diff --git a/.github/workflows/deploy-main.yml b/.github/workflows/deploy-main.yml
index 531fc1c42..80a206c02 100644
--- a/.github/workflows/deploy-main.yml
+++ b/.github/workflows/deploy-main.yml
@@ -13,7 +13,7 @@ on:
 
 env:
   PYTHON_VERSION: '3.11'
-  POETRY_VERSION: '1.7.1'
+  POETRY_VERSION: '1.8.1'
 
 jobs:
   build:
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 0e656ecde..daab94890 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -5,7 +5,7 @@ on:
 
 env:
   PYTHON_VERSION: '3.11'
-  POETRY_VERSION: '1.7.1'
+  POETRY_VERSION: '1.8.1'
 
 jobs:
   # Label of the runner job
diff --git a/Dockerfile b/Dockerfile
index 69c4fdcf9..a45ee2282 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -12,7 +12,7 @@ WORKDIR /app
 
 COPY pyproject.toml poetry.lock ./
 
-RUN pip install poetry==1.7.1
+RUN pip install poetry==1.8.1
 
 RUN poetry install
 
diff --git a/Dockerfile_api_import b/Dockerfile_api_import
index d723a2bfc..04dde54b2 100644
--- a/Dockerfile_api_import
+++ b/Dockerfile_api_import
@@ -12,7 +12,7 @@ WORKDIR /app
 
 COPY pyproject.toml poetry.lock ./
 
-RUN pip install poetry==1.7.1
+RUN pip install poetry==1.8.1
 
 RUN poetry install
 
diff --git a/Dockerfile_ingest b/Dockerfile_ingest
index 8af1925ab..4b707d4cf 100644
--- a/Dockerfile_ingest
+++ b/Dockerfile_ingest
@@ -12,7 +12,7 @@ WORKDIR /app
 
 COPY pyproject.toml poetry.lock ./
 
-RUN pip install poetry==1.7.1
+RUN pip install poetry==1.8.1
 
 RUN poetry install
 
diff --git a/Dockerfile_streamlit b/Dockerfile_streamlit
index 3861c0e86..ceae2c033 100644
--- a/Dockerfile_streamlit
+++ b/Dockerfile_streamlit
@@ -12,7 +12,7 @@ WORKDIR /app
 
 COPY pyproject.toml poetry.lock ./
 
-RUN pip install poetry==1.7.1
+RUN pip install poetry==1.8.1
 
 RUN poetry install
 
diff --git a/poetry.lock b/poetry.lock
index 10718ccba..0ddecc6df 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,13 +2,13 @@
 
 [[package]]
 name = "advertools"
-version = "0.14.1"
+version = "0.14.2"
 description = "Productivity and analysis tools for online marketing"
 optional = false
 python-versions = "*"
 files = [
-    {file = "advertools-0.14.1-py2.py3-none-any.whl", hash = "sha256:c964fe996ee1766a630339ecaa717d13188bf988abe215279c89f12aad98f706"},
-    {file = "advertools-0.14.1.tar.gz", hash = "sha256:cc6366ce1368180a21f7dee2ecc7c5c5a714ef9a82ff81c9e8ced3f5c8ea48cc"},
+    {file = "advertools-0.14.2-py2.py3-none-any.whl", hash = "sha256:284e75b51429cb7e03a337eefa7f610f528d6e00ec653963832f0de97fad4278"},
+    {file = "advertools-0.14.2.tar.gz", hash = "sha256:f67c607ce2303c328c129508ece14efbba13771f10d7ae09c84cb1d0dab3841c"},
 ]
 
 [package.dependencies]
@@ -653,13 +653,13 @@ reference = "pypi-public"
 
 [[package]]
 name = "build"
-version = "1.0.3"
+version = "1.1.1"
 description = "A simple, correct Python build frontend"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "build-1.0.3-py3-none-any.whl", hash = "sha256:589bf99a67df7c9cf07ec0ac0e5e2ea5d4b37ac63301c4986d1acb126aa83f8f"},
-    {file = "build-1.0.3.tar.gz", hash = "sha256:538aab1b64f9828977f84bc63ae570b060a8ed1be419e7870b8b4fc5e6ea553b"},
+    {file = "build-1.1.1-py3-none-any.whl", hash = "sha256:8ed0851ee76e6e38adce47e4bee3b51c771d86c64cf578d0c2245567ee200e73"},
+    {file = "build-1.1.1.tar.gz", hash = "sha256:8eea65bb45b1aac2e734ba2cc8dad3a6d97d97901a395bd0ed3e7b46953d2a31"},
 ]
 
