commit a1d000d9c8733698ad9a420342ac74c9e46e7d8c
Author: Richard Wong <richard@richardwong.io>
Date:   Mon Jan 13 19:05:13 2025 +0900

    First commit
    
    - added classification-based mapping for esAppMod data

diff --git a/analysis/.gitignore b/analysis/.gitignore
new file mode 100644
index 0000000..ed8ebf5
--- /dev/null
+++ b/analysis/.gitignore
@@ -0,0 +1 @@
+__pycache__
\ No newline at end of file
diff --git a/analysis/bert_label_clustering.py b/analysis/bert_label_clustering.py
new file mode 100644
index 0000000..49e5909
--- /dev/null
+++ b/analysis/bert_label_clustering.py
@@ -0,0 +1,80 @@
+# %%
+import json
+import pandas as pd
+from utils import Retriever, cosine_similarity_chunked
+from sklearn.metrics.pairwise import cosine_similarity
+
+##########################################
+# %%
+
+# Load the JSON file
+data_path = '../esAppMod/tca_entities.json'
+with open(data_path, 'r') as file:
+    data = json.load(file)
+
+# Initialize an empty list to store the rows
+rows = []
+
+# %%
+# Loop through all entities in the JSON
+for entity in data["data"].items():
+    entity_data = entity[1]
+    entity_id = entity_data['entity_id']
+    entity_name = entity_data['entity_name']
+    
+    # Add each mention and its entity_id to the rows list
+    rows.append({"id": entity_id, "name": entity_name})
+
+# Create a DataFrame from the rows
+df = pd.DataFrame(rows)
+
+
+# %%
+# df.to_csv('entity.csv', index=False)
+
+
+# %%
+# we want to automatically identify clusters
+class Embedder():
+    input_df: pd.DataFrame
+    fold: int
+
+    def __init__(self, input_df):
+        self.input_df = input_df
+
+
+    def make_embedding(self, checkpoint_path):
+
+        def generate_input_list(df):
+            input_list = []
+            for _, row in df.iterrows():
+                desc = row['name']
+                input_list.append(desc)
+            return input_list
+
+        # prepare reference embed
+        train_data = list(generate_input_list(self.input_df))
+        # Define the directory and the pattern
+        retriever_train = Retriever(train_data, checkpoint_path)
+        retriever_train.make_embedding(batch_size=64)
+        return retriever_train.embeddings.to('cpu')
+
+# model_checkpoint = 'google-bert/bert-base-cased'
+model_checkpoint = '../train/class_bert_simple/checkpoint/checkpoint-4500'
+embedder = Embedder(input_df=df)
+embeddings = embedder.make_embedding(model_checkpoint)
+
+# %%
+similarity_matrix = cosine_similarity(embeddings)
+
+# %%
+similarity_matrix.shape
+
+# %%
+from sklearn.cluster import AgglomerativeClustering
+
+clustering = AgglomerativeClustering(metric='precomputed', linkage='average')
+clustering.fit(1 - similarity_matrix)  # Use distance = 1 - similarity
+
+print(clustering.labels_)  # Cluster assignments
+# %%
diff --git a/analysis/class_imbalance.py b/analysis/class_imbalance.py
new file mode 100644
index 0000000..a57b8fe
--- /dev/null
+++ b/analysis/class_imbalance.py
@@ -0,0 +1,17 @@
+# %%
+import pandas as pd
+import matplotlib.pyplot as plt
+
+# %%
+# import training file
+data_path = '../data_import/train.csv'
+train_df = pd.read_csv(data_path, skipinitialspace=True)
+
+
+# %%
+id_counts = train_df['entity_id'].value_counts()
+
+# %%
+
+plt.hist(id_counts, bins=50)
+# %%
diff --git a/analysis/entity_hierarchy.py b/analysis/entity_hierarchy.py
new file mode 100644
index 0000000..937aa59
--- /dev/null
+++ b/analysis/entity_hierarchy.py
@@ -0,0 +1,95 @@
+# %%
+import json
+import pandas as pd
+
+##########################################
+# %%
+
+# Load the JSON file
+data_path = '../esAppMod/tca_entities.json'
+with open(data_path, 'r') as file:
+    data = json.load(file)
+
+# Initialize an empty list to store the rows
+rows = []
+
+# %%
+# Loop through all entities in the JSON
+for entity in data["data"].items():
+    entity_data = entity[1]
+    entity_id = entity_data['entity_id']
+    entity_name = entity_data['entity_name']
+    entity_type_id = entity_data['entity_type_id']
+    entity_type_name = entity_data['entity_type_name']
+    
+    # Add each mention and its entity_id to the rows list
+    rows.append(
+        {
+        'id': entity_id,
+        'name': entity_name,
+        'type_id': entity_type_id,
+        'type_name': entity_type_name
+        })
+
+# Create a DataFrame from the rows
+df = pd.DataFrame(rows)
+
+# %%
+# df.to_csv('entity.csv', index=False)
+df
+
+# %%
+df['type_name'].value_counts()
+# %%
+df['type_id'].value_counts()
+
+# %%
+name_list = df['name'].to_list()
+# %%
+name_list
+
+# %%
+from scipy.cluster.hierarchy import dendrogram, linkage, fcluster
+import numpy as np
+
+# %%
+# Define labels
+labels = name_list
+
+# Create a prefix-based distance matrix
+def prefix_distance(label1, label2):
+    prefix1 = label1.split()
+    prefix2 = label2.split()
+    # Find common prefix length
+    common_prefix_length = len([w1 for w1, w2 in zip(prefix1, prefix2) if w1 == w2])
+    # Distance is inversely proportional to common prefix length
+    return 1.0 / (common_prefix_length + 1)
+
+# Create a pairwise distance matrix
+n = len(labels)
+distance_matrix = np.zeros((n, n))
+for i in range(n):
+    for j in range(n):
+        distance_matrix[i, j] = prefix_distance(labels[i], labels[j])
+
+# Perform hierarchical clustering
+linkage_matrix = linkage(distance_matrix, method='average')
+
+# Visualize as a dendrogram
+import matplotlib.pyplot as plt
+dendrogram(linkage_matrix, labels=labels, leaf_rotation=90, leaf_font_size=2)
+plt.title("Prefix-Based Clustering")
+plt.show()
+
+# %%
+linkage_matrix
+# %%
+# Extract flat clusters with a distance threshold
+threshold = 0.5
+clusters = fcluster(linkage_matrix, t=threshold, criterion='distance')
+
+# Display clusters
+for i, cluster_id in enumerate(clusters):
+    print(f"Label: {labels[i]}, Cluster ID: {cluster_id}")
+
+# %%
diff --git a/analysis/error_analysis.py b/analysis/error_analysis.py
new file mode 100644
index 0000000..bc066af
--- /dev/null
+++ b/analysis/error_analysis.py
@@ -0,0 +1,71 @@
+# %%
+import pandas as pd
+
+# %%
+# import training file
+data_path = '../data_import/train.csv'
+train_df = pd.read_csv(data_path, skipinitialspace=True)
+
+
+# import test file
+data_path = '../data_import/test.csv'
+test_df = pd.read_csv(data_path, skipinitialspace=True)
+
+# import entity file
+data_path = '../data_import/entity.csv'
+entity_df = pd.read_csv(data_path, skipinitialspace=True)
+id2label = {}
+for _, row in entity_df.iterrows():
+    id2label[row['id']] = row['name']
+
+
+
+
+
+# %%
+data_path = '../train/class_bert_process/classification_prediction/exports/result.csv'
+prediction_df = pd.read_csv(data_path)
+
+# %%
+predicted_entity_list = []
+for element in prediction_df['class_prediction']:
+    predicted_entity_list.append(id2label[element])
+
+prediction_df['predicted_name'] = predicted_entity_list
+# %%
+new_df = pd.concat((test_df, prediction_df ), axis=1)
+
+# %%
+mismatch_mask = new_df['entity_id'] != new_df['class_prediction']
+mismatch_df = new_df[mismatch_mask]
+
+
+# %%
+# print the top 10 offending classes
+print(mismatch_df['entity_id'].value_counts()[:10])
+
+# %%
+# Convert the whole dataframe as a string and display
+# print the mismatch_df
+print(mismatch_df.to_markdown())
+
+
+# %%
+# let us see the test mentions
+select_value = 434
+select_mask = mismatch_df['entity_id'] == select_value
+mismatch_df[select_mask]
+
+# %%
+# let us see the train mentions
+select_value = 434
+select_mask = train_df['entity_id'] == select_value
+train_df[select_mask]
+
+
+
+# %%
+mismatch_df[select_mask]['class_prediction'].to_list()
+
+# %%
+# %%
diff --git a/analysis/utils.py b/analysis/utils.py
new file mode 100644
index 0000000..98749be
--- /dev/null
+++ b/analysis/utils.py
@@ -0,0 +1,81 @@
+import torch
+from transformers import (
+    AutoTokenizer,
+    AutoModelForSequenceClassification,
+    DataCollatorWithPadding,
+)
+import torch.nn.functional as F
+
+
+
+class Retriever:
+    def __init__(self, input_texts, model_checkpoint):
+        # we need to generate the embedding from list of input strings
+        self.embeddings = []
+        self.inputs = input_texts
+        model_checkpoint = model_checkpoint 
+        self.tokenizer = AutoTokenizer.from_pretrained(model_checkpoint, return_tensors="pt", clean_up_tokenization_spaces=True)
+
+        model = AutoModelForSequenceClassification.from_pretrained(model_checkpoint)
+        self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+        # device = "cpu"
+        model.to(self.device)
+        self.model = model.eval()
+
+
+    def make_embedding(self, batch_size=64):
+        all_embeddings = self.embeddings
+        input_texts = self.inputs
+
+        for i in range(0, len(input_texts), batch_size):
+            batch_texts = input_texts[i:i+batch_size]
+            # Tokenize the input text
+            inputs = self.tokenizer(batch_texts, return_tensors="pt", padding=True, truncation=True, max_length=64)
+            input_ids = inputs.input_ids.to(self.device)
+            attention_mask = inputs.attention_mask.to(self.device)
+
+
+            # Pass the input through the encoder and retrieve the embeddings
+            with torch.no_grad():
+                encoder_outputs = self.model(input_ids, attention_mask=attention_mask, output_hidden_states=True)
+                # get last layer
+                embeddings = encoder_outputs.hidden_states[-1]
+                # get cls token embedding
+                cls_embeddings = embeddings[:, 0, :]  # Shape: (batch_size, hidden_size)
+                all_embeddings.append(cls_embeddings)
+        
+        # remove the batch list and makes a single large tensor, dim=0 increases row-wise
+        all_embeddings = torch.cat(all_embeddings, dim=0)
+
+        self.embeddings = all_embeddings
+
+def cosine_similarity_chunked(batch1, batch2, chunk_size=1024):
+    device = 'cuda'
+    batch1_size = batch1.size(0)
+    batch2_size = batch2.size(0)
+    batch2.to(device)
+    
+    # Prepare an empty tensor to store results
+    cos_sim = torch.empty(batch1_size, batch2_size, device=device)
+
+    # Process batch1 in chunks
+    for i in range(0, batch1_size, chunk_size):
+        batch1_chunk = batch1[i:i + chunk_size]  # Get chunk of batch1
+        
+        batch1_chunk.to(device)
+        # Expand batch1 chunk and entire batch2 for comparison
+        # batch1_chunk_exp = batch1_chunk.unsqueeze(1)  # Shape: (chunk_size, 1, seq_len)
+        # batch2_exp = batch2.unsqueeze(0)  # Shape: (1, batch2_size, seq_len)
+        batch2_norms = batch2.norm(dim=1, keepdim=True)
+
+        
+        # Compute cosine similarity for the chunk and store it in the final tensor
+        # cos_sim[i:i + chunk_size] = F.cosine_similarity(batch1_chunk_exp, batch2_exp, dim=-1)
+
+        # Compute cosine similarity by matrix multiplication and normalizing
+        sim_chunk = torch.mm(batch1_chunk, batch2.T) / (batch1_chunk.norm(dim=1, keepdim=True) * batch2_norms.T + 1e-8)
+        
+        # Store the results in the appropriate part of the final tensor
+        cos_sim[i:i + chunk_size] = sim_chunk
+    
+    return cos_sim
\ No newline at end of file
diff --git a/data_import/.gitignore b/data_import/.gitignore
new file mode 100644
index 0000000..16f2dc5
--- /dev/null
+++ b/data_import/.gitignore
@@ -0,0 +1 @@
+*.csv
\ No newline at end of file
diff --git a/data_import/entity_label.py b/data_import/entity_label.py
new file mode 100644
index 0000000..7e2bb0d
--- /dev/null
+++ b/data_import/entity_label.py
@@ -0,0 +1,41 @@
+# %%
+import json
+import pandas as pd
+
+##########################################
+# %%
+
+# Load the JSON file
+data_path = '../esAppMod/tca_entities.json'
+with open(data_path, 'r') as file:
+    data = json.load(file)
+
+# Initialize an empty list to store the rows
+rows = []
+
+# %%
+# Loop through all entities in the JSON
+for entity in data["data"].items():
+    entity_data = entity[1]
+    entity_id = entity_data['entity_id']
+    entity_name = entity_data['entity_name']
+    entity_type_id = entity_data['entity_type_id']
+    entity_type_name = entity_data['entity_type_name']
+    
+    # Add each mention and its entity_id to the rows list
+    rows.append(
+        {
+        'id': entity_id,
+        'name': entity_name,
+        'type_id': entity_type_id,
+        'type_name': entity_type_name
+        })
+
+# Create a DataFrame from the rows
+df = pd.DataFrame(rows)
+
+# %%
+df.to_csv('entity.csv', index=False)
+
+
+# %%
diff --git a/data_import/process_data.py b/data_import/process_data.py
new file mode 100644
index 0000000..f6d3d2e
--- /dev/null
+++ b/data_import/process_data.py
@@ -0,0 +1,85 @@
+# %%
+import json
+import pandas as pd
+
+##########################################
+# %%
+# import entity information
+
+# %%
+data_path = 'entity.csv'
+entity_df = pd.read_csv(data_path, skipinitialspace=True)
+id2label = {}
+for _, row in entity_df.iterrows():
+    id2label[row['id']] = row['name']
+
+
+# Load the JSON file
+data_path = '../esAppMod/train.json'
+with open(data_path, 'r') as file:
+    data = json.load(file)
+
+# Initialize an empty list to store the rows
+rows = []
+
+# Loop through all entities in the JSON
+for entity_key, entity_data in data["data"].items():
+    mentions = entity_data["mentions"]
+    entity_id = entity_data["entity_id"]
+    entity_name = id2label[entity_id]
+    
+    # Add each mention and its entity_id to the rows list
+    for mention in mentions:
+        rows.append(
+            {
+                "mention": mention,
+                "entity_id": entity_id,
+                "entity_name": entity_name
+            })
+
+# Create a DataFrame from the rows
+train_df = pd.DataFrame(rows)
+
+train_class_set = set(train_df['entity_id'].to_list())
+
+# %%
+train_df.to_csv('train.csv', index=False)
+##########################################
+# %%
+# Load the JSON file
+data_path = '../esAppMod/infer.json'
+with open(data_path, 'r') as file:
+    data = json.load(file)
+
+# Initialize an empty list to store the rows
+rows = []
+
+# Loop through all entities in the JSON
+for entity_key, entity_data in data["data"].items():
+    mention = entity_data["mention"]
+    entity_id = entity_data["entity_id"]
+    entity_name = id2label[entity_id]
+    
+    # Add each mention and its entity_id to the rows list
+    rows.append(
+        {
+            "mention": mention,
+            "entity_id": entity_id,
+            "entity_name": entity_name
+        })
+
+
+
+# Create a DataFrame from the rows
+test_df = pd.DataFrame(rows)
+
+test_class_set = (set(test_df['entity_id'].to_list()))
+
+# %%
+test_df.to_csv('test.csv', index=False)
+
+# %%
+# this shows that the training data can be found in the train set
+test_class_set - train_class_set 
+
+# %%
diff --git a/esAppMod/infer.json b/esAppMod/infer.json
new file mode 100644
index 0000000..367bd67
--- /dev/null
+++ b/esAppMod/infer.json
@@ -0,0 +1,9763 @@
+{
+    "label_type": "int",
+    "label": "entity_id",
+    "data_type": "strings",
+    "data": {
+        "0": {
+            "mention": "DOT NET",
+            "entity_id": 497
+        },
+        "1": {
+            "mention": ".NET 4.0",
+            "entity_id": 497
+        },
+        "2": {
+            "mention": "Dot net - FW 4",
+            "entity_id": 497
+        },
+        "3": {
+            "mention": ".Net 4.7.1 Enterprise Lib",
+            "entity_id": 497
+        },
+        "4": {
+            "mention": ".Net 3.5",
+            "entity_id": 497
+        },
+        "5": {
+            "mention": ".NET4.5",
+            "entity_id": 497
+        },
+        "6": {
+            "mention": ".NET Framework 4.x",
+            "entity_id": 497
+        },
+        "7": {
+            "mention": "Microsoft - Microsoft .NET Framework 2",
+            "entity_id": 497
+        },
+        "8": {
+            "mention": "Microsoft - Microsoft .NET Framework 3.5",
+            "entity_id": 497
+        },
+        "9": {
+            "mention": ".NET 3.0",
+            "entity_id": 497
+        },
+        "10": {
+            "mention": "Dot Net Framework 3.5",
+            "entity_id": 497
+        },
+        "11": {
+            "mention": ".NET",
+            "entity_id": 497
+        },
+        "12": {
+            "mention": ".NET 4",
+            "entity_id": 497
+        },
+        "13": {
+            "mention": ".Net 4.5.2 Enterprise Lib",
+            "entity_id": 497
+        },
+        "14": {
+            "mention": ".NET2.0",
+            "entity_id": 497
+        },
+        "15": {
+            "mention": "DOTNET",
+            "entity_id": 497
+        },
+        "16": {
+            "mention": "Microsoft .NET Release 1.1",
+            "entity_id": 497
+        },
