Update README.md

README.md

@@ -61,39 +61,41 @@ For more information see: [ArXiv](http://arxiv.org/abs/1111.11111)
 
 
 #### Option 2: ElasticSearch
-IP address, username and password for the es server and [Kibana](http://34.0.64.248:5601/)
+IP address, username and password for the es server and [Kibana](http://34.0.64.248:5601/):
  ```python
-  elastic_ip = '34.0.64.248:9200'
-  kibana_ip = '34.0.64.248:5601'
+elastic_ip = '34.0.64.248:9200'
+kibana_ip = '34.0.64.248:5601'
 ```
 ```python
-  es_username = 'user'
-  es_password = 'knesset'
+es_username = 'user'
+es_password = 'knesset'
  ```
+Query dataset:
  ```python
-  es = Elasticsearch(f'http://{elastic_ip}',http_auth=(es_username, es_password), timeout=100)
-  resp = es.search(index="all_features_sentences", body={"query":{"match_all": {}}})
-  print("Got %d Hits:" % resp['hits']['total']['value'])
-  for hit in resp['hits']['hits']:
-      print("id: %(sentence_id)s: speaker_name: %(speaker_name)s: sentence_text: %(sentence_text)s" % hit["_source"])
+from elasticsearch import Elasticsearch
+
+es = Elasticsearch(f'http://{elastic_ip}',http_auth=(es_username, es_password), timeout=100)
+resp = es.search(index="all_features_sentences", body={"query":{"match_all": {}}})
+print("Got %d Hits:" % resp['hits']['total']['value'])
+for hit in resp['hits']['hits']:
+    print("id: %(sentence_id)s: speaker_name: %(speaker_name)s: sentence_text: %(sentence_text)s" % hit["_source"])
  ```
 
 #### Option 3: Directly from files
  ```python
-  import json
-
-  path = <path to committee_full_sentences.jsonl> #or any other sentences jsonl file
-  with open(path, encoding="utf-8") as file:
-    for line in file:
-        try:
-            sent = json.loads(line)
-        except Exception as e:
-            print(f'couldnt load json line. error:{e}.')
-        sent_id = sent["sentence_id"]
-        sent_text = sent["sentence_text"]
-        speaker_name = sent["speaker_name"]
-        print(f"ID: {sent_id}, speaker name: {speaker_name},  text: {sent_text")
-  
+import json
+
+path = <path to committee_full_sentences.jsonl> #or any other sentences jsonl file
+with open(path, encoding="utf-8") as file:
+  for line in file:
+      try:
+          sent = json.loads(line)
+      except Exception as e:
+          print(f'couldnt load json line. error:{e}.')
+      sent_id = sent["sentence_id"]
+      sent_text = sent["sentence_text"]
+      speaker_name = sent["speaker_name"]
+      print(f"ID: {sent_id}, speaker name: {speaker_name},  text: {sent_text")
   ```
 
 ## Subsets