 [package.dependencies]
@@ -680,22 +680,22 @@ reference = "pypi-public"
 
 [[package]]
 name = "cachecontrol"
-version = "0.13.1"
+version = "0.14.0"
 description = "httplib2 caching for requests"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cachecontrol-0.13.1-py3-none-any.whl", hash = "sha256:95dedbec849f46dda3137866dc28b9d133fc9af55f5b805ab1291833e4457aa4"},
-    {file = "cachecontrol-0.13.1.tar.gz", hash = "sha256:f012366b79d2243a6118309ce73151bf52a38d4a5dac8ea57f09bd29087e506b"},
+    {file = "cachecontrol-0.14.0-py3-none-any.whl", hash = "sha256:f5bf3f0620c38db2e5122c0726bdebb0d16869de966ea6a2befe92470b740ea0"},
+    {file = "cachecontrol-0.14.0.tar.gz", hash = "sha256:7db1195b41c81f8274a7bbd97c956f44e8348265a1bc7641c37dfebc39f0c938"},
 ]
 
 [package.dependencies]
 filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
-msgpack = ">=0.5.2"
+msgpack = ">=0.5.2,<2.0.0"
 requests = ">=2.16.0"
 
 [package.extras]
-dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "mypy", "pytest", "pytest-cov", "sphinx", "tox", "types-redis", "types-requests"]
+dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "furo", "mypy", "pytest", "pytest-cov", "sphinx", "sphinx-copybutton", "tox", "types-redis", "types-requests"]
 filecache = ["filelock (>=3.8.0)"]
 redis = ["redis (>=2.10.5)"]
 
@@ -706,13 +706,13 @@ reference = "pypi-public"
 
 [[package]]
 name = "cachetools"
-version = "5.3.2"
+version = "5.3.3"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.3.2-py3-none-any.whl", hash = "sha256:861f35a13a451f94e301ce2bec7cac63e881232ccce7ed67fab9b5df4d3beaa1"},
-    {file = "cachetools-5.3.2.tar.gz", hash = "sha256:086ee420196f7b2ab9ca2db2520aca326318b68fe5ba8bc4d49cca91add450f2"},
+    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
 ]
 
 [package.source]
@@ -1181,63 +1181,63 @@ reference = "pypi-public"
 
 [[package]]
 name = "coverage"
-version = "7.4.2"
+version = "7.4.3"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -1266,43 +1266,43 @@ reference = "pypi-public"
 
 [[package]]
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 optional = false
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@@ -2477,13 +2477,13 @@ reference = "pypi-public"
 
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 [[package]]
 name = "keyring"
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 [[package]]
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 [[package]]
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 [[package]]
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+]
+
+[package.dependencies]
+cffi = ">=1.16.0"
+
+[package.extras]
+test = ["pytest"]
 
 [package.source]
 type = "legacy"
diff --git a/quotaclimat/data_processing/mediatree/api_import.py b/quotaclimat/data_processing/mediatree/api_import.py
index 25784401a..1e83b3617 100644
--- a/quotaclimat/data_processing/mediatree/api_import.py
+++ b/quotaclimat/data_processing/mediatree/api_import.py
@@ -61,7 +61,7 @@ def get_channels():
     else: #prod  - all channels
         logging.warning("All channels are used")
         return ["tf1", "france2", "fr3-idf", "france5", "m6", "arte", "d8", "tmc", "bfmtv", "lci", "franceinfotv", "itele",
-        "europe1", "france-culture", "france-inter", "nrj", "rmc", "rtl", "rtl2"]
+        "europe1", "france-culture", "france-inter", "sud-radio", "rmc", "rtl", "france24"]
 
     return channels
 
@@ -99,7 +99,7 @@ async def get_and_save_api_data(exit_event):
 # @see https://github.com/jd/tenacity/tree/main
 @retry(wait=wait_random_exponential(multiplier=1, max=60),stop=stop_after_attempt(7))
 def get_auth_token(password=password, user_name=USER):
-    logger.info(f"Getting a token for user {user_name}")
+    logging.info(f"Getting a token for user {user_name}")
     try:
         post_arguments = {
             'grant_type': 'password'
@@ -201,7 +201,7 @@ def extract_api_sub(
 