+        "17": {
+            "mention": ".Net 4.5",
+            "entity_id": 497
+        },
+        "18": {
+            "mention": ".NET 2.0",
+            "entity_id": 497
+        },
+        "19": {
+            "mention": ".Net Framework 4.5",
+            "entity_id": 497
+        },
+        "20": {
+            "mention": "Microsoft .NET 4.0",
+            "entity_id": 497
+        },
+        "21": {
+            "mention": ".net 2017",
+            "entity_id": 497
+        },
+        "22": {
+            "mention": ".Net framework",
+            "entity_id": 497
+        },
+        "23": {
+            "mention": "Microsoft .NET Framework 4.5",
+            "entity_id": 497
+        },
+        "24": {
+            "mention": ".net 4.0 Framework",
+            "entity_id": 497
+        },
+        "25": {
+            "mention": "Microsoft.NET 2.0",
+            "entity_id": 497
+        },
+        "26": {
+            "mention": ".Net 4.5.2",
+            "entity_id": 497
+        },
+        "27": {
+            "mention": ".NET 4.6",
+            "entity_id": 497
+        },
+        "28": {
+            "mention": "Microsoft - Microsoft .NET Framework 4",
+            "entity_id": 497
+        },
+        "29": {
+            "mention": ".NET4.6",
+            "entity_id": 497
+        },
+        "30": {
+            "mention": "Microsoft - Microsoft .NET Framework 4.5",
+            "entity_id": 497
+        },
+        "31": {
+            "mention": "Dot Net Framework 4.5",
+            "entity_id": 497
+        },
+        "32": {
+            "mention": "Microsoft - Microsoft .NET Framework 3",
+            "entity_id": 497
+        },
+        "33": {
+            "mention": "Microsoft - Microsoft .Net Framework 1",
+            "entity_id": 497
+        },
+        "34": {
+            "mention": "Microsoft .NET Release 4.6",
+            "entity_id": 497
+        },
+        "35": {
+            "mention": ".net Framework 3.5 SP1",
+            "entity_id": 497
+        },
+        "36": {
+            "mention": "Microsoft.net",
+            "entity_id": 497
+        },
+        "37": {
+            "mention": "Microsoft .NET",
+            "entity_id": 497
+        },
+        "38": {
+            "mention": "Microsoft .NET Release 2.0",
+            "entity_id": 497
+        },
+        "39": {
+            "mention": "Dot Net 2.0",
+            "entity_id": 497
+        },
+        "40": {
+            "mention": "APACHE LOG4NET",
+            "entity_id": 483
+        },
+        "41": {
+            "mention": "LOG4NET",
+            "entity_id": 483
+        },
+        "42": {
+            "mention": "Magik",
+            "entity_id": 484
+        },
+        "43": {
+            "mention": "WCF",
+            "entity_id": 485
+        },
+        "44": {
+            "mention": "Windows Communication Foundation",
+            "entity_id": 485
+        },
+        "45": {
+            "mention": "WWF",
+            "entity_id": 486
+        },
+        "46": {
+            "mention": "Windows Workflow Foundation",
+            "entity_id": 486
+        },
+        "47": {
+            "mention": "Ejes",
+            "entity_id": 1
+        },
+        "48": {
+            "mention": "(UNIRITA) A-AUTO 7.2.2",
+            "entity_id": 2
+        },
+        "49": {
+            "mention": "A-AUTO",
+            "entity_id": 2
+        },
+        "50": {
+            "mention": "Active Directoy",
+            "entity_id": 498
+        },
+        "51": {
+            "mention": "Active Server Page",
+            "entity_id": 592
+        },
+        "52": {
+            "mention": "ASPNet",
+            "entity_id": 592
+        },
+        "53": {
+            "mention": "Microsoft Active Server Pages 6.0",
+            "entity_id": 592
+        },
+        "54": {
+            "mention": "APSX",
+            "entity_id": 592
+        },
+        "55": {
+            "mention": "ASP .NET",
+            "entity_id": 592
+        },
+        "56": {
+            "mention": "Microsoft Active Server Pages",
+            "entity_id": 592
+        },
+        "57": {
+            "mention": "Microsoft ASP files",
+            "entity_id": 592
+        },
+        "58": {
+            "mention": "ASP",
+            "entity_id": 592
+        },
+        "59": {
+            "mention": "Classic ASP",
+            "entity_id": 592
+        },
+        "60": {
+            "mention": "Classis ASP",
+            "entity_id": 592
+        },
+        "61": {
+            "mention": "ASP 3.0",
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+            "mention": "VMware Photon 1",
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+        "864": {
+            "mention": "RED HAT ENTERPRISE LINUX",
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+            "mention": "RED HAT ENTERPRISE LINUX 5.10",
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+            "mention": "RED HAT ENTERPRISE LINUX 5.11 - 5.11",
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+        "2073": {
+            "mention": "Window server 2008 R2",
+            "entity_id": 452
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+        "2074": {
+            "mention": "Microsoft Windows Server 2003 Enterprise Edition Version 5.2.3790 [Build 3790]",
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+        "2075": {
+            "mention": "Windows 2003 Server R2",
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+        "2076": {
+            "mention": "Windows Server 2012 R21",
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+        "2077": {
+            "mention": "Microsoft Windows Server 2003 R2 Standard",
+            "entity_id": 452
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+        "2078": {
+            "mention": "Windows Server 2012 R6",
+            "entity_id": 452
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+        "2079": {
+            "mention": "Windows Server 2012 R27",
+            "entity_id": 452
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+        "2080": {
+            "mention": "Windows 2008 Standard without Hyper-V6.0.6003",
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+        "2081": {
+            "mention": "WINDOWS SERVER 2012 R2 - Server 2012 R2",
+            "entity_id": 452
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+        "2082": {
+            "mention": "Windows 2008 R2 Server",
+            "entity_id": 452
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+        "2083": {
+            "mention": "Microsoft Windows Server 2003 Standard (32-bit)",
+            "entity_id": 452
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+        "2084": {
+            "mention": "Windows 2012 R2 Datacenter",
+            "entity_id": 452
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+        "2085": {
+            "mention": "Microsoft(R) Windows(R) Server 2003 Enterprise x64 Edition R2 Service Pack 2, 64-bit version",
+            "entity_id": 452
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+        "2086": {
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+            "entity_id": 452
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+        "2087": {
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+            "entity_id": 452
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+        "2088": {
+            "mention": "WINDOWS6.3.9600 Server 2012 R2 DC x64",
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+        "2089": {
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+            "entity_id": 452
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+        "2090": {
+            "mention": "WINDOWS 6.1.7601 Server 2008 R2 Ent x64 SP 1",
+            "entity_id": 452
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+        "2091": {
+            "mention": "WINDOWS SERVER 2012 R2 DATACENTER 6.3",
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+        "2092": {
+            "mention": "Microsoft Windows Server 2012",
+            "entity_id": 452
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+        "2093": {
+            "mention": "Windows Server 2012",
+            "entity_id": 452
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+        "2094": {
+            "mention": "Windows server Standard SP2",
+            "entity_id": 452
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+        "2095": {
+            "mention": "WINDOWS 2003 R2 SERVER ENTERPRISE EDITION",
+            "entity_id": 452
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+        "2096": {
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+            "entity_id": 452
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+        "2097": {
+            "mention": "W2K8R2 Standard 64 BIT",
+            "entity_id": 452
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+        "2099": {
+            "mention": "Windows 2008 Standard6.0.6003",
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+        "2100": {
+            "mention": "Windows2008 R2 Enterprise 64bit",
+            "entity_id": 452
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+        "2101": {
+            "mention": "WINDOWS 2012 R2 SERVER STANDARD EDITION X64",
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+            "mention": "Windows Server 2000 Professional",
+            "entity_id": 452
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+        "2103": {
+            "mention": "Microsoft Windows Server 2008 (64-bit)",
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+        "2104": {
+            "mention": "WINDOWS SERVER 2003 R2 ENTERPRISE 5.2",
+            "entity_id": 452
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+        "2105": {
+            "mention": "Win2008R2",
+            "entity_id": 452
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+        "2106": {
+            "mention": "Microsoft Windows Server 2003 Web Edition (32-bit)",
+            "entity_id": 452
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+        "2107": {
+            "mention": "Windows 2008 Standard 64 Bit",
+            "entity_id": 452
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+        "2108": {
+            "mention": "Microsoft Windows Server 2008 R2 Enterprise Version 6.1.7601 [Build 7601]",
+            "entity_id": 452
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+        "2109": {
+            "mention": "Windows Server 2003 Appliance",
+            "entity_id": 452
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+        "2110": {
+            "mention": "Windows server 2012 R2 Standared",
+            "entity_id": 452
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+        "2111": {
+            "mention": "Windows 2008 ENT R2 (64 bits)",
+            "entity_id": 452
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+        "2112": {
+            "mention": "Windows Server 2003 (32-bit)",
+            "entity_id": 452
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+        "2113": {
+            "mention": "Microsoft Windows Server 2003 Enterprise",
+            "entity_id": 452
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+        "2114": {
+            "mention": "WIN2008R2 6.1.7601",
+            "entity_id": 452
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+        "2115": {
+            "mention": "Microsoft Windows Server 2012 R2 Datacenter",
+            "entity_id": 452
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+        "2116": {
+            "mention": "microsoft windows std 2012  tpm",
+            "entity_id": 452
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+        "2117": {
+            "mention": "Windows Server 2012 R2 Standardx64",
+            "entity_id": 452
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+        "2118": {
+            "mention": "microsoft windows 2008",
+            "entity_id": 452
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+        "2119": {
+            "mention": "Microsoft Windows Server 2016 (64-bit)",
+            "entity_id": 452
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+        "2120": {
+            "mention": "Windows 2008 Standard 32 Bit",
+            "entity_id": 452
+        },
+        "2121": {
+            "mention": "Microsoft Windows 2008 R2 Standard",
+            "entity_id": 452
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+        "2122": {
+            "mention": "Microsoft Windows 2000 Server Service Pack 4",
+            "entity_id": 452
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+        "2123": {
+            "mention": "Microsoft Windows Server 2003 Enterprise x64 Edition Version 5.2.3790 [Build 3790]",
+            "entity_id": 452
+        },
+        "2124": {
+            "mention": "Microsoft Windows Storage Server 2012 Standard",
+            "entity_id": 452
+        },
+        "2125": {
+            "mention": "Microsoft Windows Server 2003 Standard x64",
+            "entity_id": 452
+        },
+        "2126": {
+            "mention": "Window2008 R2",
+            "entity_id": 452
+        },
+        "2127": {
+            "mention": "Microsoft Windows NT Server Version 4.0.1381 [Build 1381]",
+            "entity_id": 452
+        },
+        "2128": {
+            "mention": "Windows Server 2003 Ent",
+            "entity_id": 452
+        },
+        "2129": {
+            "mention": "Windows Server 2000 Standard R2",
+            "entity_id": 452
+        },
+        "2130": {
+            "mention": "Windows 2008 Standard",
+            "entity_id": 452
+        },
+        "2131": {
+            "mention": "Microsoft Windows Server 2008 R2",
+            "entity_id": 452
+        },
+        "2132": {
+            "mention": "Microsoft Windows Server 2003 Standard Edition Version 5.2.3790 [Build 3790]",
+            "entity_id": 452
+        },
+        "2133": {
+            "mention": "Windows Server 2003;",
+            "entity_id": 452
+        },
+        "2134": {
+            "mention": "WS03",
+            "entity_id": 452
+        },
+        "2135": {
+            "mention": "WINDOWS 6.0.6002 Server 2008 Ent x64 SP 2",
+            "entity_id": 452
+        },
+        "2136": {
+            "mention": "Windows 2008 Enterprise x64",
+            "entity_id": 452
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+        "2137": {
+            "mention": "Microsoft Windows Server 2003",
+            "entity_id": 452
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+        "2138": {
+            "mention": "Windows Server 2008 Enterprise",
+            "entity_id": 452
+        },
+        "2139": {
+            "mention": "Windows Server 2008 Standard",
+            "entity_id": 452
+        },
+        "2140": {
+            "mention": "windows server 2008 r2",
+            "entity_id": 452
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+        "2141": {
+            "mention": "Windows 2008 R2 Enterprise",
+            "entity_id": 452
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+        "2142": {
+            "mention": "Windows Server 2003 Std 32-bit",
+            "entity_id": 452
+        },
+        "2143": {
+            "mention": "Windows 2008 R2 Standard 64bit",
+            "entity_id": 452
+        },
+        "2144": {
+            "mention": "Microsoft Windows Server 2008 (32-bit)",
+            "entity_id": 452
+        },
+        "2145": {
+            "mention": "MS WINDOWS SERVER 08",
+            "entity_id": 452
+        },
+        "2146": {
+            "mention": "Microsoft Windows 2003 R2 Standard",
+            "entity_id": 452
+        },
+        "2147": {
+            "mention": "Windows Server 2012 R25",
+            "entity_id": 452
+        },
+        "2148": {
+            "mention": "MICROSOFT WINDOWS NT 2003 TPM",
+            "entity_id": 452
+        },
+        "2149": {
+            "mention": "Win Server 2008",
+            "entity_id": 452
+        },
+        "2150": {
+            "mention": "Windows 2003 R2 Standard 64 Bit",
+            "entity_id": 452
+        },
+        "2151": {
+            "mention": "WINDOWS 5.2.3790 Server 2003 Ent SP 2",
+            "entity_id": 452
+        },
+        "2152": {
+            "mention": "WIN2014",
+            "entity_id": 452
+        },
+        "2153": {
+            "mention": "Windows Server 2012 R19",
+            "entity_id": 452
+        },
+        "2154": {
+            "mention": "Microsoft Windows Server 2012 R2 Standard Version 6.3.9600 [Build 9600]",
