diff --git a/lib/ProductOpener/Packaging.pm b/lib/ProductOpener/Packaging.pm
index 7a3b6494f2e7d..b540f221afcce 100644
--- a/lib/ProductOpener/Packaging.pm
+++ b/lib/ProductOpener/Packaging.pm
@@ -685,6 +685,14 @@ sub set_packaging_misc_tags ($product_ref) {
 	remove_tag($product_ref, "misc", "en:packagings-empty");
 	remove_tag($product_ref, "misc", "en:packagings-not-empty");
 	remove_tag($product_ref, "misc", "en:packagings-not-empty-but-not-complete");
+	remove_tag($product_ref, "misc", "en:packagings-with-weights");
+	remove_tag($product_ref, "misc", "en:packagings-complete-with-weights");
+	remove_tag($product_ref, "misc", "en:packagings-not-complete-with-weights");
+	remove_tag($product_ref, "misc", "en:packagings-with-some-weights");
+
+	# Number of packaging components
+	my $number_of_packaging_components
+		= (defined $product_ref->{packagings} ? scalar @{$product_ref->{packagings}} : 0);
 
 	if ($product_ref->{packagings_complete}) {
 		add_tag($product_ref, "misc", "en:packagings-complete");
@@ -693,7 +701,7 @@ sub set_packaging_misc_tags ($product_ref) {
 	else {
 		add_tag($product_ref, "misc", "en:packagings-not-complete");
 
-		if (scalar @{$product_ref->{packagings}} == 0) {
+		if ($number_of_packaging_components == 0) {
 			add_tag($product_ref, "misc", "en:packagings-empty");
 		}
 		else {
@@ -702,6 +710,28 @@ sub set_packaging_misc_tags ($product_ref) {
 		}
 	}
 
+	# Check if we have weights for all components
+	if ($number_of_packaging_components > 0) {
+		my $components_with_weights = 0;
+		foreach my $packaging_ref (@{$product_ref->{packagings}}) {
+			if ((defined $packaging_ref->{weight_specified}) or (defined $packaging_ref->{weight_measured})) {
+				$components_with_weights++;
+			}
+		}
+		if ($components_with_weights == $number_of_packaging_components) {
+			add_tag($product_ref, "misc", "en:packagings-with-weights");
+			if ($product_ref->{packagings_complete}) {
+				add_tag($product_ref, "misc", "en:packagings-complete-with-weights");
+			}
+			else {
+				add_tag($product_ref, "misc", "en:packagings-not-complete-with-weights");
+			}
+		}
+		elsif ($components_with_weights > 0) {
+			add_tag($product_ref, "misc", "en:packagings-with-some-weights");
+		}
+	}
+
 	return;
 }
 
diff --git a/tests/integration/api_v3_product_write.t b/tests/integration/api_v3_product_write.t
index 331fa759b80c0..9871558f36b88 100644
--- a/tests/integration/api_v3_product_write.t
+++ b/tests/integration/api_v3_product_write.t
@@ -138,7 +138,7 @@ my $tests_ref = [
 		method => 'PATCH',
 		path => '/api/v3/product/1234567890008',
 		body => '{
-			"fields": "updated",
+			"fields": "updated,misc_tags",
 			"tags_lc": "en",
 			"product": {
 				"packagings_add": [
@@ -389,6 +389,7 @@ my $tests_ref = [
 		path => '/api/v3/product/1234567890013',
 		body => '{
 			"tags_lc": "en",
+			"fields": "updated,misc_tags",
 			"product": {
 				"packagings": [
 					{
diff --git a/tests/integration/expected_test_results/api_v3_product_write/patch-packagings-quantity-and-weight.json b/tests/integration/expected_test_results/api_v3_product_write/patch-packagings-quantity-and-weight.json
index 12298d91075ef..d1a828b01583c 100644
--- a/tests/integration/expected_test_results/api_v3_product_write/patch-packagings-quantity-and-weight.json
+++ b/tests/integration/expected_test_results/api_v3_product_write/patch-packagings-quantity-and-weight.json
@@ -2,6 +2,27 @@
    "code" : "1234567890008",
    "errors" : [],
    "product" : {
+      "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:packagings-not-complete",
+         "en:packagings-not-empty-but-not-complete",
+         "en:packagings-not-empty",
+         "en:packagings-with-weights",
+         "en:packagings-not-complete-with-weights",
+         "en:ecoscore-extended-data-not-computed",
+         "en:ecoscore-not-computed",
+         "en:main-countries-new-product"
+      ],
       "packagings" : [
          {
             "material" : {