 def parse_raw_json(response):
     if response.status_code == 504:
-        logger.error(f"Mediatree API server error 504 (retry enabled)\n {response.content}")
+        logging.error(f"Mediatree API server error 504 (retry enabled)\n {response.content}")
         raise Exception
     else:
         return json.loads(response.content.decode('utf_8'))
@@ -215,7 +215,7 @@ def parse_number_pages(response_sub) -> int :
 def parse_reponse_subtitle(response_sub, channel = None) -> Optional[pd.DataFrame]:
     with sentry_sdk.start_transaction(op="task", name="parse_reponse_subtitle"):
         total_results = parse_total_results(response_sub)
-        logging.getLogger("modin.logger.default").setLevel(logging.WARNING)
+        logging.getLogger("modin.logging.default").setLevel(logging.WARNING)
         if(total_results > 0):
             logging.info(f"{total_results} 'total_results' field")
             
@@ -244,7 +244,7 @@ def log_dataframe_size(df, channel):
 
 async def main():
     with monitor(monitor_slug='mediatree'): #https://docs.sentry.io/platforms/python/crons/
-        logger.info("Start api mediatree import")
+        logging.info("Start api mediatree import")
         create_tables()
 
         event_finish = asyncio.Event()
diff --git a/quotaclimat/data_processing/mediatree/detect_keywords.py b/quotaclimat/data_processing/mediatree/detect_keywords.py
index 2029ed758..f98154619 100644
--- a/quotaclimat/data_processing/mediatree/detect_keywords.py
+++ b/quotaclimat/data_processing/mediatree/detect_keywords.py
@@ -42,6 +42,8 @@ def format_word_regex(word: str) -> str:
         return word + "s?"
     elif word.endswith('s'):
         return word + '?'
+    elif word.endswith('x'):
+        return word + '?'
     else:
         return word
 