+            "entity_id": 452
+        },
+        "2155": {
+            "mention": "Windows Server 2008 R2 Ent 64-bit",
+            "entity_id": 452
+        },
+        "2156": {
+            "mention": "Win 2012 R2",
+            "entity_id": 452
+        },
+        "2157": {
+            "mention": "Microsoft Windows Server 2008 Enterprise",
+            "entity_id": 452
+        },
+        "2158": {
+            "mention": "WINDOWS 6.3.9600 Server 2012 R2 DC x64",
+            "entity_id": 452
+        },
+        "2159": {
+            "mention": "Windows Server 2012 R24",
+            "entity_id": 452
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+        "2160": {
+            "mention": "Win Server",
+            "entity_id": 452
+        },
+        "2161": {
+            "mention": "Windows 2008 Standard R2 x64",
+            "entity_id": 452
+        },
+        "2162": {
+            "mention": "Windows Server 2008 R2 Enterprise x64",
+            "entity_id": 452
+        },
+        "2163": {
+            "mention": "Windows server 2008 Dual processor Intel Xeon x5660 @2.80 GHz 6196 MB memory installed",
+            "entity_id": 452
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+        "2164": {
+            "mention": "Windows2012",
+            "entity_id": 452
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+        "2165": {
+            "mention": "Windows 2008 R2 Standard6.1.7601",
+            "entity_id": 452
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+        "2166": {
+            "mention": "Windows 2016",
+            "entity_id": 452
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+        "2167": {
+            "mention": "Windows 2008 R2 Standard",
+            "entity_id": 452
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+        "2168": {
+            "mention": "Windows Server 2008 R2 64Bit",
+            "entity_id": 452
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+        "2169": {
+            "mention": "Windows Server 2012 R14",
+            "entity_id": 452
+        },
+        "2170": {
+            "mention": "Windows Storage Server 2008 Standard R2",
+            "entity_id": 452
+        },
+        "2171": {
+            "mention": "Windows Server 2008 Standard R2",
+            "entity_id": 452
+        },
+        "2172": {
+            "mention": "Microsoft Windows Server 2003 (32-bit)",
+            "entity_id": 452
+        },
+        "2173": {
+            "mention": "Windows OS 2008 Server R2",
+            "entity_id": 452
+        },
+        "2174": {
+            "mention": "Microsoft Microsoft Windows Server 2008 R2 Standard",
+            "entity_id": 452
+        },
+        "2175": {
+            "mention": "Windows Server 28 R2",
+            "entity_id": 452
+        },
+        "2176": {
+            "mention": "WINDOWS 2003 SERVER ENTERPRISE EDITION",
+            "entity_id": 452
+        },
+        "2177": {
+            "mention": "Microsoft Windows Server 2003 (64-bit)",
+            "entity_id": 452
+        },
+        "2178": {
+            "mention": "Windows Server 2008 (32-bit)",
+            "entity_id": 452
+        },
+        "2179": {
+            "mention": "Windows Server 2003 Std 64-bit",
+            "entity_id": 452
+        },
+        "2180": {
+            "mention": "Windows 2012 R2",
+            "entity_id": 452
+        },
+        "2181": {
+            "mention": "Wintel",
+            "entity_id": 452
+        },
+        "2182": {
+            "mention": "Windows Server 2003",
+            "entity_id": 452
+        },
+        "2183": {
+            "mention": "Windows Server 2003 Enterprise",
+            "entity_id": 452
+        },
+        "2184": {
+            "mention": "Microsoft Windows Server 2012 Standard",
+            "entity_id": 452
+        },
+        "2185": {
+            "mention": "Windows 2000 Standard Server SP4",
+            "entity_id": 452
+        },
+        "2186": {
+            "mention": "WINDOWS6.3.9600 Server 2012 R2 Std x64",
+            "entity_id": 452
+        },
+        "2187": {
+            "mention": "Microsoft Windows 2000 Server Version 5.0.2195 [Build 2195]",
+            "entity_id": 452
+        },
+        "2188": {
+            "mention": "Microsoft Windows Server 2016 St",
+            "entity_id": 452
+        },
+        "2189": {
+            "mention": "WINDOWS SERVER 2008 ENTERPRISE 6.0",
+            "entity_id": 452
+        },
+        "2190": {
+            "mention": "Windows Server 2008 R2 Std",
+            "entity_id": 452
+        },
+        "2191": {
+            "mention": "Windows 2003 Enterprise5.2.3790",
+            "entity_id": 452
+        },
+        "2192": {
+            "mention": "WINDOWS 2012",
+            "entity_id": 452
+        },
+        "2193": {
+            "mention": "Windows 2008 R2 OS",
+            "entity_id": 452
+        },
+        "2194": {
+            "mention": "Microsoft Windows Server 2008 R2 Enterprise Service Pack 1, 64-bit version",
+            "entity_id": 452
+        },
+        "2195": {
+            "mention": "Windows Server 2008 Enterprise x64",
+            "entity_id": 452
+        },
+        "2196": {
+            "mention": "Windows 2003 Standard R2",
+            "entity_id": 452
+        },
+        "2197": {
+            "mention": "Windows 2008 R2 Enterprise6.1.7601",
+            "entity_id": 452
+        },
+        "2198": {
+            "mention": "Windows 2003 Standard 32 Bit",
+            "entity_id": 452
+        },
+        "2199": {
+            "mention": "WINDOWS SERVER 2003 APPLIANCE 5.2",
+            "entity_id": 452
+        },
+        "2200": {
+            "mention": "Windows Server 2003 Std",
+            "entity_id": 452
+        },
+        "2201": {
+            "mention": "WS08R2",
+            "entity_id": 452
+        },
+        "2202": {
+            "mention": "Windows Storage Server 2012 Standard",
+            "entity_id": 452
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+        "2203": {
+            "mention": "WINDOWS SERVER 2003 STANDARD 5.2",
+            "entity_id": 452
+        },
+        "2204": {
+            "mention": "Windows 2008 Enterprise 64 Bit",
+            "entity_id": 452
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+        "2205": {
+            "mention": "Microsoft Windows Server 2012 R2 for Microsoft Windows Server 2012 R2 Standard",
+            "entity_id": 452
+        },
+        "2206": {
+            "mention": "Windows Server 2000 Advanced",
+            "entity_id": 452
+        },
+        "2207": {
+            "mention": "Microsoft Windows Server 2008 R2 Enterprise x64 Edition",
+            "entity_id": 452
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+        "2208": {
+            "mention": "WINDOWS 2008 R2 SERVER ENTERPRISE EDITION X64",
+            "entity_id": 452
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+        "2209": {
+            "mention": "Windows Server 2008 32-bit",
+            "entity_id": 452
+        },
+        "2210": {
+            "mention": "Windows Server 2003 Web Edition",
+            "entity_id": 452
+        },
+        "2211": {
+            "mention": "WINDOWS SERVER 2012 R2",
+            "entity_id": 452
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+        "2212": {
+            "mention": "Microsoft Windows 2012 R2 Server Standard",
+            "entity_id": 452
+        },
+        "2213": {
+            "mention": "w2k8r2sp1",
+            "entity_id": 452
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+        "2214": {
+            "mention": "Microsoft Windows Server 2008 Standard",
+            "entity_id": 452
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+        "2215": {
+            "mention": "Windows Server 2003 Service Pack 2",
+            "entity_id": 452
+        },
+        "2216": {
+            "mention": "Microsoft Windows Server 2008 R2 Standa",
+            "entity_id": 452
+        },
+        "2217": {
+            "mention": "Win 2003",
+            "entity_id": 452
+        },
+        "2218": {
+            "mention": "Windows Server 2012 R29",
+            "entity_id": 452
+        },
+        "2219": {
+            "mention": "Microsoft - Windows server 2008 - Service Pack 2",
+            "entity_id": 452
+        },
+        "2220": {
+            "mention": "Microsoft Windows Server 2003 Enterprise x64",
+            "entity_id": 452
+        },
+        "2221": {
+            "mention": "Microsoft(R) Windows(R) Server 2003, Enterprise Edition R2 Service Pack 2, 32-bit version",
+            "entity_id": 452
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+        "2222": {
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+            "entity_id": 452
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+        "2223": {
+            "mention": "WINDOWS SERVER 2012 R2 STANDARD 6.3",
+            "entity_id": 452
+        },
+        "2224": {
+            "mention": "Windows Server 2008 Enterprise R2",
+            "entity_id": 452
+        },
+        "2225": {
+            "mention": "Microsoft Windows Server 2008 R2 Enterprise",
+            "entity_id": 452
+        },
+        "2226": {
+            "mention": "Windows 2008 R2 Standard 64-bit",
+            "entity_id": 452
+        },
+        "2227": {
+            "mention": "Microsoft Windows Server 2008 R2 (64-bit)",
+            "entity_id": 452
+        },
+        "2228": {
+            "mention": "Windows 2003 Enterprise 32-bit",
+            "entity_id": 452
+        },
+        "2229": {
+            "mention": "Microsoft - Microsoft Windows Server 2012 for Microsoft Windows Server 2012 Standard 6.2",
+            "entity_id": 452
+        },
+        "2230": {
+            "mention": "Windows 2012 Storage R2",
+            "entity_id": 452
+        },
+        "2231": {
+            "mention": "Windows server 2008 Dual processor Intel Xeon x5660 @2.80 GHz 4096 MB memory installed",
+            "entity_id": 452
+        },
+        "2232": {
+            "mention": "Microsoft - Windows Server 2012 R2 - 6.3",
+            "entity_id": 452
+        },
+        "2233": {
+            "mention": "Windows Server 2012 R5",
+            "entity_id": 452
+        },
+        "2234": {
+            "mention": "Microsoft Windows Server 2012 (64-bit)",
+            "entity_id": 452
+        },
+        "2235": {
+            "mention": "MICROSOFT WINDOWS NT 2003 ENT TPM",
+            "entity_id": 452
+        },
+        "2236": {
+            "mention": "Windows 2012 Server R2",
+            "entity_id": 452
+        },
+        "2237": {
+            "mention": "Windows 2016 Standard10.0.14393",
+            "entity_id": 452
+        },
+        "2238": {
+            "mention": "Microsoft Microsoft Windows Server 2012 R2 Standard",
+            "entity_id": 452
+        },
+        "2239": {
+            "mention": "Windows Server 2003 Ent 64-bit",
+            "entity_id": 452
+        },
+        "2240": {
+            "mention": "MICROSOFT WINDOWS 2003",
+            "entity_id": 452
+        },
+        "2241": {
+            "mention": "WINDOWS 2003 SERVER ENTERPRISE EDITION X64",
+            "entity_id": 452
+        },
+        "2242": {
+            "mention": "Windows 2012 Standard R2",
+            "entity_id": 452
+        },
+        "2243": {
+            "mention": "WINDOWS 2000 ADVANCED SERVER 5.0",
+            "entity_id": 452
+        },
+        "2244": {
+            "mention": "Microsoft Windows NT 4.0 Server",
+            "entity_id": 452
+        },
+        "2245": {
+            "mention": "Windows Server2012 R2",
+            "entity_id": 452
+        },
+        "2246": {
+            "mention": "Win Server 2008 R2",
+            "entity_id": 452
+        },
+        "2247": {
+            "mention": "Microsoft Windows Server 2008 Enterprise Service Pack 2",
+            "entity_id": 452
+        },
+        "2248": {
+            "mention": "MICROSOFT WINDOWS STD 2012 TPM",
+            "entity_id": 452
+        },
+        "2249": {
+            "mention": "Windows 2003 Enterprise 32 Bit",
+            "entity_id": 452
+        },
+        "2250": {
+            "mention": "Windows 2008 Enterprise R2",
+            "entity_id": 452
+        },
+        "2251": {
+            "mention": "Windows 2008",
+            "entity_id": 452
+        },
+        "2252": {
+            "mention": "Microsoft Microsoft Windows 2008 R2",
+            "entity_id": 452
+        },
+        "2253": {
+            "mention": "WINDOWS 2003 SERVER STANDARD EDITION",
+            "entity_id": 452
+        },
+        "2254": {
+            "mention": "windows server",
+            "entity_id": 452
+        },
+        "2255": {
+            "mention": "Microsoft Windows Server 2008",
+            "entity_id": 452
+        },
+        "2256": {
+            "mention": "Microsoft(R) Windows(R) Server 2003 Enterprise x64 Edition",
+            "entity_id": 452
+        },
+        "2257": {
+            "mention": "Win Server 2012",
+            "entity_id": 452
+        },
+        "2258": {
+            "mention": "Windows 2016 Standard",
+            "entity_id": 452
+        },
+        "2259": {
+            "mention": "Microsoft Windows Server 2003 Standard (64-bit)",
+            "entity_id": 452
+        },
+        "2260": {
+            "mention": "Microsoft Windows Server 2008 R2 Standard. Service Pack 1",
+            "entity_id": 452
+        },
+        "2261": {
+            "mention": "Windows 2000 Server Service Pack 4",
+            "entity_id": 452
+        },
+        "2262": {
+            "mention": "Windows Server 2003 R2 Ent 64-bit",
+            "entity_id": 452
+        },
+        "2263": {
+            "mention": "Windows Server 2012 r2 64bit",
+            "entity_id": 452
+        },
+        "2264": {
+            "mention": "Windows 2008 Enterprise 64-bit",
+            "entity_id": 452
+        },
+        "2265": {
+            "mention": "Microsoft Windows Server 2012 R2 Standard",
+            "entity_id": 452
+        },
+        "2266": {
+            "mention": "Windows Server 2012 R15",
+            "entity_id": 452
+        },
+        "2267": {
+            "mention": "Windows 2003 Standard 5.2.3790 Service Pack 2",
+            "entity_id": 452
+        },
+        "2268": {
+            "mention": "Windows 2012 Standard6.2.9200",
+            "entity_id": 452
+        },
+        "2269": {
+            "mention": "MICROSOFT WINDOWS 2016 TPM",
+            "entity_id": 452
+        },
+        "2270": {
+            "mention": "Microsoft Windows Server 2016 or later (64-bit)",
+            "entity_id": 452
+        },
+        "2271": {
+            "mention": "Windows Storage Server 2012 Standard R2",
+            "entity_id": 452
+        },
+        "2272": {
+            "mention": "Windows 2003 Enterprise",
+            "entity_id": 452
+        },
+        "2273": {
+            "mention": "Windows Server 2016 Standard",
+            "entity_id": 452
+        },
+        "2274": {
+            "mention": "Microsoft Windows Server 2012 R2 Standardx64 Edition",
+            "entity_id": 452
+        },
+        "2275": {
+            "mention": "Windows 2008 R2 Enterprise 64-bit",
+            "entity_id": 452
+        },
+        "2276": {
+            "mention": "Windows 2003 Server",
+            "entity_id": 452
+        },
+        "2277": {
+            "mention": "Windows 2012 R2 Standard6.3.9600",
+            "entity_id": 452
+        },
+        "2278": {
+            "mention": "Windows Server Threshold, 64-bit (Build 14393)",
+            "entity_id": 452
+        },
+        "2279": {
+            "mention": "Windows Server 2012 R28",
+            "entity_id": 452
+        },
+        "2280": {
+            "mention": "Windows Server 2012 R13",
+            "entity_id": 452
+        },
+        "2281": {
+            "mention": "Microsoft Microsoft Windows Server 2008 R2",
+            "entity_id": 452
+        },
+        "2282": {
+            "mention": "Microsoft Windows Server 2008 R2 Standard Service Pack 1",
+            "entity_id": 452
+        },
+        "2283": {
+            "mention": "Windows Server 2003 32-bit",
+            "entity_id": 452
+        },
+        "2284": {
+            "mention": "Microsoft Windows Server 2008 R2 Enterprise Version 6.1.7600 [Build 7600]",
+            "entity_id": 452
+        },
+        "2285": {
+            "mention": "Microsoft - Windows server 2003 - Service Pack 2",
+            "entity_id": 452
+        },
+        "2286": {
+            "mention": "Windows 2008 Standard R2",