diff --git a/tests/integration/expected_test_results/api_v3_product_write/patch-weight-as-number-or-string.json b/tests/integration/expected_test_results/api_v3_product_write/patch-weight-as-number-or-string.json
index 06c48655ca011..6a1c4199c37a7 100644
--- a/tests/integration/expected_test_results/api_v3_product_write/patch-weight-as-number-or-string.json
+++ b/tests/integration/expected_test_results/api_v3_product_write/patch-weight-as-number-or-string.json
@@ -2,6 +2,27 @@
    "code" : "1234567890013",
    "errors" : [],
    "product" : {
+      "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:packagings-not-complete",
+         "en:packagings-not-empty-but-not-complete",
+         "en:packagings-not-empty",
+         "en:packagings-with-weights",
+         "en:packagings-not-complete-with-weights",
+         "en:ecoscore-extended-data-not-computed",
+         "en:ecoscore-not-computed",
+         "en:main-countries-new-product"
+      ],
       "packagings" : [
          {
             "number_of_units" : 1,
diff --git a/tests/integration/expected_test_results/search_v1/search-no-filter.json b/tests/integration/expected_test_results/search_v1/search-no-filter.json
index 49494fc71b584..8c21f9db00838 100644
--- a/tests/integration/expected_test_results/search_v1/search-no-filter.json
+++ b/tests/integration/expected_test_results/search_v1/search-no-filter.json
@@ -1,6 +1,6 @@
 {
    "count" : 5,
-   "page" : 1,
+   "page" : "1",
    "page_count" : 5,
    "page_size" : 24,
    "products" : [
@@ -61,7 +61,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -320,21 +320,21 @@
                      },
                      {
                         "ecoscore_material_score" : 76,
-                        "ecoscore_shape_ratio" : 0.2,
+                        "ecoscore_shape_ratio" : "0.2",
                         "material" : "en:steel",
                         "number_of_units" : 1,
                         "shape" : "en:lid"
                      },
                      {
                         "ecoscore_material_score" : 0,
-                        "ecoscore_shape_ratio" : 0.1,
+                        "ecoscore_shape_ratio" : "0.1",
                         "material" : "en:plastic",
                         "non_recyclable_and_non_biodegradable" : "maybe",
                         "number_of_units" : 1,
                         "shape" : "en:film"
                      }
                   ],
-                  "score" : 66.2,
+                  "score" : "66.2",
                   "value" : -3
                },
                "production_system" : {
@@ -369,23 +369,23 @@
          "entry_dates_tags" : "--ignore--",
          "food_groups_tags" : [],
          "forest_footprint_data" : {
-            "footprint_per_kg" : 0.0074375,
+            "footprint_per_kg" : "0.0074375",
             "grade" : "a",
             "ingredients" : [
                {
                   "conditions_tags" : [],
-                  "footprint_per_kg" : 0.0074375,
+                  "footprint_per_kg" : "0.0074375",
                   "matching_tag_id" : "en:egg",
-                  "percent" : 9.375,
-                  "percent_estimate" : 9.375,
+                  "percent" : "9.375",
+                  "percent_estimate" : "9.375",
                   "processing_factor" : 1,
                   "tag_id" : "en:egg",
                   "tag_type" : "ingredients",
                   "type" : {
-                     "deforestation_risk" : 0.68,
+                     "deforestation_risk" : "0.68",
                      "name" : "Oeufs Importés",
-                     "soy_feed_factor" : 0.035,
-                     "soy_yield" : 0.3
+                     "soy_feed_factor" : "0.035",
+                     "soy_yield" : "0.3"
                   }
                }
             ]
@@ -399,7 +399,7 @@
          "ingredients" : [
             {
                "id" : "en:apple",
-               "percent_estimate" : 62.5,
+               "percent_estimate" : "62.5",