diff --git a/quotaclimat/data_processing/mediatree/keyword/keyword.py b/quotaclimat/data_processing/mediatree/keyword/keyword.py
index e4e6217f0..90cf7a725 100644
--- a/quotaclimat/data_processing/mediatree/keyword/keyword.py
+++ b/quotaclimat/data_processing/mediatree/keyword/keyword.py
@@ -8,7 +8,6 @@
             ,"cycle du carbone", "effet de serre", "neutralité carbone", "neutralité climatique", "croissance verte", "décarbonation"
             ,"protection de la planète", "habitabilité de la planète", "conditions de vie sur terre"
             ,"soutenabilité environnementale"
-            ,"développement durable"
             ,"dépolluer"
             ,"protection du vivant", "protection des océans"
             ,"crise planétaire"
@@ -16,6 +15,16 @@
             ,"Conférence des Parties", "conférence climat", "conférence des Nations Unies sur le climat"
             ,"GIEC", "Haut conseil pour le climat", "convention des nations unies sur le climat"
             ,"transition agricole", "transition énergétique"
+            ,"empreinte carbone"
+            ,"bilan carbone"
+            ,"COP vingt-et-un"
+            ,"COP quinze"
+            ,"COP vingt-six"
+            ,"COP vingt-sept"
+            ,"COP vingt-huit"
+            ,"COP vingt-neuf"
+            ,"COP trente"
+            ,"conférence des Nations Unies sur les changements climatiques"
         ]
 ,
 "changement_climatique_causes_directes" : [ # 1.1.2.1
@@ -25,6 +34,7 @@
         "carbone",
         "polluant",
         "co2",
+        "co deux",
         "méthane",
         "émissions territoriales",
         "émissions importées",
@@ -42,7 +52,7 @@
     "malbouffe"
     ,"agricole", "agriculture", "agriculteur",
     "bâtiment", "Chauffage",
-    "transport", "automobile", "voiture", "aviation", "SUV",
+    "transport", "automobile", "voiture", "aviation", "SUV","avion",
     "industrie", "secteur tertiaire",
     "énergie", "énergétique",
     "déchets",
@@ -58,12 +68,13 @@
      "kérosène",
      "lignite",
      "essence",
+     "diesel",
      "pompes à essence",
      "gaz de schiste",
      "gaz naturel liquéfié",
      "or noir",
-     "forages pétroliers",
-     "puits de pétrole",
+     "forage pétrolier",
+    "puit de pétrole",
     "engrais azotés",
     "engrais de synthèse",
     "agriculture intensive",
@@ -77,10 +88,12 @@
 ],
 "changement_climatique_consequences" : [ # 1.1.3
     "augmentation des températures", "hausse de la température du globe", "température moyenne de surface", "élévation des températures",
-    "météorologique extrême", "phénomène climatique extrêmes",
+    "météorologique extrême",
+    "climatique extrême",
+    "montée des eaux",
     "période la plus chaude", "année la plus chaude", "mois le plus chaud", "jour le plus chaud",
-    "pénurie",
     "record de température",
+    "maladaptation",
     "élévation du niveau de la mer", "hausse du niveau de la mer", "montée du niveau de la mer", "hausse du niveau marin", "élévation du niveau marin", "montée du niveau marin", "hausse du niveau des océans", "élévation du niveau des océans", "montée du niveau des océans",
     "fonte des glaces", "fonte des glaciers", "fonte de la banquise", "diminution de la banquise", "diminution des glaciers", "disparition des glaciers", "fonte des calottes glacières", "fonte du permafrost",
     "érosion côtière", "érosion des côtes", "inondations", "submersion", "submersions marines", "crues centennales",
@@ -94,10 +107,10 @@
     "tempête xynthia", "la roya",
     "disparition des coraux", "disparition des récifs coralliens",
     "acidification des océans",
-    "évènements climatiques extrêmes", "aléas climatiques extrêmes", "évènements météorologiques extrêmes", "évènements extrêmes", "épisodes météorologiques extrêmes", 
-    "épisodes climatiques extrêmes", "fortes pluies", "pluies extrêmes", "pluies intenses", "importantes précipitations", "inondations exceptionnelles", "crue centenaire", "cyclones",
+    "forte pluie", "pluie extrême", "pluie intense", "importantes précipitations", "inondations exceptionnelles", "crue centenaire", "cyclones",
     "mortalité forestière", "disparition des forêts"
     ,"glissement de terrain",
+    "pénurie d’eau",
     "pollution de l’air", "pollution atmosphérique", "pollution aux particules fines", "pollution à l’ozone",
     "migrations climatiques", "migrants climatiques",
     "prolifération de moustiques", "moustique tigre", "chenille processionnaire",
@@ -110,45 +123,58 @@
     ,"réduction/baisse des émissions de gaz à effet de serre", "réduire les émissions de gaz à effet de serre", "baisser les émissions de gaz à effet de serre",
     "diminuer les émissions de gaz à effet de serre", "sortie des énergies fossiles", "sortie du charbon", "décarbonation", "décarboner",
     "transition en dehors des énergies fossile"
-    ,"manifestation pour le climat", "marche du siècle", " marche pour le climat activisme climatique", "activiste pour le climat"