+            "entity_id": 452
+        },
+        "2287": {
+            "mention": "MicrosoftWindows Server 2008 R2 (64-bit)",
+            "entity_id": 452
+        },
+        "2288": {
+            "mention": "windows6.3",
+            "entity_id": 452
+        },
+        "2289": {
+            "mention": "Microsoft - Windows Server 2012 R2",
+            "entity_id": 452
+        },
+        "2290": {
+            "mention": "Windows 2016 64 Bit",
+            "entity_id": 452
+        },
+        "2291": {
+            "mention": "Windows Server 2003 Standard",
+            "entity_id": 452
+        },
+        "2292": {
+            "mention": "Windows Server NT",
+            "entity_id": 452
+        },
+        "2293": {
+            "mention": "Windows Server 2012 Std",
+            "entity_id": 452
+        },
+        "2294": {
+            "mention": "Microsoft Windows Server 2008 R2 Standard Version 6.1.7601 [Build 7601]",
+            "entity_id": 452
+        },
+        "2295": {
+            "mention": "Windows Server 2012 R18",
+            "entity_id": 452
+        },
+        "2296": {
+            "mention": "Windows 2008 Enterprise6.0.6003",
+            "entity_id": 452
+        },
+        "2297": {
+            "mention": "Microsoft(R) Windows(R) Server 2003, Standard Edition Service Pack 1, 32-bit version",
+            "entity_id": 452
+        },
+        "2298": {
+            "mention": "Windows Server 2012 Standard",
+            "entity_id": 452
+        },
+        "2299": {
+            "mention": "Windows Server 2019 Standard",
+            "entity_id": 452
+        },
+        "2300": {
+            "mention": "windows server 2008 R2 SP1",
+            "entity_id": 452
+        },
+        "2301": {
+            "mention": "Win 2012",
+            "entity_id": 452
+        },
+        "2302": {
+            "mention": "Win2012",
+            "entity_id": 452
+        },
+        "2303": {
+            "mention": "Win2012R2",
+            "entity_id": 452
+        },
+        "2304": {
+            "mention": "windows server threshold",
+            "entity_id": 452
+        },
+        "2305": {
+            "mention": "win2008",
+            "entity_id": 452
+        },
+        "2306": {
+            "mention": "Windows 2003 Standard x64",
+            "entity_id": 452
+        },
+        "2307": {
+            "mention": "Microsoft Windows Storage Server 2008 R2 Standard",
+            "entity_id": 452
+        },
+        "2308": {
+            "mention": "Windows Server 28",
+            "entity_id": 452
+        },
+        "2309": {
+            "mention": "Microsoft Windows Server 2008 Standard Service Pack 2",
+            "entity_id": 452
+        },
+        "2310": {
+            "mention": "Windows Server 2008 R2 (64-bit)",
+            "entity_id": 452
+        },
+        "2311": {
+            "mention": "Windows Server 2008 R2 with Service Pack 1",
+            "entity_id": 452
+        },
+        "2312": {
+            "mention": "Windows Server 2012 R11",
+            "entity_id": 452
+        },
+        "2313": {
+            "mention": "Windows Server 2012 R10",
+            "entity_id": 452
+        },
+        "2314": {
+            "mention": "Windows Server 2012 R30",
+            "entity_id": 452
+        },
+        "2315": {
+            "mention": "WINDOWS 2016 STANDARD EDITION",
+            "entity_id": 452
+        },
+        "2316": {
+            "mention": "Windows Server 2012 R22",
+            "entity_id": 452
+        },
+        "2317": {
+            "mention": "Windows Server 2003 Standard (64-bit)",
+            "entity_id": 452
+        },
+        "2318": {
+            "mention": "WINDOWS SERVER 2008 R2 ENTERPRISE 6.1",
+            "entity_id": 452
+        },
+        "2319": {
+            "mention": "Microsoft Windows Server 2008 R2 (64-bit) - Server 2008 R2",
+            "entity_id": 452
+        },
+        "2320": {
+            "mention": "Microsoft Windows Server 2008 R2 Enterprise Service Pack 1",
+            "entity_id": 452
+        },
+        "2321": {
+            "mention": "Windows Server 2008",
+            "entity_id": 452
+        },
+        "2322": {
+            "mention": "(WingArc) SVF 9.1",
+            "entity_id": 240
+        },
+        "2323": {
+            "mention": "WinMerge.org - WinMerge 2.14",
+            "entity_id": 241
+        },
+        "2324": {
+            "mention": "RARLab - WinRAR 5.31",
+            "entity_id": 242
+        },
+        "2325": {
+            "mention": "WinSCP.net - WinSCP 5.11",
+            "entity_id": 243
+        },
+        "2326": {
+            "mention": "Wise",
+            "entity_id": 244
+        },
+        "2327": {
+            "mention": "Xbase++ v1.9",
+            "entity_id": 374
+        },
+        "2328": {
+            "mention": "ZAP BI Application Test Server",
+            "entity_id": 247
+        },
+        "2329": {
+            "mention": "ZAP BI Application Stage Server",
+            "entity_id": 247
+        },
+        "2330": {
+            "mention": "ZAP BI Application Server",
+            "entity_id": 247
+        },
+        "2331": {
+            "mention": "ZMQ",
+            "entity_id": 248
+        },
+        "2332": {
+            "mention": "Zerto Vritual Appliance",
+            "entity_id": 249
+        },
+        "2333": {
+            "mention": "Oracle RTD",
+            "entity_id": 289
+        },
+        "2334": {
+            "mention": "Oracle Real-Time Decisions",
+            "entity_id": 289
+        },
+        "2335": {
+            "mention": "PowerHA",
+            "entity_id": 250
+        },
+        "2336": {
+            "mention": "IBM High Availability Cluster Multiprocessing",
+            "entity_id": 250
+        },
+        "2337": {
+            "mention": "IBM PowerHA SystemMirror",
+            "entity_id": 250
+        },
+        "2338": {
+            "mention": "OMNIbus",
+            "entity_id": 251
+        },
+        "2339": {
+            "mention": "Tivoli Netcool",
+            "entity_id": 251
+        },
+        "2340": {
+            "mention": "ILOG Views",
+            "entity_id": 252
+        },
+        "2341": {
+            "mention": "ILOG CPLEX",
+            "entity_id": 253
+        },
+        "2342": {
+            "mention": "ILOG Jviews",
+            "entity_id": 254
+        },
+        "2343": {
+            "mention": "ILOG Elixir",
+            "entity_id": 255
+        },
+        "2344": {
+            "mention": "ILOG Supply Chain Apps",
+            "entity_id": 256
+        },
+        "2345": {
+            "mention": "ILOG JRules BRMS",
+            "entity_id": 601
+        },
+        "2346": {
+            "mention": "Application Lifecycle Management",
+            "entity_id": 511
+        },
+        "2347": {
+            "mention": "ALM",
+            "entity_id": 511
+        },
+        "2348": {
+            "mention": "Assembler",
+            "entity_id": 512
+        },
+        "2349": {
+            "mention": "BMS",
+            "entity_id": 513
+        },
+        "2350": {
+            "mention": "Batch Management Software",
+            "entity_id": 513
+        },
+        "2351": {
+            "mention": "Common Gateway Interface",
+            "entity_id": 515
+        },
+        "2352": {
+            "mention": "CGI",
+            "entity_id": 515
+        },
+        "2353": {
+            "mention": "Compopent Object Model",
+            "entity_id": 516
+        },
+        "2354": {
+            "mention": "COM",
+            "entity_id": 516
+        },
+        "2355": {
+            "mention": "Common Object Request Broker Architecture",
+            "entity_id": 517
+        },
+        "2356": {
+            "mention": "CORBA",
+            "entity_id": 517
+        },
+        "2357": {
+            "mention": "CORBA Interface Definition Language",
+            "entity_id": 518
+        },
+        "2358": {
+            "mention": "CORBA IDL",
+            "entity_id": 518
+        },
+        "2359": {
+            "mention": "Data Control Language",
+            "entity_id": 519
+        },
+        "2360": {
+            "mention": "DCL",
+            "entity_id": 519
+        },
+        "2361": {
+            "mention": "Database",
+            "entity_id": 520
+        },
+        "2362": {
+            "mention": "DB",
+            "entity_id": 520
+        },
+        "2363": {
+            "mention": "DB (database)",
+            "entity_id": 520
+        },
+        "2364": {
+            "mention": "EDI",
+            "entity_id": 521
+        },
+        "2365": {
+            "mention": "Electronic Data Interchange",
+            "entity_id": 521
+        },
+        "2366": {
+            "mention": "Web Server",
+            "entity_id": 522
+        },
+        "2367": {
+            "mention": "HTTP Server",
+            "entity_id": 522
+        },
+        "2368": {
+            "mention": "Java-based Document Object Model for XML",
+            "entity_id": 523
+        },
+        "2369": {
+            "mention": "JDOM",
+            "entity_id": 523
+        },
+        "2370": {
+            "mention": "Lightweight Directory Access Protocol",
+            "entity_id": 524
+        },
+        "2371": {
+            "mention": "LDAP",
+            "entity_id": 524
+        },
+        "2372": {
+            "mention": "Open Database Connectivity",
+            "entity_id": 525
+        },
+        "2373": {
+            "mention": "ODBC",
+            "entity_id": 525
+        },
+        "2374": {
+            "mention": "Order Management System",
+            "entity_id": 526
+        },
+        "2375": {
+            "mention": "OMS",
+            "entity_id": 526
+        },
+        "2376": {
+            "mention": "REST",
+            "entity_id": 529
+        },
+        "2377": {
+            "mention": "Representational State Transfer",
+            "entity_id": 529
+        },
+        "2378": {
+            "mention": "Service-Oriented Architecture",
+            "entity_id": 530
+        },
+        "2379": {
+            "mention": "SOA",
+            "entity_id": 530
+        },
+        "2380": {
+            "mention": "SOAP",
+            "entity_id": 531
+        },
+        "2381": {
+            "mention": "Simple Object Access Protocol",
+            "entity_id": 531
+        },
+        "2382": {
+            "mention": "Sturctured Query Language",
+            "entity_id": 572
+        },
+        "2383": {
+            "mention": "SQL",
+            "entity_id": 572
+        },
+        "2384": {
+            "mention": "MVC",
+            "entity_id": 574
+        },
+        "2385": {
+            "mention": "Device Provisioning Engines",
+            "entity_id": 538
+        },
+        "2386": {
+            "mention": "DPE",
+            "entity_id": 538
+        },
+        "2387": {
+            "mention": "Ebusiness solution",
+            "entity_id": 539
+        },
+        "2388": {
+            "mention": "ESB",
+            "entity_id": 540
+        },
+        "2389": {
+            "mention": "Enterprise Service Bus",
+            "entity_id": 540
+        },
+        "2390": {
+            "mention": "Integrated Safe System of Work",
+            "entity_id": 545
+        },
+        "2391": {
+            "mention": "ISSOW",
+            "entity_id": 545
+        },
+        "2392": {
+            "mention": "IMAP",
+            "entity_id": 547
+        },
+        "2393": {
+            "mention": "Internet Message Access Protocol",
+            "entity_id": 547
+        },
+        "2394": {
+            "mention": "Manufacturing Execution System",
+            "entity_id": 553
+        },
+        "2395": {
+            "mention": "MES",
+            "entity_id": 553
+        },
+        "2396": {
+            "mention": "Storage Area Network",
+            "entity_id": 557
+        },
+        "2397": {
+            "mention": "SAN",
+            "entity_id": 557
+        },
+        "2398": {
+            "mention": "Supplier Registration System",
+            "entity_id": 558
+        },
+        "2399": {
+            "mention": "Supplier Registration Application Server",
+            "entity_id": 558
+        },
+        "2400": {
+            "mention": "Application/Utility",
+            "entity_id": 562
+        },
+        "2401": {
+            "mention": "Z/Virtual System Environment",
+            "entity_id": 591
+        },
+        "2402": {
+            "mention": "VSE",
+            "entity_id": 591
+        },
+        "2403": {
+            "mention": "DOS/VSE",
+            "entity_id": 591
+        },
+        "2404": {
+            "mention": "Microsoft Disk Operating System",
+            "entity_id": 593
+        },
+        "2405": {
+            "mention": "Microsoft DOS",
+            "entity_id": 593
+        },
+        "2406": {
+            "mention": "MS DOS",
+            "entity_id": 593
+        },
+        "2407": {
+            "mention": "VME/B",
+            "entity_id": 595
+        },
+        "2408": {
+            "mention": "Virtual Machine Environment",
+            "entity_id": 595
+        },
+        "2409": {
+            "mention": "VME 2900",
+            "entity_id": 595
+        },
+        "2410": {
+            "mention": "OpenVME",
+            "entity_id": 595
+        },
+        "2411": {
+            "mention": "Disk Operating System/360",
+            "entity_id": 597
+        },
+        "2412": {
+            "mention": "TPF",
+            "entity_id": 598
+        },
+        "2413": {
+            "mention": "Transaction Processing Facility",
+            "entity_id": 598
+        },
+        "2414": {
+            "mention": "Berkeley Software Distribution",
+            "entity_id": 579
+        },
+        "2415": {
+            "mention": "Berkeley System Distribution",
+            "entity_id": 579
+        },
+        "2416": {
+            "mention": "BSD Unix",
+            "entity_id": 579
+        },
+        "2417": {
+            "mention": "Berkeley Unix",
+            "entity_id": 579
+        },
+        "2418": {
+            "mention": "NATURAL",
+            "entity_id": 653
+        },
+        "2419": {
+            "mention": "NPL",
+            "entity_id": 653
+        },
+        "2420": {
+            "mention": "COM plus",
+            "entity_id": 661
+        },
+        "2421": {
+            "mention": "COM+ Events",
+            "entity_id": 661
+        },
+        "2422": {
+            "mention": "DB2 Purescale",
+            "entity_id": 666
+        },
+        "2423": {
+            "mention": "IDMS Database",
+            "entity_id": 667
+        },
+        "2424": {
+            "mention": "IDMS/DB Database",
+            "entity_id": 667
+        },
+        "2425": {
+            "mention": "IDMS/DB DML",
+            "entity_id": 668
+        },
+        "2426": {
+            "mention": "IDMS/DB Data Manipulation Language",
+            "entity_id": 668
+        },
+        "2427": {
+            "mention": "Oracle Reports 1",
+            "entity_id": 675
+        },
+        "2428": {
+            "mention": "Oracle Reports 2.0",
+            "entity_id": 675
+        },
+        "2429": {
+            "mention": "Oracle Reports 2.5",
+            "entity_id": 675
+        },
+        "2430": {
+            "mention": "Oracle Reports 6i",
+            "entity_id": 675
+        },
+        "2431": {
+            "mention": "Oracle Reports 9i",
+            "entity_id": 675
+        },
+        "2432": {
+            "mention": "Oracle Reports 10g",
+            "entity_id": 675
+        },
+        "2433": {
+            "mention": "Basic Mapping Supprt",
+            "entity_id": 689
+        },
+        "2434": {
+            "mention": "DB/400",
+            "entity_id": 690
+        },
+        "2435": {
+            "mention": "IBM ISAM",
+            "entity_id": 693
+        },
+        "2436": {
+            "mention": "RDS Oracle DB",
+            "entity_id": 694
+        },
+        "2437": {
+            "mention": "Oracle RDS Database",
+            "entity_id": 694
+        },
+        "2438": {
+            "mention": "IBM Basic assembly language",
+            "entity_id": 698
+        }
+    }
+}
\ No newline at end of file
diff --git a/esAppMod/infer_negative.json b/esAppMod/infer_negative.json
new file mode 100644
index 0000000..951510f
--- /dev/null
+++ b/esAppMod/infer_negative.json
@@ -0,0 +1,1687 @@
+{
+    "label_type": "int",
+    "label": "entity_id",
