++ b/t/expected_test_results/nutriscore/breakfast-cereals.json
@@ -97,6 +97,7 @@
       "c"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_no_fruits_vegetables_nuts" : 1,
    "pnns_groups_1" : "Cereals and potatoes",
    "pnns_groups_1_tags" : [
diff --git a/t/expected_test_results/nutriscore/colza-oil.json b/t/expected_test_results/nutriscore/colza-oil.json
index fa2a03a837b98..944903f4e40b9 100644
--- a/t/expected_test_results/nutriscore/colza-oil.json
+++ b/t/expected_test_results/nutriscore/colza-oil.json
@@ -98,6 +98,7 @@
       "c"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category" : "en:rapeseed-oils",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category_value" : 100,
    "pnns_groups_1" : "Fat and sauces",
diff --git a/t/expected_test_results/nutriscore/cookies.json b/t/expected_test_results/nutriscore/cookies.json
index 6b53770180902..c97fcde2e3166 100644
--- a/t/expected_test_results/nutriscore/cookies.json
+++ b/t/expected_test_results/nutriscore/cookies.json
@@ -91,6 +91,7 @@
       "e"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_no_fruits_vegetables_nuts" : 1,
    "pnns_groups_1" : "Sugary snacks",
    "pnns_groups_1_tags" : [
diff --git a/t/expected_test_results/nutriscore/dairy-drink-with-80-percent-milk.json b/t/expected_test_results/nutriscore/dairy-drink-with-80-percent-milk.json
index f96fa0c0ab276..7c389471bc9bf 100644
--- a/t/expected_test_results/nutriscore/dairy-drink-with-80-percent-milk.json
+++ b/t/expected_test_results/nutriscore/dairy-drink-with-80-percent-milk.json
@@ -150,6 +150,7 @@
       "d"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 0,
    "pnns_groups_1" : "Milk and dairy products",
diff --git a/t/expected_test_results/nutriscore/dairy-drink-with-less-than-80-percent-milk.json b/t/expected_test_results/nutriscore/dairy-drink-with-less-than-80-percent-milk.json
index cb09bfeb79021..876ea5f7621e6 100644
--- a/t/expected_test_results/nutriscore/dairy-drink-with-less-than-80-percent-milk.json
+++ b/t/expected_test_results/nutriscore/dairy-drink-with-less-than-80-percent-milk.json
@@ -147,6 +147,7 @@
       "e"
    ],
    "nutrition_score_beverage" : 1,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 0,
    "pnns_groups_1" : "Beverages",
diff --git a/t/expected_test_results/nutriscore/dairy-drinks-without-milk.json b/t/expected_test_results/nutriscore/dairy-drinks-without-milk.json
index d68616bf80d6a..f8cd16b71a59e 100644
--- a/t/expected_test_results/nutriscore/dairy-drinks-without-milk.json
+++ b/t/expected_test_results/nutriscore/dairy-drinks-without-milk.json
@@ -141,6 +141,7 @@
       "e"
    ],
    "nutrition_score_beverage" : 1,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 0,
    "pnns_groups_1" : "Beverages",
diff --git a/t/expected_test_results/nutriscore/en-orange-juice-category-and-ingredients.json b/t/expected_test_results/nutriscore/en-orange-juice-category-and-ingredients.json
index 29a11730b92c1..896aea9ef9b68 100644
--- a/t/expected_test_results/nutriscore/en-orange-juice-category-and-ingredients.json
+++ b/t/expected_test_results/nutriscore/en-orange-juice-category-and-ingredients.json
@@ -176,6 +176,7 @@
       "e"
    ],
    "nutrition_score_beverage" : 1,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 50,
    "pnns_groups_1" : "Beverages",
diff --git a/t/expected_test_results/nutriscore/en-orange-juice-category.json b/t/expected_test_results/nutriscore/en-orange-juice-category.json
index 81ca947e2a2bb..3032091d82170 100644
--- a/t/expected_test_results/nutriscore/en-orange-juice-category.json
+++ b/t/expected_test_results/nutriscore/en-orange-juice-category.json
@@ -100,6 +100,7 @@
       "c"
    ],
    "nutrition_score_beverage" : 1,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category" : "en:fruit-juices",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category_value" : 100,
    "pnns_groups_1" : "Beverages",