-    , "militante écologiste", "désobéissance civile"
     ,"atténuation du changement climatique"
-    ,"alternative durable", "moins polluant"
+    ,"revégétalisation"
+    ,"végétalisation"
+    , "moins polluant"
     ,"économie circulaire"
     ,"mobilité durable", "Voiture électrique", "Biocarburant"
     ,"écoconception"
     ,"réseaux de chaleur", "énergies renouvelables", "transition énergétique", "électricité décarboné", "énergies vertes",
-    "énergiesdurable", "éolien", "panneaux solaires", "solaires", "photovoltaïque", "géothermie", "hydroélectricité",
-    "barrage", "centrale hydroélectrique", "biomasse", "méthaniseur", "méthanisation", "biogaz", "bois-énergie", 
+    "énergiesdurable", "éolien",
+    #  "panneaux solaires", # publicités
+     "énergie solaire",
+      # "photovoltaïque", # publicités
+       "géothermie", "hydroélectricité",
+       "réduction du gaspillage énergétique",
+     "centrale hydroélectrique", "biomasse", "méthaniseur", "méthanisation", "biogaz", "bois-énergie", 
     "nucléaire", "réacteurs nucléaires", "EPR", "hydrogène vert"
     ,"économies d’énergie", "lutte contre les gaspillages énergétiques", "réduction des gaspillages énergétique", "efficacité énergétique", "économiser de l’énergie",
      "sobriété énergétique"
-    ,"recyclage", "compostage", "valorisation des déchets", "zéro plastique"
-    ,"ciments durables", "ciments de nouvelle génération", "béton bas carbone"
-    ,"captage et stockage de carbone", "captage et stockage de CO2", "capture et séquestration de carbone", "séquestration du carbone"
-    ,"absorption du carbone", "puits de carbone", "puits carbone", "CCS", "BECCS"
-    ,"rénovation énergétique"
+    , "valorisation des déchets", "zéro plastique"
+    ,"ciments durables", "ciments de nouvelle génération", "béton bas carbone", "bas carbone", "captage et stockage",
+    "capture et séquestration de carbone", "séquestration du carbone"
+    ,"absorption du carbone", "puits de carbone", "puits carbone"
     ,"industrie verte"
-    ,"agriculture biologique", "agroécologie", "polyculture élevage", "agroforesterie", "permaculture"
+    , "agroécologie", "polyculture élevage", "agroforesterie"
     ,"quotas de pêche"
-    ,"label bio", "label AB", "label HVE"
     ,"stockage du carbone dans les sols", "réduction du cheptel", "agriculture de conservation"
     ,"restauration des tourbières", "protection des tourbières", "stockage du carbone dans les sols", "biochar", "restauration des zones humides"
-    ,"végétarien", "vegan"
     ,"lutte contre le gaspillage alimentaire", "réduction du gaspillage alimentaire", "antigaspi", "antigaspillage"
     ,"puits de carbone", "puits carbone"
-    ,"taxe carbone"
-    ,"décroissance"
     ,"sobriété"
 ]
 ,"atténuation_climatique_solutions_indirectes": [ # 	1.1.4.2
+    "manifestation pour le climat", "marche du siècle", " marche pour le climat activisme climatique", 
+    "activiste pour le climat",
+    "militante écologiste", "désobéissance civile",
+    "taxe carbone",
+    "décroissance",
+    "agriculture biologique",
+    "permaculture",
+    "label bio", "label AB", "label HVE","label éco", "label écologique",
     "éducation au changement climatique"
-    ,"covoiturage", "vélos", "marche à pied"
+    #,"covoiturage" # publicité
+    ,"recyclage", "compostage"
+    , "vélos", "marche à pied"
+    ,"végétarien", "vegan"
     ,"train", "transport ferroviaire", "SNCF"
     ,"transport maritime"
-    ,"transports collectifs", "transports en commun", "bus électrique", "bus"
+    ,"transports collectifs", "transports en commun", "bus électrique", "bus", "tramway"
     ,"bois d’oeuvre"
-    ,"isolation", "isolation thermique", "pompes à chaleur", "changement de chaudière"
+    ,"isolation", "isolation thermique",
+    # "pompes à chaleur", publicité
+     "changement de chaudière"
     , "chaudière biomasse"
     ,"matériaux biosourcés", "matériaux recyclés", "matériaux recyclables"
     ,"forêt"
@@ -156,18 +182,26 @@
     ,"biodégradable"
     ,"espaces verts"
     ,"prairies"
-    ,"moins de viande", "viande rouge"
+    ,"moins de viande"
     ,"camions électriques", "poids lourds électriques", "transport ferroviaire de marchandises", "fret ferroviaire", "transport fluvial de marchandises"
     ,"forêt mosaïque"
     ,"Baisse du trafic aérien"
     ,"zadisme","zadiste","zad"
+    ,"agriculture bio"
+    ,"agriculture durable"
+    , "transition écologique"
+    ,"développement durable"
+    ,"alternative durable"
+    ,"transition climatique"
+    ,"planification écologique"
+    ,"mutation écologique"
+    , "rénovation énergétique"
 ]
 ,
 "adaptation_climatique_solutions_directes": # 1.1.5.1
 [
     "adaptation au changement climatique", "adaptation au dérèglement climatique", "adaptation au réchauffement climatique"
     , "adaptation au réchauffement climatique", "adaptation climatique"
-    ,"maladaptation"
     ,"renforcer les digues", "renforcer les dunes", "gestion du littoral", "prévention des inondations"
