diff --git a/demo.py b/demo.py
index 5074b51..520be09 100644
--- a/demo.py
+++ b/demo.py
@@ -8,7 +8,14 @@
 
 
 def create_phrases_file(phrases_dir, phrases_file, dictionary_dir=ETHICS_DICTIONARY_DIR):
-    global terms_xml_path
+    """
+    Creates file for phrases based on the dictionary dir and dictionary name
+
+    creates directories if they do not exist
+    :param phrases_dir: directory holding the phrases file
+    :param phrases_file: file holding phrases file
+
+    """
     terms_xml_dir = Path(dictionary_dir, phrases_dir)
     if not terms_xml_dir.exists():
         terms_xml_dir.mkdir()
@@ -68,7 +75,7 @@ def create_and_write_list_for_fields(dict_for_entities, field, out_filename):
     run_analysis(
         get_or_create_corpus_dir(TERPENES),
         create_phrases_file("terpenes_key_phrases", "terpenes_key_phrases.xml", dictionary_dir="terpenes_dictionary"),
-        query=TERPENES,
+        query="terpenes",
         hits = 20,
     )
 
diff --git a/docanalysis/extract_entities.py b/docanalysis/extract_entities.py
index 3c3717f..2d630c3 100644
--- a/docanalysis/extract_entities.py
+++ b/docanalysis/extract_entities.py
@@ -58,7 +58,8 @@ def extract_entities_from_papers(self, corpus_path, terms_xml_path, query=None,
             self.create_project_files(query, hits, corpus_path)
         if install_ami:
             logging.info(f"installing ami3 (check whether this is a good idea)")
-            self.install_ami()
+            logging.info(f"please check independently that ami is installed")
+            # self.install_ami()
 
         logging.info(f"dict with parsed xml in {corpus_path}")
         dict_with_parsed_xml = self.make_dict_with_parsed_xml(corpus_path)
@@ -88,10 +89,15 @@ def create_project_files(self, QUERY, HITS, OUTPUT):
         os.system(f'pygetpapers -q "{QUERY}" -k {HITS} -o {OUTPUT} -x')
         os.system(f"ami -p {OUTPUT} section")
 
-    def install_ami(self):
-        os.system("git clone https://github.com/petermr/ami3.git")
-        os.system("cd ami3")
-        os.system("mvn install -Dmaven.test.skip=true")
+    """
+    removed as too complex. 
+    TODO maybe have a check that `ami` is installed, but install elsewhere
+    """
+    # def install_ami(self):
+    #     os.system("git clone https://github.com/petermr/ami3.git")
+    #     os.system("cd ami3")
+    #     os.system("mvn install -Dmaven.test.skip=true")
+
 
     def make_dict_with_parsed_xml(self, output):
 
diff --git a/pmr_demo.py b/pmr_demo.py
deleted file mode 100644
index f5327e8..0000000
--- a/pmr_demo.py
+++ /dev/null
@@ -1,24 +0,0 @@
-import os
-from docanalysis import DocAnalysis
-from pathlib import Path
-
-ethic_statement_creator = DocAnalysis()
-term_dir = Path(os.getcwd(), "terpenes_dictionary", "terpenes_key_phrases", )
-if not term_dir.exists():
-    term_dir.mkdir()
-dict_for_entities = ethic_statement_creator.extract_entities_from_papers(
-    corpus_path=Path(os.getcwd(), "corpus", "terpenes", ),
-    terms_xml_path=Path(term_dir, "terpenes_key_phrases.xml"),
-    query="terpenes",
-    hits=10,
-    make_project=True
-)
-print(f"dict {dict_for_entities}")
-list_with_orgs = ethic_statement_creator.extract_particular_fields(
-    dict_for_entities, 'ORG')
-with open('org.text', 'w') as f:
-    f.write(str(list_with_orgs))
-list_with_gpe = ethic_statement_creator.extract_particular_fields(
-    dict_for_entities, 'GPE')
-with open('GPE.text', 'w') as f:
-    f.write(str(list_with_gpe))
diff --git a/terpenes_dictionary/terpenes_key_phrases/terpenes_key_phrases.xml b/terpenes_dictionary/terpenes_key_phrases/terpenes_key_phrases.xml
new file mode 100644
index 0000000..6bafc77
--- /dev/null
+++ b/terpenes_dictionary/terpenes_key_phrases/terpenes_key_phrases.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<dictionary title="terpenes_key_phrases">
+ <entry term="menthol" name="menthol" />
+</dictionary>
\ No newline at end of file