+    "data_type": "strings",
+    "data": {
+        "0": {
+            "mention": "arp mq hub 8.0.4.7\n",
+            "entity_id": 0
+        },
+        "1": {
+            "mention": "documentum - xcp acme5 flight products ida_prod\n",
+            "entity_id": 0
+        },
+        "2": {
+            "mention": "documentum:dr\n",
+            "entity_id": 0
+        },
+        "3": {
+            "mention": "reseating engine:vs\n",
+            "entity_id": 0
+        },
+        "4": {
+            "mention": "acme5 connection carriers - portal:dev 9.0.0.9\n",
+            "entity_id": 0
+        },
+        "5": {
+            "mention": "techops application dashboard\n",
+            "entity_id": 0
+        },
+        "6": {
+            "mention": "citrix 8.0.4.7\n",
+            "entity_id": 0
+        },
+        "7": {
+            "mention": "acme5.com personalization:dr\n",
+            "entity_id": 0
+        },
+        "8": {
+            "mention": "pci tokenization engine\n",
+            "entity_id": 0
+        },
+        "9": {
+            "mention": "citrix:dev\n",
+            "entity_id": 0
+        },
+        "10": {
+            "mention": "documentum - xcp acme5 material services:si\n",
+            "entity_id": 0
+        },
+        "11": {
+            "mention": "acme5 connection carriers - portal\n",
+            "entity_id": 0
+        },
+        "12": {
+            "mention": "deice manager:dr\n",
+            "entity_id": 0
+        },
+        "13": {
+            "mention": "documentum - aircraftfls_prod docbase:si\n",
+            "entity_id": 0
+        },
+        "14": {
+            "mention": "dlv exchange 8.0.5.26\n",
+            "entity_id": 0
+        },
+        "15": {
+            "mention": "documentum - ida_prod docbase:dev\n",
+            "entity_id": 0
+        },
+        "16": {
+            "mention": "dlv web services:dev\n",
+            "entity_id": 0
+        },
+        "17": {
+            "mention": "occ tarmac monitor:dr\n",
+            "entity_id": 0
+        },
+        "18": {
+            "mention": "acme5.com utilities edocs:vs\n",
+            "entity_id": 0
+        },
+        "19": {
+            "mention": "farelogix merchandise engine (fms):vs\n",
+            "entity_id": 0
+        },
+        "20": {
+            "mention": "documentum - docdmsprod docbase:si\n",
+            "entity_id": 0
+        },
+        "21": {
+            "mention": "dlv web services:si\n",
+            "entity_id": 0
+        },
+        "22": {
+            "mention": "acme5.com personalization\n",
+            "entity_id": 0
+        },
+        "23": {
+            "mention": "acme5.com cart 2:dr\n",
+            "entity_id": 0
+        },
+        "24": {
+            "mention": "occ tarmac monitor\n",
+            "entity_id": 0
+        },
+        "25": {
+            "mention": "acme5.com flight status and schedules:vs\n",
+            "entity_id": 0
+        },
+        "26": {
+            "mention": "citrix 9.0.\n",
+            "entity_id": 0
+        },
+        "27": {
+            "mention": "acme5.com booking: vs\n",
+            "entity_id": 0
+        },
+        "28": {
+            "mention": "airvision fares manager-avfm:si\n",
+            "entity_id": 0
+        },
+        "29": {
+            "mention": "bridge desktop:dev\n",
+            "entity_id": 0
+        },
+        "30": {
+            "mention": "minimum equipment list-mel\n",
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+            "mention": "financial reporting 11.1.2.4\n",
+            "entity_id": 0
+        },
+        "416": {
+            "mention": "access db\n",
+            "entity_id": 0
+        },
+        "417": {
+            "mention": "ohs 12.2.1.3\n",
+            "entity_id": 0
+        },
+        "418": {
+            "mention": "home grown application\n",
+            "entity_id": 0
+        },
+        "419": {
+            "mention": "reflexis task manager\n",
+            "entity_id": 0
+        }
+    }
+}
\ No newline at end of file
diff --git a/esAppMod/tca_entities.json b/esAppMod/tca_entities.json
new file mode 100644
index 0000000..e7d43be
--- /dev/null
+++ b/esAppMod/tca_entities.json
@@ -0,0 +1,4891 @@
+{
+    "version": "1.0.4",
+    "data": {
+        "0": {
+            "entity_id": 1,
+            "entity_name": "(E)JES",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': '', 'qid': 'Q355203', 'types': [], 'url': 'https://www.wikidata.org/wiki/Q355203', 'score': 1}"
+        },
+        "1": {
+            "entity_id": 2,
+            "entity_name": "A-Auto Job Scheduling Software",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "2": {
+            "entity_id": 3,
+            "entity_name": "Activiti",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Activiti (software)', 'qid': 'Q344370', 'types': ['Q341', 'Q21127166'], 'url': 'http://dbpedia.org/resource/Activiti_(software)', 'score': 80.36906}"
+        },
+        "3": {
+            "entity_id": 4,
+            "entity_name": "Adobe Acrobat Reader",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Adobe Acrobat', 'qid': 'Q207902', 'types': ['Q29364197', 'Q166142'], 'url': 'http://dbpedia.org/resource/Adobe_Acrobat', 'score': 85.21697}"
+        },
+        "4": {
+            "entity_id": 5,
+            "entity_name": "Ansible",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Ansible (software)', 'qid': 'Q2852503', 'types': ['Q29032804'], 'url': 'http://dbpedia.org/resource/Ansible_(software)', 'score': 85.49159}"
+        },
+        "5": {
+            "entity_id": 6,
+            "entity_name": "Apache ActiveMQ",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache ActiveMQ', 'qid': 'Q773135', 'types': ['Q6821765', 'Q1092177', 'Q341'], 'url': 'http://dbpedia.org/resource/Apache_ActiveMQ', 'score': 83.98421}"
+        },
+        "6": {
+            "entity_id": 7,
+            "entity_name": "Apache Hbase",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache HBase', 'qid': 'Q2538066', 'types': ['Q341', 'Q176165'], 'url': 'http://dbpedia.org/resource/Apache_HBase', 'score': 87.39264}"
+        },
+        "7": {
+            "entity_id": 8,
+            "entity_name": "Apache Hive",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache Hive', 'qid': 'Q4778914', 'types': ['Q341', 'Q3932296'], 'url': 'http://dbpedia.org/resource/Apache_Hive', 'score': 83.50612}"
+        },
+        "8": {
+            "entity_id": 9,
+            "entity_name": "Apache Kafka",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache Kafka', 'qid': 'Q16235208', 'types': ['Q1092177'], 'url': 'http://dbpedia.org/resource/Apache_Kafka', 'score': 84.29118}"
+        },
+        "9": {
+            "entity_id": 10,
+            "entity_name": "Apache ServiceMix",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache ServiceMix', 'qid': 'Q773212', 'types': ['Q341'], 'url': 'http://dbpedia.org/resource/Apache_ServiceMix', 'score': 82.62029}"
+        },
+        "10": {
+            "entity_id": 11,
+            "entity_name": "Apache Solr",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache Solr', 'qid': 'Q2858103', 'types': ['Q19541', 'Q341'], 'url': 'http://dbpedia.org/resource/Apache_Solr', 'score': 88.71611}"
+        },
+        "11": {
+            "entity_id": 12,
+            "entity_name": "Apache Subversion",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache Subversion', 'qid': 'Q46794', 'types': ['Q55680343'], 'url': 'http://dbpedia.org/resource/Apache_Subversion', 'score': 83.12955}"
+        },
+        "12": {
+            "entity_id": 13,
+            "entity_name": "Application Development Facility (ADF)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Django Software Foundation', 'qid': 'Q5285237', 'types': [], 'url': 'http://dbpedia.org/resource/Django_Software_Foundation', 'score': 76.50606}"
+        },
+        "13": {
+            "entity_id": 14,
+            "entity_name": "Asterisk",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Asterisk (PBX)', 'qid': 'Q622754', 'types': ['Q1978634'], 'url': 'http://dbpedia.org/resource/Asterisk_(PBX)', 'score': 78.05993}"
+        },
+        "14": {
+            "entity_id": 15,
+            "entity_name": "Automic Job Scheduler",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "15": {
+            "entity_id": 16,
+            "entity_name": "Autosys",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "16": {
+            "entity_id": 17,
+            "entity_name": "Bluebeam|Bluebeam Q",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Bluebeam Software, Inc.', 'qid': 'Q4930191', 'types': ['Q4830453'], 'url': 'http://dbpedia.org/resource/Bluebeam_Software,_Inc.', 'score': 82.72041}"
+        },
+        "17": {
+            "entity_id": 18,
+            "entity_name": "BMC Control-M",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': '', 'qid': 'Q4835944', 'types': [], 'url': 'https://www.wikidata.org/wiki/Q4835944', 'score': 1}"
+        },
+        "18": {
+            "entity_id": 19,
+            "entity_name": "BMC Identity Management",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "19": {
+            "entity_id": 20,
+            "entity_name": "Borland Database Engine (BDE)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Borland Database Engine', 'qid': 'Q893888', 'types': ['Q537993'], 'url': 'http://dbpedia.org/resource/Borland_Database_Engine', 'score': 89.34659}"
+        },
+        "20": {
+            "entity_id": 21,
+            "entity_name": "Business Intelligence and Reporting Tools (BIRT)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'BIRT Project', 'qid': 'Q796007', 'types': ['Q341', 'Q7397'], 'url': 'http://dbpedia.org/resource/BIRT_Project', 'score': 83.51869}"
+        },
+        "21": {
+            "entity_id": 22,
+            "entity_name": "CA Gen",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'CA Gen', 'qid': 'Q2125673', 'types': ['Q28059995'], 'url': 'http://dbpedia.org/resource/CA_Gen', 'score': 82.90759}"
+        },
+        "22": {
+            "entity_id": 23,
+            "entity_name": "CA Introscope",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "23": {
+            "entity_id": 24,
+            "entity_name": "CA-Panvalet",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Panvalet', 'qid': 'Q17073931', 'types': ['Q55680343'], 'url': 'http://dbpedia.org/resource/Panvalet', 'score': 84.148056}"
+        },
+        "24": {
+            "entity_id": 25,
+            "entity_name": "CA-TELON",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'CA-Telon', 'qid': 'Q2383975', 'types': ['Q238137'], 'url': 'http://dbpedia.org/resource/CA-Telon', 'score': 83.307594}"
+        },
+        "25": {
+            "entity_id": 26,
+            "entity_name": "Casegen",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "26": {
+            "entity_id": 27,
+            "entity_name": "Chef Automate",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Chef (software)', 'qid': 'Q24479', 'types': ['Q29032804'], 'url': 'http://dbpedia.org/resource/Chef_(software)', 'score': 81.046}"
+        },
+        "27": {
+            "entity_id": 28,
+            "entity_name": "Cisco AMP for Endpoints",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "28": {
+            "entity_id": 29,
+            "entity_name": "CiscoWorks LAN Management Solution (LMS)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "29": {
+            "entity_id": 30,
+            "entity_name": "Citrix Virtual Apps and Desktops",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Citrix Virtual Apps', 'qid': 'Q1093482', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/XenApp', 'score': 80.51713}"
+        },
+        "30": {
+            "entity_id": 31,
+            "entity_name": "Citrix ADC CPX",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "31": {
+            "entity_id": 32,
+            "entity_name": "Citrix Provisioning",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "32": {
+            "entity_id": 33,
+            "entity_name": "Clarify",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Clarify Op3nvoice', 'qid': 'Q17105097', 'types': ['Q1058914'], 'url': 'http://dbpedia.org/resource/Clarify_Op3nvoice', 'score': 78.0036}"
+        },
+        "33": {
+            "entity_id": 34,
+            "entity_name": "Clarity LIMS",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "34": {
+            "entity_id": 35,
+            "entity_name": "LabWare LIMS",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Laboratory information management system', 'qid': 'Q1798149', 'types': ['Q121182'], 'url': 'http://dbpedia.org/resource/Laboratory_information_management_system', 'score': 80.53012}"
+        },
+        "35": {
+            "entity_id": 36,
+            "entity_name": "Cognos",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Cognos', 'qid': 'Q1107048', 'types': ['Q4830453'], 'url': 'http://dbpedia.org/resource/Cognos', 'score': 84.58173}"
+        },
+        "36": {
+            "entity_id": 37,
+            "entity_name": "Coldfusion",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Adobe ColdFusion', 'qid': 'Q468446', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/Adobe_ColdFusion', 'score': 81.08464}"
+        },
+        "37": {
+            "entity_id": 38,
+            "entity_name": "ConceptWave",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "38": {
+            "entity_id": 39,
+            "entity_name": "CONNAPI",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "39": {
+            "entity_id": 40,
+            "entity_name": "Connect Direct",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Connect:Direct', 'qid': 'Q369085', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/Connect:Direct', 'score': 80.47929}"
+        },
+        "40": {
+            "entity_id": 41,
+            "entity_name": "Cornerstone software",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Cornerstone (software)', 'qid': 'Q5171657', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/Cornerstone_(software)', 'score': 84.07675}"
+        },
+        "41": {
+            "entity_id": 42,
+            "entity_name": "Crystal Reports",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Crystal Reports', 'qid': 'Q1142403', 'types': ['Q7314108'], 'url': 'http://dbpedia.org/resource/Crystal_Reports', 'score': 81.48552}"
+        },
+        "42": {
+            "entity_id": 43,
+            "entity_name": "DB2",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'IBM Db2 Family', 'qid': 'Q431195', 'types': ['Q3932296'], 'url': 'http://dbpedia.org/resource/IBM_DB2', 'score': 80.67953}"
+        },
+        "43": {
+            "entity_id": 44,
+            "entity_name": "Documentum Content Server",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Documentum', 'qid': 'Q5287684', 'types': ['Q247423', 'Q1344636'], 'url': 'http://dbpedia.org/resource/Documentum', 'score': 83.04982}"
+        },
+        "44": {
+            "entity_id": 45,
+            "entity_name": "Drupal",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Drupal', 'qid': 'Q170855', 'types': ['Q131093'], 'url': 'http://dbpedia.org/resource/Drupal', 'score': 85.396324}"
+        },
+        "45": {
+            "entity_id": 46,
+            "entity_name": "Eclipse",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Eclipse (software)', 'qid': 'Q82268', 'types': ['Q13741'], 'url': 'http://dbpedia.org/resource/Eclipse_(software)', 'score': 82.28669}"
+        },
+        "46": {
+            "entity_id": 47,
+            "entity_name": "Elastic (ELK) Stack",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "47": {
+            "entity_id": 48,
+            "entity_name": "ETAP License Manager (LM)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "48": {
+            "entity_id": 49,
+            "entity_name": "ExamDiff",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'ExamDiff Pro', 'qid': 'Q5419269', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/ExamDiff_Pro', 'score': 78.14493}"
+        },
+        "49": {
+            "entity_id": 50,
+            "entity_name": "F5 Secure Web Gateway Services",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "50": {
+            "entity_id": 51,
+            "entity_name": "FileMaker Pro",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'FileMaker Pro', 'qid': 'Q1982831', 'types': ['Q4830453'], 'url': 'http://dbpedia.org/resource/FileMaker', 'score': 86.22298}"
+        },
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+            "entity_name": "FlexNet Manager Suite",
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+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "52": {