                "percent_max" : 100,
                "percent_min" : 25,
                "rank" : 1,
@@ -409,7 +409,7 @@
             },
             {
                "id" : "en:milk",
-               "percent_estimate" : 18.75,
+               "percent_estimate" : "18.75",
                "percent_max" : 50,
                "percent_min" : 0,
                "rank" : 2,
@@ -419,8 +419,8 @@
             },
             {
                "id" : "en:egg",
-               "percent_estimate" : 9.375,
-               "percent_max" : 33.3333333333333,
+               "percent_estimate" : "9.375",
+               "percent_max" : "33.3333333333333",
                "percent_min" : 0,
                "rank" : 3,
                "text" : "eggs",
@@ -430,7 +430,7 @@
             {
                "from_palm_oil" : "yes",
                "id" : "en:palm-oil",
-               "percent_estimate" : 9.375,
+               "percent_estimate" : "9.375",
                "percent_max" : 25,
                "percent_min" : 0,
                "rank" : 4,
@@ -710,7 +710,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -1251,7 +1251,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -1533,23 +1533,23 @@
          "entry_dates_tags" : "--ignore--",
          "food_groups_tags" : [],
          "forest_footprint_data" : {
-            "footprint_per_kg" : 0.0132222222222222,
+            "footprint_per_kg" : "0.0132222222222222",
             "grade" : "a",
             "ingredients" : [
                {
                   "conditions_tags" : [],
-                  "footprint_per_kg" : 0.0132222222222222,
+                  "footprint_per_kg" : "0.0132222222222222",
                   "matching_tag_id" : "en:egg",
-                  "percent" : 16.6666666666667,
-                  "percent_estimate" : 16.6666666666667,
+                  "percent" : "16.6666666666667",
+                  "percent_estimate" : "16.6666666666667",
                   "processing_factor" : 1,
                   "tag_id" : "en:egg",
                   "tag_type" : "ingredients",
                   "type" : {
-                     "deforestation_risk" : 0.68,
+                     "deforestation_risk" : "0.68",
                      "name" : "Oeufs Importés",
-                     "soy_feed_factor" : 0.035,
-                     "soy_yield" : 0.3
+                     "soy_feed_factor" : "0.035",
+                     "soy_yield" : "0.3"
                   }
                }
             ]
@@ -1563,9 +1563,9 @@
          "ingredients" : [
             {
                "id" : "en:apple",
-               "percent_estimate" : 66.6666666666667,
+               "percent_estimate" : "66.6666666666667",
                "percent_max" : 100,
-               "percent_min" : 33.3333333333333,
+               "percent_min" : "33.3333333333333",
                "rank" : 1,
                "text" : "apple",
                "vegan" : "yes",
@@ -1573,7 +1573,7 @@
             },
             {
                "id" : "en:milk",
-               "percent_estimate" : 16.6666666666667,
+               "percent_estimate" : "16.6666666666667",
                "percent_max" : 50,
                "percent_min" : 0,
                "rank" : 2,
@@ -1583,8 +1583,8 @@
             },
             {
                "id" : "en:egg",
-               "percent_estimate" : 16.6666666666667,
-               "percent_max" : 33.3333333333333,
+               "percent_estimate" : "16.6666666666667",
+               "percent_max" : "33.3333333333333",
                "percent_min" : 0,
                "rank" : 3,
                "text" : "eggs",
@@ -1696,8 +1696,8 @@
          "nutrient_levels" : {},
          "nutrient_levels_tags" : [],
          "nutriments" : {
-            "fruits-vegetables-nuts-estimate-from-ingredients_100g" : 33.3333333333333,
-            "fruits-vegetables-nuts-estimate-from-ingredients_serving" : 33.3333333333333,
+            "fruits-vegetables-nuts-estimate-from-ingredients_100g" : "33.3333333333333",