     , "limiter l’érosion des côtes", "lutter contre l’érosion"
     ,"gestion durable des forêts", "agroforesterie"
@@ -179,8 +213,9 @@
     ,"restriction d’eau"
     ,"réutilisation des eaux usées traitées"
     ,"désalinisation des eaux "
-    ,"îlots de fraîcheur"
-    ,"revégétalisation", "renaturer", "reforestation"
+    ,"îlots de fraîcheur",
+
+     "renaturer", "reforestation"
     ,"résistant à la sécheresse"
     ,"prévention des catastrophes naturelles"
 ],
@@ -191,6 +226,8 @@
     ,"gestion des milieux aquatiques"
     ,"sorgho"
     ,"myscanthus" 
+    ,"mega bassine"
+    ,"barrage"
 ],
 "ressources_naturelles_concepts_generaux": # 1.2.1
 [
@@ -263,10 +300,10 @@
     "décroissance"
     ,"efficacité énergétique"
     ,"récupérateur d’eau", "stockage d’eau"
-    ,"réemploi", "recyclage", "réparabilité", "repair cafés", "recycleries"
+    ,"réemploi", "réparabilité", "repair cafés", "recycleries"
     ,"réutilisation des ressources","ressources renouvelables", "lutte contre les gaspillage", "antigaspi"
     ,"santé des sols", "préservation des sols"
-    ,"planification écologique", "transition écologique", "transformation écologique", "mutation écologique", "économie circulaire", "économie du réemploi"
+    ,"transformation écologique", "économie circulaire", "économie du réemploi"
     ,"malus écologique"
     ,"indice de réparabilité"
 ],
@@ -283,6 +320,13 @@
     ,"ecosystème", "écosystémique", "services écosystémiques", "restauration des écosystèmes", "processus écosystémiques", "résilience des écosystèmes"
     , "écosystème dégradé", "dégradation des écosystèmes", "contribution de la nature"
     ,"IPBES"
+    ,"COP sur la biodiversité"
+    ,"COP15"
+    ,"COP 15"
+    ,"COP quinze"
+    ,"Union internationale pour la conservation de la nature"
+    ,"UICN"
+    ,"sommet sur la biodiversité"
     ,"fertilité des sols", "pollinisation"
     ,"intégrité écologique"
     ,"interactions entre les êtres vivants"
@@ -310,7 +354,8 @@
     "herbicides",
     "fongicides",
     "intrants",
-    "engrais azotés et phosphatés",
+    "engrais azotés",
+    "engrais phosphatés",
     "perturbateurs endocriniens",
     "métaux lourds",
     "pollution de l’air",
@@ -329,14 +374,11 @@
     "surpêche",
     "extractivisme",
     "extractiviste",
-    "OGM",
+    # "OGM", publicité
     "organismes génétiquement modifiées",
     "nouvelles techniques génomiques",
     "NGT",
     "huile de palme",
-    "corail",
-    "coraux",
-    "récifs coralliens",
     "tourisme de masse",
     "urbanisation",
     "l’étalement urbain",
@@ -351,17 +393,22 @@
 ],
 "biodiversité_conséquences": # 1.3.3
 [
+    "corail",
+    "coraux",
+    "récif corallien",
+    "récif de corail",
+    "barrière de corail",
     "espèce menacée", "espèce menacée d’extinction", "Extinction", "crise d'extinction de masse", "en voie de disparition", "Liste rouge de l'UICN"
     , "liste rouge des espèces menacées", "disparition des oiseaux", "disparition des insectes"
     ,"migration des espèces"
     ,"désertification"
-    ,"zoonose", "santé animale et végétale", "menace zoologique", "zoonoses virales"
-    , "des maladies vectorielles", "propagation de maladies infectieuses"
-    , "propagation des espèces exotiques envahissantes", "prolifération des organismes nuisibles", "prolifération des maladies émergentes", "moustique tigre"
+    ,"zoonose", "santé animale", "santé végétale", 
+    "menace zoologique", "zoonoses virales"
+    , "des maladies vectorielles"
+    , "propagation des espèces exotiues envahissantes", "prolifération des organismes nuisibles", "prolifération des maladies émergentes", "moustique tigre"
     ,"abeilles"
     ,"perte de biodiversité des sols", "baisse du stockage du carbone dans les sols", "dégradation des puits de carbone"
     , "dégradation des sols", "diminution des rendements des cultures", "perturbation du cycle de l’eau"
-    ,"Détérioration des conditions de santé"
 ],
 "biodiversité_solutions_directes": # 1.3.4.1
 [ 
@@ -388,13 +435,21 @@
     "végétalisation des villes",
     "réserve naturelle",
     "Agroforesterie",
-    "agriculture biologique",
+    "revégétalisation","renaturer",
+    "protection des côtes",
+    "réserve de biosphère",
     "agroécologie",
     "agriculture de conservation",
     "transition agroécologique",
     "pratiques agricoles durables",
     "espèces protégées",
-    "aires protégées"
+    "aires protégées",
+    "protection des espèces",
+    "protection de la barrière de corail",
+    "protection des coraux",
+    "protection du récif corallien",
+    "restauration des coraux",
+    "restauration du récif corallien "
 ],
 "biodiversité_solutions_indirectes": # 1.3.4.2
 [ 
diff --git a/test/sitemap/test_detect_keywords.py b/test/sitemap/test_detect_keywords.py
index b3c6f47d3..f1a8de25a 100644
--- a/test/sitemap/test_detect_keywords.py
+++ b/test/sitemap/test_detect_keywords.py
@@ -11,67 +11,71 @@
 original_timestamp = 1706437079004
 start = datetime.utcfromtimestamp(original_timestamp / 1000)
 