diff --git a/t/expected_test_results/nutriscore/flavored-spring-water-no-nutrition.json b/t/expected_test_results/nutriscore/flavored-spring-water-no-nutrition.json
index 34d437402f5db..1b7ccec0e6d6a 100644
--- a/t/expected_test_results/nutriscore/flavored-spring-water-no-nutrition.json
+++ b/t/expected_test_results/nutriscore/flavored-spring-water-no-nutrition.json
@@ -37,16 +37,22 @@
    "misc_tags" : [
       "en:nutriscore-not-computed",
       "en:nutrition-not-enough-data-to-compute-nutrition-score",
-      "en:nutrition-no-saturated-fat",
       "en:nutriscore-missing-nutrition-data",
-      "en:nutriscore-missing-nutrition-data-energy"
+      "en:nutriscore-missing-nutrition-data-energy",
+      "en:nutriscore-missing-nutrition-data-fat",
+      "en:nutriscore-missing-nutrition-data-saturated-fat",
+      "en:nutriscore-missing-nutrition-data-sugars",
+      "en:nutriscore-missing-nutrition-data-sodium",
+      "en:nutriscore-missing-nutrition-data-proteins",
+      "en:nutrition-no-fiber"
    ],
    "nutriments" : {},
    "nutrition_grades_tags" : [
       "unknown"
    ],
    "nutrition_score_beverage" : 1,
-   "nutrition_score_debug" : "missing energy",
+   "nutrition_score_debug" : "missing energy - missing fat - missing saturated-fat - missing sugars - missing sodium - missing proteins",
+   "nutrition_score_warning_no_fiber" : 1,
    "pnns_groups_1" : "Beverages",
    "pnns_groups_1_tags" : [
       "beverages",
diff --git a/t/expected_test_results/nutriscore/flavored-spring-with-nutrition.json b/t/expected_test_results/nutriscore/flavored-spring-with-nutrition.json
index 499492fdaecc4..74476ef222f7e 100644
--- a/t/expected_test_results/nutriscore/flavored-spring-with-nutrition.json
+++ b/t/expected_test_results/nutriscore/flavored-spring-with-nutrition.json
@@ -93,6 +93,7 @@
       "e"
    ],
    "nutrition_score_beverage" : 1,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_no_fruits_vegetables_nuts" : 1,
    "pnns_groups_1" : "Beverages",
    "pnns_groups_1_tags" : [
diff --git a/t/expected_test_results/nutriscore/fr-gaspacho.json b/t/expected_test_results/nutriscore/fr-gaspacho.json
index bf686f4bc4981..3e44f2a36c8e0 100644
--- a/t/expected_test_results/nutriscore/fr-gaspacho.json
+++ b/t/expected_test_results/nutriscore/fr-gaspacho.json
@@ -293,6 +293,7 @@
       "a"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 89,
    "pnns_groups_1" : "Fruits and vegetables",
diff --git a/t/expected_test_results/nutriscore/milk.json b/t/expected_test_results/nutriscore/milk.json
index e55a1b79d792e..e5e3030749e98 100644
--- a/t/expected_test_results/nutriscore/milk.json
+++ b/t/expected_test_results/nutriscore/milk.json
@@ -133,6 +133,7 @@
       "d"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 0,
    "pnns_groups_1" : "Milk and dairy products",
diff --git a/t/expected_test_results/nutriscore/mushrooms.json b/t/expected_test_results/nutriscore/mushrooms.json
index 4cecd7fd8c60d..279311d869d8e 100644
--- a/t/expected_test_results/nutriscore/mushrooms.json
+++ b/t/expected_test_results/nutriscore/mushrooms.json
@@ -145,6 +145,7 @@
       "a"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients" : 1,
    "nutrition_score_warning_fruits_vegetables_nuts_estimate_from_ingredients_value" : 69,
    "pnns_groups_1" : "Composite foods",
diff --git a/t/expected_test_results/nutriscore/olive-oil.json b/t/expected_test_results/nutriscore/olive-oil.json
index 10c07dc180fb6..c33e6ce0f776f 100644
--- a/t/expected_test_results/nutriscore/olive-oil.json
+++ b/t/expected_test_results/nutriscore/olive-oil.json
@@ -100,6 +100,7 @@
       "c"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category" : "en:olive-oils",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category_value" : 100,
    "pnns_groups_1" : "Fat and sauces",
diff --git a/t/expected_test_results/nutriscore/spring-water-no-nutrition.json b/t/expected_test_results/nutriscore/spring-water-no-nutrition.json