+            "fruits-vegetables-nuts-estimate-from-ingredients_serving" : "33.3333333333333",
             "nova-group" : 1,
             "nova-group_100g" : 1,
             "nova-group_serving" : 1
@@ -1827,7 +1827,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -2121,15 +2121,15 @@
          "ingredients" : [
             {
                "id" : "es:apple",
-               "percent_estimate" : 66.6666666666667,
+               "percent_estimate" : "66.6666666666667",
                "percent_max" : 100,
-               "percent_min" : 33.3333333333333,
+               "percent_min" : "33.3333333333333",
                "rank" : 1,
                "text" : "apple"
             },
             {
                "id" : "es:water",
-               "percent_estimate" : 16.6666666666667,
+               "percent_estimate" : "16.6666666666667",
                "percent_max" : 50,
                "percent_min" : 0,
                "rank" : 2,
@@ -2137,8 +2137,8 @@
             },
             {
                "id" : "es:palm-oil",
-               "percent_estimate" : 16.6666666666667,
-               "percent_max" : 33.3333333333333,
+               "percent_estimate" : "16.6666666666667",
+               "percent_max" : "33.3333333333333",
                "percent_min" : 0,
                "rank" : 3,
                "text" : "palm oil"
@@ -2396,7 +2396,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -2660,22 +2660,22 @@
             },
             "agribalyse" : {
                "agribalyse_proxy_food_code" : "32135",
-               "co2_agriculture" : 2.2396004,
+               "co2_agriculture" : "2.2396004",
                "co2_consumption" : 0,
-               "co2_distribution" : 0.019530673,
-               "co2_packaging" : 0.28159592,
-               "co2_processing" : 0.77051126,
-               "co2_total" : 3.564111983,
-               "co2_transportation" : 0.25287373,
+               "co2_distribution" : "0.019530673",
+               "co2_packaging" : "0.28159592",
+               "co2_processing" : "0.77051126",
+               "co2_total" : "3.564111983",
+               "co2_transportation" : "0.25287373",
                "code" : "32135",
                "dqr" : "4.03",
-               "ef_agriculture" : 0.50064279,
+               "ef_agriculture" : "0.50064279",
                "ef_consumption" : 0,
-               "ef_distribution" : 0.0048315303,
-               "ef_packaging" : 0.023715692,
-               "ef_processing" : 0.078716079,
-               "ef_total" : 0.6323498093,
-               "ef_transportation" : 0.024443718,
+               "ef_distribution" : "0.0048315303",
+               "ef_packaging" : "0.023715692",
+               "ef_processing" : "0.078716079",
+               "ef_total" : "0.6323498093",
+               "ef_transportation" : "0.024443718",
                "is_beverage" : 0,
                "name_en" : "Breakfast cereals, mix of puffed or extruded cereals, fortified with vitamins and chemical elements",
                "name_fr" : "Multi-céréales soufflées ou extrudées, enrichies en vitamines et minéraux",
diff --git a/tests/integration/expected_test_results/search_v1/search-tags-categories-without-ingredients-from-palm-oil.json b/tests/integration/expected_test_results/search_v1/search-tags-categories-without-ingredients-from-palm-oil.json
index bc1e89e3e5c2e..48f7e51b9509f 100644
--- a/tests/integration/expected_test_results/search_v1/search-tags-categories-without-ingredients-from-palm-oil.json
+++ b/tests/integration/expected_test_results/search_v1/search-tags-categories-without-ingredients-from-palm-oil.json
@@ -1,6 +1,6 @@
 {
    "count" : 1,
-   "page" : 1,
+   "page" : "1",
    "page_count" : 1,
    "page_size" : 24,
    "products" : [
@@ -74,7 +74,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -338,22 +338,22 @@
             },
             "agribalyse" : {
                "agribalyse_proxy_food_code" : "32135",