-def test_get_themes_keywords_duration():
-
-    subtitles = [{
-          "duration_ms": 34,
-          "cts_in_ms": original_timestamp,
-          "text": "gilets"
-        },
-        {
-          "duration_ms": 34,
-          "cts_in_ms": original_timestamp + 6,
-          "text": "solaires"
-        },
-        {
-          "duration_ms": 34,
-          "cts_in_ms": original_timestamp + 38,
-          "text": "jaunes"
-        },
-        {
-          "duration_ms": 34,
-          "cts_in_ms": original_timestamp + 72,
-          "text": "économie"
-        },
-        {
-          "duration_ms": 34,
-          "cts_in_ms": original_timestamp + 76,
-          "text": "circulaire"
-        },
-        {
-          "duration_ms": 34,
-          "cts_in_ms": original_timestamp + 76,
-          "text": "abusive"
-        }
-    ]
 
+subtitles = [{
+        "duration_ms": 34,
+        "cts_in_ms": original_timestamp,
+        "text": "gilets"
+    },
+    {
+        "duration_ms": 34,
+        "cts_in_ms": original_timestamp + 6,
+        "text": "solaires"
+    },
+    {
+        "duration_ms": 34,
+        "cts_in_ms": original_timestamp + 38,
+        "text": "jaunes"
+    },
+    {
+        "duration_ms": 34,
+        "cts_in_ms": original_timestamp + 72,
+        "text": "économie"
+    },
+    {
+        "duration_ms": 34,
+        "cts_in_ms": original_timestamp + 76,
+        "text": "circulaire"
+    },
+    {
+        "duration_ms": 34,
+        "cts_in_ms": original_timestamp + 76,
+        "text": "abusive"
+    }
+]
+def test_default_get_themes_keywords_duration():
     plaintext_nothing = "cheese pizza"
     assert get_themes_keywords_duration(plaintext_nothing, subtitles, start) == [None,None, None]
+   
+def test_one_theme_get_themes_keywords_duration():
     plaintext_climat = "climatique test"
     assert get_themes_keywords_duration(plaintext_climat, subtitles, start) == [["changement_climatique_constat"],[], 0]
+    
+def test_multiple_get_themes_keywords_duration():
     plaintext_multiple_themes = "climatique test bovin migrations climatiques"
     assert get_themes_keywords_duration(plaintext_multiple_themes, subtitles, start) == [["changement_climatique_constat", "changement_climatique_consequences"],[], 0]
 