+            "entity_id": 53,
+            "entity_name": "FTP Voyager",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'FTP Voyager', 'qid': 'Q1389773', 'types': ['Q3503189', 'Q7397'], 'url': 'http://dbpedia.org/resource/FTP_Voyager', 'score': 84.09473}"
+        },
+        "53": {
+            "entity_id": 54,
+            "entity_name": "Genymotion",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': '', 'qid': 'Q105239167', 'types': [], 'url': 'https://www.wikidata.org/wiki/Q105239167', 'score': 1}"
+        },
+        "54": {
+            "entity_id": 55,
+            "entity_name": "Google Chrome",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Google Chrome', 'qid': 'Q777', 'types': ['Q6368'], 'url': 'http://dbpedia.org/resource/Google_Chrome', 'score': 81.24252}"
+        },
+        "55": {
+            "entity_id": 56,
+            "entity_name": "Greenplum DB",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Greenplum', 'qid': 'Q4039706', 'types': ['None'], 'url': 'http://dbpedia.org/resource/Greenplum', 'score': 80.05651}"
+        },
+        "56": {
+            "entity_id": 57,
+            "entity_name": "Hadoop",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache Hadoop', 'qid': 'Q29120', 'types': ['Q271680'], 'url': 'http://dbpedia.org/resource/Apache_Hadoop', 'score': 82.60982}"
+        },
+        "57": {
+            "entity_id": 58,
+            "entity_name": "HP aC++ compiler",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'HP aC++', 'qid': 'Q5635754', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/HP_aC++', 'score': 82.36599}"
+        },
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+            "entity_id": 59,
+            "entity_name": "HP C/ANSI C compiler",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Norcroft C compiler', 'qid': 'Q4045464', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/Norcroft_C_compiler', 'score': 77.871056}"
+        },
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+            "entity_id": 60,
+            "entity_name": "HP Operations Orchestration (HPOO)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "60": {
+            "entity_id": 61,
+            "entity_name": "HP Server Automation (HPSA)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "61": {
+            "entity_id": 62,
+            "entity_name": "IBM BigFix Platform",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'IBM BigFix', 'qid': 'Q7810432', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/IBM_BigFix', 'score': 81.82132}"
+        },
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+            "entity_name": "IBM Business Monitor",
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+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "63": {
+            "entity_id": 64,
+            "entity_name": "IBM Business Process Manager",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "64": {
+            "entity_id": 65,
+            "entity_name": "IBM Content Manager OnDemand (CMOD)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
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+            "entity_id": 66,
+            "entity_name": "IBM FileNet P8 Platform",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
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+            "entity_id": 67,
+            "entity_name": "IBM InfoSphere DataStage",
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+            "entity_type_name": "App",
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+            "entity_name": "IBM Integration Bus",
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+            "entity_type_name": "App",
+            "external_link": "{'name': 'IBM Integration Bus', 'qid': 'Q5969139', 'types': ['Q7397'], 'url': 'http://dbpedia.org/resource/IBM_Integration_Bus', 'score': 83.94898}"
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+            "entity_name": "IBM License Metric Tool",
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+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "69": {
+            "entity_id": 70,
+            "entity_name": "IBM Maximo",
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+            "external_link": "{}"
+        },
+        "680": {
+            "entity_id": 681,
+            "entity_name": "Cloud<>Windows|Windows Server",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "681": {
+            "entity_id": 682,
+            "entity_name": "Cloud<>MS SQL Server",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "682": {
+            "entity_id": 683,
+            "entity_name": "Cloud<>Azure SQL Server Database",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "683": {
+            "entity_id": 684,
+            "entity_name": "Cloud<>MySQL",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "684": {
+            "entity_id": 685,
+            "entity_name": "Cloud<>Oracle Database",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "685": {
+            "entity_id": 686,
+            "entity_name": "Cloud<>PostgreSQL",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "686": {
+            "entity_id": 687,
+            "entity_name": "Cloud<>AWS RDS",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "687": {
+            "entity_id": 688,
+            "entity_name": "Cloud<>SAP HANA DB",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "688": {
+            "entity_id": 689,
+            "entity_name": "BMS Map",
+            "entity_type_id": 9,
+            "entity_type_name": "Lang",
+            "external_link": "{}"
+        },
+        "689": {
+            "entity_id": 690,
+            "entity_name": "DB400",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "690": {
+            "entity_id": 691,
+            "entity_name": "ILE",
+            "entity_type_id": 9,
+            "entity_type_name": "Lang",
+            "external_link": "{'name': 'Integrated Language Environment', 'qid': 'Q16889435', 'url': 'https://www.wikidata.org/wiki/Q16889435', 'score': 1}"
+        },
+        "691": {
+            "entity_id": 692,
+            "entity_name": "Integrated Data Store (IDS)",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Integrated Data Store', 'qid': 'Q3799287', 'url': 'https://www.wikidata.org/wiki/Q3799287', 'score': 1}"
+        },
+        "692": {
+            "entity_id": 693,
+            "entity_name": "ISAM",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'ISAM', 'qid': 'Q1154755', 'url': 'https://www.wikidata.org/wiki/Q1154755', 'score': 1}"
+        },
+        "693": {
+            "entity_id": 694,
+            "entity_name": "Oracle RDS",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "694": {
+            "entity_id": 695,
+            "entity_name": "SAP IQ",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'SAP IQ', 'qid': 'Q948492', 'url': 'https://www.wikidata.org/wiki/Q948492', 'score': 1}"
+        },
+        "695": {
+            "entity_id": 696,
+            "entity_name": "Cloud<>Linux",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{}"
+        },
+        "696": {
+            "entity_id": 697,
+            "entity_name": "Apache Maven",
+            "entity_type_id": 2,
+            "entity_type_name": "App",
+            "external_link": "{'name': 'Apache Maven', 'qid': 'Q139941', 'url': 'https://www.wikidata.org/wiki/Q139941', 'score': 1}"
+        },
+        "697": {
+            "entity_id": 698,
+            "entity_name": "IBM Basic Assembly Language (BAL)",
+            "entity_type_id": 9,
+            "entity_type_name": "Lang",
+            "external_link": "{'name': 'IBM Basic assembly language', 'qid': 'Q5968762', 'url': 'https://www.wikidata.org/wiki/Q5968762', 'score': 1}"
+        }
+    }
+}
\ No newline at end of file
diff --git a/esAppMod/train.json b/esAppMod/train.json
new file mode 100644
index 0000000..4f3af68
--- /dev/null
+++ b/esAppMod/train.json
@@ -0,0 +1,7732 @@
+{
+    "label_type": "int",
+    "label": "entity_id",
+    "data_type": "strings",
+    "data": {
+        "0": {
+            "mentions": [
+                ".NET SDK",
+                "Dot NET Framework",
+                "Microsoft net framework",
+                "Net Framework",
+                "Dotnet framework",
+                "Netfx",
+                "Dot Net Framework",
+                "Dot net framework",
+                ".NET Enterprise Server",
+                ".NET framework",
+                "NetFX",
+                "Microsoft .NET framework",
+                "Microsoft's .NET Framework",
+                ".NET Server",
+                ".Net Framework",
+                ".NET Services",
+                ".NET platform",
+                ".Net (programming language)",
+                "Microsoft .NET Framework",
+                ".net framework",
+                "NET Framework",
+                ".NET Framework"
+            ],
+            "entity_id": 497
+        },
+        "1": {
+            "mentions": [
+                "Run-time library",
+                "Common Runtime Library"
+            ],
+            "entity_id": 482
+        },
+        "2": {
+            "mentions": [
+                ".NET Framework|log4net",
+                "log4net"
+            ],
+            "entity_id": 483
+        },
+        "3": {
+            "mentions": [
+                "Magick.NET"
+            ],
+            "entity_id": 484
+        },
+        "4": {
+            "mentions": [
+                "Windows Communications Foundation",
+                "Indigo Application Server",
+                "Windows communication foundation",
+                "Windows Communication Framework",
+                "Indigo (messaging system)",
+                "Microsoft Indigo",
+                "Windows Communication Foundation (WCF)"
+            ],
+            "entity_id": 485
+        },
+        "5": {
+            "mentions": [
+                "WF4",
+                "Workflow Foundation",
+                "Windows Overflow Foundation",
+                "Windows Workflow Foundation (WF)"
+            ],
+            "entity_id": 486
+        },
+        "6": {
+            "mentions": [
+                "Windows.Forms",
+                "Winforms",
+                "Windows Forms control",
+                "WindowsForms",
+                "Windows Forms application",
+                "WinForms"
+            ],
+            "entity_id": 487
+        },
+        "7": {
+            "mentions": [
+                "Job Entry Subsystem 3",
+                "Job Entry Subsystem",
+                "Job Entry Subsystem 2/3",
+                "JES2",
+                "JES3",
+                "(E)JES"
+            ],
+            "entity_id": 1
+        },
+        "8": {
+            "mentions": [
+                "A-Auto Job Scheduling Software"
+            ],
+            "entity_id": 2
+        },
+        "9": {
+            "mentions": [
+                "Active Directory Services",
+                "Likewise Open",
+                "Active directory object",
+                "AD/LDS",
+                "Active Directory Schema",
+                "AD DS",
+                "Microsoft Active Directory",
+                "NT Directory Service",
+                "Active Directory Site",
+                "ActiveDirectory",
+                "Active directory authentication module",
+                "Active Directory Domain Services",
+                "Active directory objects",
+                "Active directory",
+                "Micorsoft Active Directory",
+                "Active Directory Service Interfaces",
+                "Active Directory Service",
+                "Active Directory Directory Services",
+                "Microsoft Active Direcory",
+                "Domain tree",
+                "Active Directory Application Mode",
+                "AD LDS",
+                "Active Directory (AD)"
+            ],
+            "entity_id": 498
+        },
+        "10": {
+            "mentions": [
+                "ASP programming language",
+                "ASP3",
+                "Apache::ASP",
+                "Active server pages",
+                "Asp Apache",
+                "ASP Hints",
+                "Active Server Pages (ASP)"
+            ],
+            "entity_id": 592
+        },
+        "11": {
+            "mentions": [
+                "Active X",
+                "ActiveX Control",
+                "Activex",
+                "ActiveX client",
+                "ActiveX Object",
+                "ActiveX control",
+                "ActiveX component",
+                "MFC ActiveX Control",
+                "Active x",
+                "ActiveX server",
+                "Active-x",
+                "Activex control",
+                "ActiveX"
+            ],
+            "entity_id": 500
+        },
+        "12": {
+            "mentions": [
+                "ActiveX Data Object",
+                "Active X Data Objects",
+                "Msado",
+                "ADO"
+            ],
+            "entity_id": 488
+        },
+        "13": {
+            "mentions": [
+                "Activiti"
+            ],
+            "entity_id": 3
+        },
+        "14": {
+            "mentions": [
+                "Acrobat forms",
+                "Adobe Acrobat 3D",
+                "Adobe Acrobat Professional",
+                "Acrobat Professional",
+                "Adobe Acrobat Pro",
+                "Acrobat 8",
+                "Adobe Acrobat Capture",
+                "Acrobat file",
+                "Acrobat reader",
+                "Adobe Reader X",
+                "Acrobat 3D",
+                "Adobe Reader LE",
+                "Adobe acrobat",
+                "Acrobat Pro",
+                "Acrobat 7",
+                "Adobe Acrobat 9.5.5",
+                "Adobe reader",
+                "Adobe Acrobat Viewer",
+                "Acrobat Exchange",
+                "Acrobat document",
+                "Acroread",
+                "AdobeR Reader",
+                "Adobe Acrobat Distiller",
+                "Acrobat PDFMaker 10.0 for Word",
+                "Adobe Acrobat X",
+                "Adobe Acrobat Reader DC",
+                "Adobe Reader",
+                "Adobe Acrobat Reader"
+            ],
+            "entity_id": 4
+        },
+        "15": {
+            "mentions": [
+                "Android operating system",
+                "Android OS",
+                "Google Android",
+                "Android (software stack)",
+                "Android system",
+                "Android (phone)",
+                "Android (Google)",
+                "Android phone operating system",
+                "Google Android Linux OS",
+                "Android (Operating System)",
+                "Android (mobile device platform)",
+                "Android Apps",
+                "Android Phone",
+                "Android cell phone",
+                "Honeycomb",
+                "Android software",
+                "Android google",
+                "Android 3.0 Honeycomb",
+                "Android platform",
+                "Android cellphone",
+                "Android device",
+                "Android mobile phone",
+                "Mobile Android",
+                "Android 3.0",
+                "Android phone",
+                "TaintDroid",
+                "Google android",
+                "Android (system)",
+                "Android Open Source Project",
+                "Android app",
+                "Os android",
+                "Android (software)",
+                "Android application",
+                "Android (os)",
+                "Android.os",
+                "Android (OS)",
+                "Android Device Manager",
+                "Android (platform)",
+                "Android client",
+                "IDroid",
+                "Android (company)",
+                "Android-powered device",
+                "Android (mobile phone platform)",
+                "Android Operating System",
+                "Android devices",
+                "Google's Android",
+                "Android mobile",
+                "Android fork",
+                "Android (google)",
+                "Surfaceflinger",
+                "Android os",
+                "Android mobile phone platform",
+                "Google Android One",
+                "Android"
+            ],
+            "entity_id": 418
+        },
+        "16": {
+            "mentions": [
+                "Ansible software",
+                "Ansible",
+                "Ansible Software",
+                "Ansible"