-               "co2_agriculture" : 2.2396004,
+               "co2_agriculture" : "2.2396004",
                "co2_consumption" : 0,
-               "co2_distribution" : 0.019530673,
-               "co2_packaging" : 0.28159592,
-               "co2_processing" : 0.77051126,
-               "co2_total" : 3.564111983,
-               "co2_transportation" : 0.25287373,
+               "co2_distribution" : "0.019530673",
+               "co2_packaging" : "0.28159592",
+               "co2_processing" : "0.77051126",
+               "co2_total" : "3.564111983",
+               "co2_transportation" : "0.25287373",
                "code" : "32135",
                "dqr" : "4.03",
-               "ef_agriculture" : 0.50064279,
+               "ef_agriculture" : "0.50064279",
                "ef_consumption" : 0,
-               "ef_distribution" : 0.0048315303,
-               "ef_packaging" : 0.023715692,
-               "ef_processing" : 0.078716079,
-               "ef_total" : 0.6323498093,
-               "ef_transportation" : 0.024443718,
+               "ef_distribution" : "0.0048315303",
+               "ef_packaging" : "0.023715692",
+               "ef_processing" : "0.078716079",
+               "ef_total" : "0.6323498093",
+               "ef_transportation" : "0.024443718",
                "is_beverage" : 0,
                "name_en" : "Breakfast cereals, mix of puffed or extruded cereals, fortified with vitamins and chemical elements",
                "name_fr" : "Multi-céréales soufflées ou extrudées, enrichies en vitamines et minéraux",
diff --git a/tests/integration/expected_test_results/search_v1/search-without-ingredients-from-palm-oil.json b/tests/integration/expected_test_results/search_v1/search-without-ingredients-from-palm-oil.json
index 49494fc71b584..8c21f9db00838 100644
--- a/tests/integration/expected_test_results/search_v1/search-without-ingredients-from-palm-oil.json
+++ b/tests/integration/expected_test_results/search_v1/search-without-ingredients-from-palm-oil.json
@@ -1,6 +1,6 @@
 {
    "count" : 5,
-   "page" : 1,
+   "page" : "1",
    "page_count" : 5,
    "page_size" : 24,
    "products" : [
@@ -61,7 +61,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -320,21 +320,21 @@
                      },
                      {
                         "ecoscore_material_score" : 76,
-                        "ecoscore_shape_ratio" : 0.2,
+                        "ecoscore_shape_ratio" : "0.2",
                         "material" : "en:steel",
                         "number_of_units" : 1,
                         "shape" : "en:lid"
                      },
                      {
                         "ecoscore_material_score" : 0,
-                        "ecoscore_shape_ratio" : 0.1,
+                        "ecoscore_shape_ratio" : "0.1",
                         "material" : "en:plastic",
                         "non_recyclable_and_non_biodegradable" : "maybe",
                         "number_of_units" : 1,
                         "shape" : "en:film"
                      }
                   ],
-                  "score" : 66.2,
+                  "score" : "66.2",
                   "value" : -3
                },
                "production_system" : {
@@ -369,23 +369,23 @@
          "entry_dates_tags" : "--ignore--",
          "food_groups_tags" : [],
          "forest_footprint_data" : {
-            "footprint_per_kg" : 0.0074375,
+            "footprint_per_kg" : "0.0074375",
             "grade" : "a",
             "ingredients" : [
                {
                   "conditions_tags" : [],
-                  "footprint_per_kg" : 0.0074375,
+                  "footprint_per_kg" : "0.0074375",
                   "matching_tag_id" : "en:egg",
-                  "percent" : 9.375,
-                  "percent_estimate" : 9.375,
+                  "percent" : "9.375",
+                  "percent_estimate" : "9.375",
                   "processing_factor" : 1,
                   "tag_id" : "en:egg",