+def test_nothing_get_themes_keywords_duration():
     # should not accept theme 'bus' for keyword "abusive"
     plaintext_regression_incomplete_word = "abusive"
     assert get_themes_keywords_duration(plaintext_regression_incomplete_word, subtitles, start) == [None,None, None]
     
+def test_regression_included_get_themes_keywords_duration():
     # should not accept theme 'ngt' for keyword "vingt"
     plaintext_regression_incomplete_word_ngt = "vingt"
     assert get_themes_keywords_duration(plaintext_regression_incomplete_word_ngt, subtitles, start) == [None,None, None]
     
 
+def test_three_get_themes_keywords_duration():
     assert get_themes_keywords_duration("record de température pizza adaptation au dérèglement climatique", subtitles, start) == [[
       "changement_climatique_constat"
      ,"changement_climatique_consequences"
      ,"adaptation_climatique_solutions_directes"
     ],[], 0]
 
-
-    assert get_themes_keywords_duration("il rencontre aussi une crise majeure de la pénurie de l' offre laetitia jaoude des barrages sauvages", subtitles, start) == [[
-      "changement_climatique_consequences"
-     ,"atténuation_climatique_solutions_directes"
-    ],[], 0]
+def test_long_get_themes_keywords_duration():
+    assert get_themes_keywords_duration("il rencontre aussi une crise majeure de la pénurie de l' offre laetitia jaoude des barrages sauvages", subtitles, start) == [
+    ["adaptation_climatique_solutions_indirectes"],[], 0]
 
 def test_get_cts_in_ms_for_keywords():
     str = [{
@@ -398,8 +402,9 @@ def test_is_word_in_sentence():
 def test_format_word_regex():
     assert format_word_regex("voitures") == "voitures?"
     assert format_word_regex("voiture") == "voitures?"
-    assert format_word_regex("coraux") == "coraux"
+    assert format_word_regex("coraux") == "coraux?"
     assert format_word_regex("d'eau") == "d' ?eaus?"
+    assert format_word_regex("réseaux") == "réseaux?"
 
 def test_overlap_count_keywords_duration_overlap_without_indirect():
     keywords_with_timestamp = [{
diff --git a/test/sitemap/test_main_import_api.py b/test/sitemap/test_main_import_api.py
index 9174017d7..63613684f 100644
--- a/test/sitemap/test_main_import_api.py
+++ b/test/sitemap/test_main_import_api.py
@@ -54,7 +54,7 @@ def test_second_row_api_import():
             "changement_climatique_constat",
             "changement_climatique_causes_indirectes",
             "changement_climatique_consequences",
-            "atténuation_climatique_solutions_directes"
+            "adaptation_climatique_solutions_indirectes"
         ]
 
         assert specific_keyword.keywords_with_timestamp == [ # from metabase to speedup check
@@ -69,15 +69,10 @@ def test_second_row_api_import():
                 "theme": "changement_climatique_constat"
             },
             {
-                "keyword": "puits de pétrole",
+                "keyword": "puit de pétrole",
                 "timestamp": 1707627628054,
                 "theme": "changement_climatique_causes_indirectes"
             },
-            {
-                "keyword": "pénurie",
-                "timestamp": 1707627683045,
-                "theme": "changement_climatique_consequences"
-            },
             {
                 "keyword": "submersion",
                 "timestamp": 1707627611094,
@@ -86,10 +81,11 @@ def test_second_row_api_import():
             {
                 "keyword": "barrage",
                 "timestamp": 1707627686004,
-                "theme": "atténuation_climatique_solutions_directes"
+                "theme": "adaptation_climatique_solutions_indirectes"
             }
         ]
-        assert specific_keyword.number_of_keywords == 4
+        assert specific_keyword.number_of_keywords == 3
+
 
 def test_third_row_api_import():
         primary_key = "975b41e76d298711cf55113a282e7f11c28157d761233838bb700253d47be262"
diff --git a/test/sitemap/test_mediatree.py b/test/sitemap/test_mediatree.py
index c5e11d50d..59888972c 100644
--- a/test/sitemap/test_mediatree.py
+++ b/test/sitemap/test_mediatree.py
@@ -132,7 +132,7 @@ def test_get_channels():
         assert get_channels() == ["france2"] # default for docker compose config
     else:
         assert get_channels() == ["tf1", "france2", "fr3-idf", "france5", "m6", "arte", "d8", "tmc", "bfmtv", "lci", "franceinfotv", "itele",
-        "europe1", "france-culture", "france-inter", "nrj", "rmc", "rtl", "rtl2"]
+        "europe1", "france-culture", "france-inter", "sud-radio", "rmc", "rtl", "france24"]
 
 def test_save_to_pg_keyword():
     conn = connect_to_db()