+            ],
+            "entity_id": 5
+        },
+        "17": {
+            "mentions": [
+                "Activemq",
+                "ActiveMQ",
+                "Apache ActiveMQ"
+            ],
+            "entity_id": 6
+        },
+        "18": {
+            "mentions": [
+                "Apache Cordoba",
+                "Apache Callback",
+                "Apache Cordova"
+            ],
+            "entity_id": 501
+        },
+        "19": {
+            "mentions": [
+                "HBase",
+                "Apache Hbase"
+            ],
+            "entity_id": 7
+        },
+        "20": {
+            "mentions": [
+                "Apache Hive"
+            ],
+            "entity_id": 8
+        },
+        "21": {
+            "mentions": [
+                "Apache webserver",
+                "Apache Server",
+                "Apache web server",
+                "Apache WWW Server",
+                "Apache (server)",
+                "Apache (web server)",
+                "Apache httpd",
+                "Apache server",
+                "Apache2",
+                "Apache2ctl",
+                "Apache Web server",
+                "Apache HTTPd",
+                "Apache http",
+                "Apache HTTPD",
+                "Apachectl",
+                "Apache http server",
+                "Apache HTTP server",
+                "Apache (HTTP server)",
+                "Apache 1.3",
+                "Apache (webserver)",
+                "Apache 2.2",
+                "Apache Webserver",
+                "Apache (computing)",
+                "Apache HTTP Server"
+            ],
+            "entity_id": 259
+        },
+        "22": {
+            "mentions": [
+                "Kafka Streams",
+                "Kafka (software)",
+                "Apache kafka",
+                "Apache Kafka"
+            ],
+            "entity_id": 9
+        },
+        "23": {
+            "mentions": [
+                "Clucene",
+                "KinoSearch",
+                "Kinosearch",
+                "Solr/Lucene",
+                "Apache Lucene"
+            ],
+            "entity_id": 375
+        },
+        "24": {
+            "mentions": [
+                "Apache ServiceMix"
+            ],
+            "entity_id": 10
+        },
+        "25": {
+            "mentions": [
+                "Solr",
+                "Apache Solr"
+            ],
+            "entity_id": 11
+        },
+        "26": {
+            "mentions": [
+                "Subversion (vcs)",
+                "Commit access",
+                "Svn (vcs)",
+                "Subverson",
+                "Subversion branch",
+                "Svn (software)",
+                "Sub Versioning",
+                "Apache subversion",
+                "Svn software",
+                "Subversion branching",
+                "SVN branch",
+                "Subversion (program)",
+                "Subversive branching",
+                "Svn vcs",
+                "Subversion (software)",
+                "Svn (Unix)",
+                "Subversion (Software)",
+                "Apache Subversion"
+            ],
+            "entity_id": 12
+        },
+        "27": {
+            "mentions": [
+                "Tomcat Catalina",
+                "Apache tomcat",
+                "Tomcat Jasper",
+                "Tomcat6",
+                "Tomcat5",
+                "Catalina (Tomcat)",
+                "Tomcat Coyote",
+                "Tomcat (software)",
+                "Jakarta Tomcat",
+                "Apache Tomcat"
+            ],
+            "entity_id": 260
+        },
+        "28": {
+            "mentions": [
+                "Apache Xerces",
+                "Apache Xerces"
+            ],
+            "entity_id": 376
+        },
+        "29": {
+            "mentions": [
+                "Application Development Facility (ADF)"
+            ],
+            "entity_id": 13
+        },
+        "30": {
+            "mentions": [
+                "ArcGIS Server"
+            ],
+            "entity_id": 261
+        },
+        "31": {
+            "mentions": [
+                "Asterisk operator",
+                "Asterisk character",
+                "Asterisks",
+                "Asterisk (punctuation)",
+                "Asterick",
+                "Asterisked form",
+                "Splat (pronouns)",
+                "Heavy asterisk",
+                "Asteract",
+                "Astrick",
+                "Asterisk"
+            ],
+            "entity_id": 14
+        },
+        "32": {
+            "mentions": [
+                "Autoit",
+                "Autoit script",
+                "AutoIt3",
+                "AI3",
+                "AutoIt"
+            ],
+            "entity_id": 299
+        },
+        "33": {
+            "mentions": [
+                "Automic Job Scheduler"
+            ],
+            "entity_id": 15
+        },
+        "34": {
+            "mentions": [
+                "Autosys"
+            ],
+            "entity_id": 16
+        },
+        "35": {
+            "mentions": [
+                "Awk",
+                "Nawk",
+                "GNU Awk",
+                "GAWK",
+                "GNU awk",
+                "One true AWK",
+                "AWK (programming language)",
+                "AWK programming language",
+                "Awk (language)",
+                "Tawk",
+                "One True AWK",
+                "Gawk (GNU package)",
+                "Awk language",
+                "One true awk",
+                "Awk programming language",
+                "AWK"
+            ],
+            "entity_id": 300
+        },
+        "36": {
+            "mentions": [
+                "BASAIC programming language",
+                "Beginner All-Purpose Symbolic",
+                "Beginner's All Purpose Symbolic Instruction Code",
+                "Beginners All Purpose Symbolic Instruction Code",
+                "Beginner All Purpose Symbolic Instruction Code",
+                "Beginner's All-Purpose Symbolic Instruction Code",
+                "Basic programming language",
+                "Beginners' All-Purpose Symbolic Instruction Code",
+                "Beginners' All-Purpose Symbolic",
+                "Basic (programming language)",
+                "Basic (language)",
+                "Basic computer language",
+                "Unstructured BASIC",
+                "B.A.S.I.C.",
+                "ECMA-55",
+                "Beginner All-Purpose Symbolic Instruction Code",
+                "Compiled BASIC",
+                "Structured BASIC",
+                "Beginners All-Purpose Symbolic",
+                "Beginner's All-Purpose Symbolic",
+                "ROM BASIC programming language",
+                "Beginners All-Purpose Symbolic Instruction Code",
+                "BASIC language",
+                "BASIC (programming language)",
+                "Beginners All-purpose Symbolic Instruction Code",
+                "Basic (computer language)",
+                "Beginners' All Purpose Symbolic Instruction Code",
+                "ANSI BASIC",
+                "BASIC programming language",
+                "Beginner's All-purpose Symbolic Instruction Code",
+                "BASIC"
+            ],
+            "entity_id": 301
+        },
+        "37": {
+            "mentions": [
+                "BEA-WebLogic",
+                "Bea Weblogic",
+                "Oracle Weblogic",
+                "BEA AS",
+                "BEA WebLogic",
+                "BEA Application Server",
+                "Oracle WebLogic",
+                "Oracle Weblogic Server",
+                "WebLogic Application Server",
+                "T3Server",
+                "DbKona",
+                "Oracle WebLogic Server"
+            ],
+            "entity_id": 600
+        },
+        "38": {
+            "mentions": [
+                "B.E.O.S",
+                "Be OS",
+                "BeOS"
+            ],
+            "entity_id": 419
+        },
+        "39": {
+            "mentions": [
+                "Bluebeam Revu",
+                "Bluebeam"
+            ],
+            "entity_id": 17
+        },
+        "40": {
+            "mentions": [
+                "BMC Control-M"
+            ],
+            "entity_id": 18
+        },
+        "41": {
+            "mentions": [
+                "BMC Identity Management"
+            ],
+            "entity_id": 19
+        },
+        "42": {
+            "mentions": [
+                "BDE (Borland)",
+                "Borland BDE",
+                "ODAPI",
+                "Borland Database Engine (BDE)"
+            ],
+            "entity_id": 20
+        },
+        "43": {
+            "mentions": [
+                "Brainscript"
+            ],
+            "entity_id": 302
+        },
+        "44": {
+            "mentions": [
+                "Eclipse BIRT",
+                "BIRT Reports",
+                "BIRT Report",
+                "Business Intelligence and Reporting Tools (BIRT)"
+            ],
+            "entity_id": 21
+        },
+        "45": {
+            "mentions": [
+                "C prog",
+                "C programming Language",
+                "C-programming",
+                "C programming language/Evolution",
+                "C (computer language)",
+                "C (programming langage)",
+                "C lang",
+                "C (lang)",
+                "C programing language",
+                "C (programming)",
+                "C78 (C version)",
+                "C programming",
+                "C Language",
+                "C language",
+                "C Programming",
+                "C program",
+                "C programming language/K and R C",
+                "C (language)",
+                "32/16 bit C programming",
+                "C (software)",
+                "C(programming language)",
+                "C (Programming Language)",
+                "Programming language C",
+                "Computer language C",
+                "C programming language",
+                "C"
+            ],
+            "entity_id": 303
+        },
+        "46": {
+            "mentions": [
+                "C# (programming language)",
+                "C++++",
+                "Visual C Sharp .Net",
+                "Visual C Sharp Express Edition",
+                "C# (programming language)",
+                "Microsoft Visual C #",
+                "C Sharp language",
+                "C# programming language",
+                "ISO/IEC 23270",
+                "C Sharp Programming Language",
+                "Microsoft Visual C Sharp",
+                "C-sharp programming language",
+                "C # (programming language)",
+                "C hash",
+                "C# (language)",
+                "C sharp (computing)",
+                "CS (programming language)",
+                "C sharp (language)",
+                "C Sharp (language)",
+                "ECMA-334",
+                "C-hash",
+                "C sharp 6.0",
+                "C# programming language",
+                "Visual C Sharp",
+                "C Sharp 5.0",
+                "C-Hash",
+                "C sharp programming language",
+                "ISO 23270",
+                "C Sharp Programming language",
+                "C Sharp (computing)",
+                "C # (programming language)",
+                "C sharp (programming language)",
+                "C hashtag",
+                "C Pound",
+                "C Sharp programming language",
+                "C#"
+            ],
+            "entity_id": 582
+        },
+        "47": {
+            "mentions": [
+                "C plus plus",
+                "C++ 1.0",
+                "C plus plus programming language",
+                "ISO/IEC 14882:2003",
+                "C++ standard",
+                "Standard C++ Foundation",
+                "ISO/IEC 14882",
+                "Sepples",
+                "Cee plus plus",
+                "C++ program",
+                "C++ (Programming Language)",
+                "C+++",
+                "C++ syntax",
+                "ANSI C++",
+                "ISO C++",
+                "C++ (programming language)",
+                "C++ 2.0",
+                "C++ language",
+                "Cee Plus Plus",
+                "C Plus Plus programming language",
+                "Core language",
+                "ISO C++ programming language",
+                "Cplusplus",
+                "C++ programming language",
+                "C++98",
+                "ISO/IEC 14882:2014",
+                "++C",
+                "CPlusPlus",
+                "ISO/IEC 14882:2015",
+                "C-plus-plus programming language",
+                "C-plus-plus",
+                "ISO 14882",
+                "C Plus Plus",
+                "C++"
+            ],
+            "entity_id": 583
+        },
+        "48": {
+            "mentions": [
+                "Microsoft C",
+                "Visual C++ .NET 2003",
+                "Embedded Visual C++",
+                "Visual C++ 2002",
+                "Visual C++ 5.0",
+                "Visual C++ 2010",
+                "Visual C++ .NET 2002",
+                "Visual C++ 2003",
+                "Vc++",
+                "MSVC90",
+                "MSVC 2005",
+                "Embedded visual c plus plus",
+                "Visual C++ 6.0",
+                "Visual C++ 2.0",
+                "Visual C plus plus",
+                "Visual C Plus Plus",
+                "MSVC80",
+                "Visual C++ 4.0",
+                "Visual C++ 2012",
+                "Visual C++ 4.2",
+                "VisualC++",
+                "MSVC110",
+                "VC++",
+                "MSVC120",
+                "Microsoft C compiler",
+                "MSVC 2010",
+                "Microsoft Visual C plus plus",
+                "MSVC100",
+                "MSVC71",
+                "Vc9",
+                "MSVC 2013",
+                "Visual C++ 1.0",
+                "MSVC 2003",
+                "Msvc",
+                "Visual C++ 2013",
+                "Microsoft Visual C Plus Plus",
+                "Visual C++ 2005",
+                "MSVC 2002",
+                "MSVC 2008",
+                "MSVC 2012",
+                "Visual c",
+                "MS Visual C++",
+                "Vc6",
+                "Visual C++"
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+        },
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+                "Cool:Gen",
+                "COOLGen",
+                "COOL:Gen",
+                "Advantage Gen",
+                "Coolgen",
+                "Information Engineering Facility",
+                "CA Gen"
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+            "mentions": [
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+                "CA-Panvalet"
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+                "CA-TELON"
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+        },
+        "54": {
+            "mentions": [
+                "Cascading Stylesheets",
+                "Css1",
+                "Cascading Style Sheet",
+                "CSS stylesheet",
+                "CSS selector",
+                "CSS (internet)",
+                "Cascading style sheets",
+                "CSS1",
+                "Css 2.1",
+                "Aural Cascading Style Sheets",
+                "Css3",
+                "CSS 2",
+                "CSS2",
+                "CSs",
+                "CSS 1.0",
+                "Text/css",
+                "Css 2.0",
+                "CSS4",
+                "Cascading Style Sheets - CSS",
+                "Css 3",
+                "Css",
+                "Cascading style sheet",
+                "CSS 4",
+                "XML/XSL skin",
+                "CSS styles",
+                "CSS style sheets",
+                "Cascading Style Sheets 4",
+                "CSS styling",
+                "CSS 3.0",
+                "CSS style",
+                "CSS2.1",
+                "Cascading stylesheets",
+                "Css2",
+                "CSS3",
+                "Cascading Style Sheets (CSS)"
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+        },
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+            "mentions": [
+                "Bootstarpping",
+                "Boot strap",
+                "Bootstrapped",
+                "Bootstrap support",
+                "Bootstrapping (computing)",
+                "Bootstrapper",
+                "Boot-strap",