                   "tag_type" : "ingredients",
                   "type" : {
-                     "deforestation_risk" : 0.68,
+                     "deforestation_risk" : "0.68",
                      "name" : "Oeufs Importés",
-                     "soy_feed_factor" : 0.035,
-                     "soy_yield" : 0.3
+                     "soy_feed_factor" : "0.035",
+                     "soy_yield" : "0.3"
                   }
                }
             ]
@@ -399,7 +399,7 @@
          "ingredients" : [
             {
                "id" : "en:apple",
-               "percent_estimate" : 62.5,
+               "percent_estimate" : "62.5",
                "percent_max" : 100,
                "percent_min" : 25,
                "rank" : 1,
@@ -409,7 +409,7 @@
             },
             {
                "id" : "en:milk",
-               "percent_estimate" : 18.75,
+               "percent_estimate" : "18.75",
                "percent_max" : 50,
                "percent_min" : 0,
                "rank" : 2,
@@ -419,8 +419,8 @@
             },
             {
                "id" : "en:egg",
-               "percent_estimate" : 9.375,
-               "percent_max" : 33.3333333333333,
+               "percent_estimate" : "9.375",
+               "percent_max" : "33.3333333333333",
                "percent_min" : 0,
                "rank" : 3,
                "text" : "eggs",
@@ -430,7 +430,7 @@
             {
                "from_palm_oil" : "yes",
                "id" : "en:palm-oil",
-               "percent_estimate" : 9.375,
+               "percent_estimate" : "9.375",
                "percent_max" : 25,
                "percent_min" : 0,
                "rank" : 4,
@@ -710,7 +710,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -1251,7 +1251,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -1533,23 +1533,23 @@
          "entry_dates_tags" : "--ignore--",
          "food_groups_tags" : [],
          "forest_footprint_data" : {
-            "footprint_per_kg" : 0.0132222222222222,
+            "footprint_per_kg" : "0.0132222222222222",
             "grade" : "a",
             "ingredients" : [
                {
                   "conditions_tags" : [],
-                  "footprint_per_kg" : 0.0132222222222222,
+                  "footprint_per_kg" : "0.0132222222222222",
                   "matching_tag_id" : "en:egg",
-                  "percent" : 16.6666666666667,
-                  "percent_estimate" : 16.6666666666667,
+                  "percent" : "16.6666666666667",
+                  "percent_estimate" : "16.6666666666667",
                   "processing_factor" : 1,
                   "tag_id" : "en:egg",
                   "tag_type" : "ingredients",
                   "type" : {
-                     "deforestation_risk" : 0.68,
+                     "deforestation_risk" : "0.68",
                      "name" : "Oeufs Importés",
-                     "soy_feed_factor" : 0.035,
-                     "soy_yield" : 0.3
+                     "soy_feed_factor" : "0.035",
+                     "soy_yield" : "0.3"
                   }
                }
             ]
@@ -1563,9 +1563,9 @@
          "ingredients" : [
             {
                "id" : "en:apple",
-               "percent_estimate" : 66.6666666666667,
+               "percent_estimate" : "66.6666666666667",
                "percent_max" : 100,
-               "percent_min" : 33.3333333333333,
+               "percent_min" : "33.3333333333333",
                "rank" : 1,
                "text" : "apple",
                "vegan" : "yes",
@@ -1573,7 +1573,7 @@
             },
             {
                "id" : "en:milk",
-               "percent_estimate" : 16.6666666666667,
+               "percent_estimate" : "16.6666666666667",
                "percent_max" : 50,
                "percent_min" : 0,
                "rank" : 2,
@@ -1583,8 +1583,8 @@
             },
             {
                "id" : "en:egg",