index e2e29df56069e..48666f25e24b7 100644
--- a/t/expected_test_results/nutriscore/spring-water-no-nutrition.json
+++ b/t/expected_test_results/nutriscore/spring-water-no-nutrition.json
@@ -84,6 +84,7 @@
       "a"
    ],
    "nutrition_score_beverage" : 1,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_no_fruits_vegetables_nuts" : 1,
    "pnns_groups_1" : "Beverages",
    "pnns_groups_1_tags" : [
diff --git a/t/expected_test_results/nutriscore/sunflower-oil.json b/t/expected_test_results/nutriscore/sunflower-oil.json
index f6b32bf253f99..234d6cb006180 100644
--- a/t/expected_test_results/nutriscore/sunflower-oil.json
+++ b/t/expected_test_results/nutriscore/sunflower-oil.json
@@ -99,6 +99,7 @@
       "d"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_no_fruits_vegetables_nuts" : 1,
    "pnns_groups_1" : "Fat and sauces",
    "pnns_groups_1_tags" : [
diff --git a/t/expected_test_results/nutriscore/walnut-oil.json b/t/expected_test_results/nutriscore/walnut-oil.json
index 1b5d15845dda0..055365454300b 100644
--- a/t/expected_test_results/nutriscore/walnut-oil.json
+++ b/t/expected_test_results/nutriscore/walnut-oil.json
@@ -102,6 +102,7 @@
       "c"
    ],
    "nutrition_score_beverage" : 0,
+   "nutrition_score_debug" : "",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category" : "en:walnut-oils",
    "nutrition_score_warning_fruits_vegetables_nuts_from_category_value" : 100,
    "pnns_groups_1" : "Fat and sauces",
diff --git a/t/update_tests_results.sh b/t/update_tests_results.sh
index cc22e463fcbc6..23d3c76c470d8 100755
--- a/t/update_tests_results.sh
+++ b/t/update_tests_results.sh
@@ -3,12 +3,19 @@
 # Update the expected results with the content of the actual results
 # git diff can then be used to review the differences
 
+# This script should be run only inside the po_backend_1 container
+
+# Remove the categories stats file as it will not be present
+# for tests run through GitHub actions
+rm /mnt/podata/data/categories_stats/categories_nutriments_per_country.world.sto
+
 perl attributes.t --results expected_test_results/attributes/
 perl ecoscore.t --results expected_test_results/ecoscore/
 perl forest_footprint.t --results expected_test_results/forest_footprint/
 perl import_gs1.t --results expected_test_results/import_gs1/
+perl import_csv_file.t --update-expected-results
 perl ingredients.t --results expected_test_results/ingredients/
-perl nutriscore.t --results expected_test_results/nutriscore/
+perl nutriscore.t --update-expected-results
 perl packaging.t --results expected_test_results/packaging/
 perl recipes.t --results expected_test_results/recipes/
 perl export.t --update-expected-results
diff --git a/taxonomies/labels.result.sto b/taxonomies/labels.result.sto
index 7096b8afdee7e..c3587ba64bba6 100644
Binary files a/taxonomies/labels.result.sto and b/taxonomies/labels.result.sto differ
diff --git a/taxonomies/labels.result.txt b/taxonomies/labels.result.txt
index 03f2a63a9de06..30a6a3f2973bf 100644
--- a/taxonomies/labels.result.txt
+++ b/taxonomies/labels.result.txt
@@ -17813,9 +17813,11 @@ cs:UTZ certifikováno
 de:UTZ Zertifiziert, UTZ
 es:Certificado UTZ
 fi:UTZ-sertifioitu, UTZ
+fr:Certifié UTZ
 hu:UTZ Certified, UTZ, UTZ tanúsítás, UTZ tanúsítvány
 it:Certificato UTZ, UTZ
 nl:UTZ Gecertificeerd
+xx:UTZ Certified
 auth_url:en: https://utz.org
 wikidata:en: Q2305872
 
@@ -18029,6 +18031,7 @@ hu:UTZ Certified Cocoa, UTZ Certified Cacao, UTZ tanúsított kakaó
 it:Cacao certificato UTZ
 nl:UTZ gecertificeerde cacao
 pl:UTZ Certified Cacao
+xx:UTZ Certified Cocoa
 
 < en:UTZ Certified
 en:UTZ Certified Coffee
@@ -18041,6 +18044,7 @@ hu:UTZ Certified Coffee, UTZ tanúsított kávé
 it:Caffè certificato UTZ, Caffe certificato UTZ
 nl:UTZ Certified Coffee
 pl:UTZ Certified Coffee
+xx:UTZ Certified Coffee
 
 < en:Vegan
 en:EVE Vegan, Expertise Vegan Europe