-               "percent_estimate" : 16.6666666666667,
-               "percent_max" : 33.3333333333333,
+               "percent_estimate" : "16.6666666666667",
+               "percent_max" : "33.3333333333333",
                "percent_min" : 0,
                "rank" : 3,
                "text" : "eggs",
@@ -1696,8 +1696,8 @@
          "nutrient_levels" : {},
          "nutrient_levels_tags" : [],
          "nutriments" : {
-            "fruits-vegetables-nuts-estimate-from-ingredients_100g" : 33.3333333333333,
-            "fruits-vegetables-nuts-estimate-from-ingredients_serving" : 33.3333333333333,
+            "fruits-vegetables-nuts-estimate-from-ingredients_100g" : "33.3333333333333",
+            "fruits-vegetables-nuts-estimate-from-ingredients_serving" : "33.3333333333333",
             "nova-group" : 1,
             "nova-group_100g" : 1,
             "nova-group_serving" : 1
@@ -1827,7 +1827,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -2121,15 +2121,15 @@
          "ingredients" : [
             {
                "id" : "es:apple",
-               "percent_estimate" : 66.6666666666667,
+               "percent_estimate" : "66.6666666666667",
                "percent_max" : 100,
-               "percent_min" : 33.3333333333333,
+               "percent_min" : "33.3333333333333",
                "rank" : 1,
                "text" : "apple"
             },
             {
                "id" : "es:water",
-               "percent_estimate" : 16.6666666666667,
+               "percent_estimate" : "16.6666666666667",
                "percent_max" : 50,
                "percent_min" : 0,
                "rank" : 2,
@@ -2137,8 +2137,8 @@
             },
             {
                "id" : "es:palm-oil",
-               "percent_estimate" : 16.6666666666667,
-               "percent_max" : 33.3333333333333,
+               "percent_estimate" : "16.6666666666667",
+               "percent_max" : "33.3333333333333",
                "percent_min" : 0,
                "rank" : 3,
                "text" : "palm oil"
@@ -2396,7 +2396,7 @@
             "2xxxxxxxxxxx"
          ],
          "complete" : 0,
-         "completeness" : 0.5,
+         "completeness" : "0.5",
          "correctors_tags" : [],
          "created_t" : "--ignore--",
          "creator" : "tests",
@@ -2660,22 +2660,22 @@
             },
             "agribalyse" : {
                "agribalyse_proxy_food_code" : "32135",
-               "co2_agriculture" : 2.2396004,
+               "co2_agriculture" : "2.2396004",
                "co2_consumption" : 0,
-               "co2_distribution" : 0.019530673,
-               "co2_packaging" : 0.28159592,
-               "co2_processing" : 0.77051126,
-               "co2_total" : 3.564111983,
-               "co2_transportation" : 0.25287373,
+               "co2_distribution" : "0.019530673",
+               "co2_packaging" : "0.28159592",
+               "co2_processing" : "0.77051126",
+               "co2_total" : "3.564111983",
+               "co2_transportation" : "0.25287373",
                "code" : "32135",
                "dqr" : "4.03",
-               "ef_agriculture" : 0.50064279,
+               "ef_agriculture" : "0.50064279",
                "ef_consumption" : 0,
-               "ef_distribution" : 0.0048315303,
-               "ef_packaging" : 0.023715692,
-               "ef_processing" : 0.078716079,
-               "ef_total" : 0.6323498093,
-               "ef_transportation" : 0.024443718,
+               "ef_distribution" : "0.0048315303",
+               "ef_packaging" : "0.023715692",
+               "ef_processing" : "0.078716079",
+               "ef_total" : "0.6323498093",
+               "ef_transportation" : "0.024443718",
                "is_beverage" : 0,
                "name_en" : "Breakfast cereals, mix of puffed or extruded cereals, fortified with vitamins and chemical elements",
                "name_fr" : "Multi-céréales soufflées ou extrudées, enrichies en vitamines et minéraux",