+                "Bootstrap (word origin)",
+                "Bootstrap"
+            ],
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+        },
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+        },
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+            "mentions": [
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+                "Chef-Solo",
+                "Chef Community Repository",
+                "Chef software",
+                "Chef Automate"
+            ],
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+        },
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+            "mentions": [
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+                "CICS Transaction Server",
+                "CICS"
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+        },
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+            "mentions": [
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+                "IOS (Cisco)",
+                "CIOSS",
+                "Interface Descriptor Block",
+                "Cisco IOS"
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+        },
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+                "Citrix WinFrame",
+                "Winframe",
+                "Citrix Virtual Apps and Desktops"
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+        },
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+                "Netscaler",
+                "Citrix ADC"
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+        },
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+            "mentions": [
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+        },
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+                "Laboratory information system",
+                "Laboratory Information Management System",
+                "Laboratory informatics system",
+                "Lims",
+                "Laboratory Information Management Systems",
+                "Lab information system",
+                "Laboratory computer system",
+                "Laboratory Information Management Software",
+                "Laboratory Information System",
+                "LabWare LIMS"
+            ],
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+        },
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+                "CA clipper",
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+                "CA-Clipper",
+                "Clipper"
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+                "CLIST"
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+        },
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+                "COBOL-85",
+                "COBOL 20XX",
+                "COBOL 85",
+                "ISO/IEC 1989",
+                "MF-COBOL",
+                "O-O COBOL",
+                "COBOL programming language",
+                "COBOL-74",
+                "COBOL 60",
+                "ISO 1989",
+                "COBOL 74",
+                "COBOL74",
+                "COBOL-68",
+                "OO COBOL",
+                "COBOL language",
+                "COBOL 1985",
+                "Common Ordinary Business-Oriented Language",
+                "COBOL 1968",
+                "COBOL 2014",
+                "Object-oriented COBOL",
+                "Common Business Oriented Language",
+                "COBOL (programming language)",
+                "X3J4",
+                "COBOL68",
+                "COBOL 1974",
+                "COBOL85",
+                "OO-COBOL",
+                "COBOL-60",
+                "COmmon Business-Oriented Language",
+                "COBOL 1960",
+                "COBOL 2002",
+                "RM/COBOL",
+                "COBOL 68",
+                "Common Business-Oriented Language",
+                "Cobol",
+                "COBOL"
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+        },
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+                "ColdFusion MX",
+                "Adobe cold fusion",
+                "ColdFusion Components",
+                "Cold Fusion programming language",
+                "Abobe coldfusion",
+                "ColdFusion programming language",
+                "ColdFusion",
+                "Macromedia ColdFusion",
+                "Coldfusion"
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+        },
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+                "SAP Crystal Reports",
+                "Report application server",
+                "Crystal Reports"
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+        },
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+                "ECMA Dart",
+                "Dart (language)",
+                "Dart programming language",
+                "Dart language",
+                "DartLang",
+                "ECMA-408",
+                "Google Dart",
+                "DART"
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+        },
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+            "mentions": [
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+                "IBM Data Language One (DL/1)",
+                "DL/1",
+                "Data Language Interface (DL/I)"
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+        },
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+                "IBM DB2 Express-C",
+                "DB2/2",
+                "DB2 Express",
+                "SQLCA",
+                "Ibm viper",
+                "DATABASE 2",
+                "IBM Db2",
+                "Db2 for i",
+                "DB2 DWE",
+                "DB/2",
+                "IBM PureQuery",
+                "DB2 Everyplace",
+                "PureQuery",
+                "Db/2",
+                "DB2"
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+                "Delphi rad",
+                "Delphi 2006",
+                "Delphi XE2",
+                "RAD Studio",
+                "Embarcadero RAD Studio",
+                "Delphi 2009",
+                "Delphi XE",
+                "CodeGear Delphi",
+                "Delphi (IDE)",
+                "Delphi XE4",
+                "Delphi XE3",
+                "Borland Delphi",
+                "Delphi code",
+                "Delphi 4",
+                "Embarcadero Delphi",
+                "Delphi"
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+        },
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+            "mentions": [
+                "Docker software",
+                "Docker (Linux container engine)",
+                "Libcontainer",
+                "Dockerfile",
+                "Docker Toolbox",
+                "Docker"
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+                "Documentum Content Server"
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+                "Deanspace",
+                "Drupal theming",
+                "Droople",
+                "CivicSpace",
+                "Druscal",
+                "Drupal Con",
+                "DrupalCon",
+                "Civic Space",
+                "Drupla",
+                "Durpal",
+                "DeanSpace",
+                "Druple",
+                "Hack4Dean",
+                "Civicspace",
+                "Acquia Drupal",
+                "Open Atrium",
+                "Drupal"
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+                "Mylyn",
+                "Java Eclipse",
+                "Web Tools Platform",
+                "Eclipse software",
+                "Eclipse SDK",
+                "Eclipse Kura",
+                "Eclipse Classic",
+                "Eclipse ganymede",
+                "Eclipse Europa",
+                "Eclipse (computing)",
+                "Eclipse (platform)",
+                "Eclipse IDE",
+                "Java eclipse",
+                "Yoxos OnDemand",
+                "Eclipse java",
+                "Yoxos",
+                "Eclipse (IDE)",
+                "Eclipse (SDK)",
+                "Eclipse ide",
+                "Eclipse (ide)",
+                "Eclipse Galileo",
+                "Eclipse platform",
+                "Eclipse RCP",
+                "Java Emitter Templates",
+                "Eclipse ADT",
+                "Eclipse"
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+                "XHTML 1.0",
+                "XHTML 1.1",
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+                "Xht",
+                "Xhtml 2",
+                "EXtensible HyperText Markup Language",
+                "XHTML2",
+                "X(HTML)",
+                "XHTML 2.0",
+                "Extensible HyperText Markup Language",
+                "XHTML 2",
+                "Extensible Hypertext Markup Language",
+                "EXtensible Hypertext Markup Language",
+                "(X)HTML",
+                "eXtensible HyperText Markup Language (XHTML)"
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+        },
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+                "XML feeds",
+                "Well-formed XML",
+                "Extended markup language",
+                "EXtensible Markup Language",
+                "Xml:lang",
+                "Xml parser",
+                "XML tag set",
+                "Web3S",
+                "Extensible markup language",
+                "Xml",
+                "Extended Markup Language",
+                "Dynamic XML",
+                "XML parser",
+                "Text/xml",
+                "Valid XML document",
+                "XML comment",
+                "XML Specification",
+                "XML vocabulary",
+                "XML document",
+                "Extensible Markup Language (XML)"
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+                "Microsoft XML Core Services",
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+                "EXtensible Stylesheet Language",
+                "XSL stylesheet",
+                "XSL stylesheets",
+                "Extensible Stylesheet Language (XSL)"
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+        },
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+            "mentions": [
+                "XML template engine",
+                "XSL Transformation",
+                "XSLT 2.0",
+                "Xslt",
+                "XSLT processor",
+                "XLST",
+                "XML template processor",
+                "XSL-T",
+                "XSL Transformations",
+                "Extensible Stylesheet Language Transformations (XLST)"
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+                "FileMaker II",
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+                "FileMaker Server",
+                "FilemakerPro",
+                "FileMaker Pro"
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+                "UIRA",
+                "Flash MX",
+                "Flash CS3",
+                "Futuresplash",
+                "Adobe Flash CS4",
+                "Flash 8",
+                "Flash mx 2004",
+                "Flash (software)",
+                "FutureSplash",
+                "Macromedia Flash Remoting",
+                "Macromedia flash",
+                "Flash programming",
+                "Adobe Flash animation",
+                "Flash 6",
+                "Adobe flash",
+                "Adobe Flash Platform",
+                "Macromedia Flash Professional 9",
+                "F4L",
+                "Flash components",
+                "Flash 10",
+                "F4l",
+                "Flash 9",
+                "Qflash",
+                "Flash mx",
+                "Flash"
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+                "Formula Translation",
+                "Fortran 77",
+                "FORTRAN II",
+                "Formula Translator",
+                "FORTRAN 66",
+                "FORTRAN programming language",
+                "Fortran (programming language)",
+                "Fortran 2018",
+                "Fortran IV",
+                "Fortran 2008",
+                "Format (Fortran 66)",
+                "Fortran 66",
+                "Fortran programming language",
+                "FORTRAN77",
+                "ECMA-9",
+                "Fortran language",
+                "FORTRAN IV",
+                "Fortran 95",
+                "F77",
+                "Fortran 2003",
+                "FORTRAN 77",
+                "Visual Fortran",
+                "Fortran 90",
+                "FORTRAN (programming language)",
+                "FORTRAN 86",
+                "Formula translation",
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+                "Fort77",
+                "Fortran 5 (programming language)",
+                "F95",
+                "Fortran 8X",
+                "Fortran 2015",
+                "Fortran-66",
+                "FORTRAN I",
+                "Fortran"
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+                "Sun Java Application Server",
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+                "GNU System",
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+                "GNU OS",
+                "GNU system",
+                "GNU's Not Unix",
+                "GNU operating system",
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+                "Go language",
+                "Golang",
+                "Go google",
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+                "Go lang",
+                "Go programming language",
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+                "Chrome extension",
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+                "GChrome",
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+                "Chrome (Google)",
+                "Chrome web browser",
+                "Google Chrome 13",
+                "Google Chrome 11",
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+                "Chromium (engine)",
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+                "Chrome (web browser)",
+                "Google Chrome for iOS",
+                "Chrome for Android",
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+                "NonStop Kernel",
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+                "HTML file",
+                "Hypertext markup language",
+                "Basic HTML",
+                "HTM file",
+                "HTML 4.01",
+                "ISO/IEC HTML",
+                "Hyper text Markup Language",
+                "Hyper Text Markup Language",
+                "HTML2",
+                "HTML 4",
+                "HTML 3.2",
+                "HTML+",
+                "HLMT",
+                "ISO/IEC 15445",
+                "Hyper text markup language",
+                "Html comment",
+                "HTML code",
+                "HTML strict",
+                "HyperText Markup Language",
+                "HTML 4.0",
+                "Html",
+                "Html language",
+                "Html code",
+                "HTML File Format",
+                "HTML syntax",
+                "HTML 3",
+                "HMTL",
+                "Text/html",
+                "Html coding",
+                "HTML 2",
+                "HTML3",
+                "Html 4.01",
+                "Hypertext Markup Language (HTML)"
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+                "IBM Endpoint Manager",
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+                "IBM High Level Assembler (HLASM)"
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+                "IBM OS/400",
+                "IBM i5/OS",
+                "I on Power",
+                "IBM i on Power",
+                "I5/OS",
+                "IBM I5/OS",
+                "IBM i"
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+        },
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+                "CL Programming",
+                "Control Language Programming",
+                "CL (OS/400 command interpreter)",
+                "AS/400 Command Language",
+                "IBM i Control Language",
+                "IBM i Control Language (CL)"
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+                "IBM InfoSphere",
+                "DataStage",
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+                "IBM Mobile Foundation"
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+                "Power Systems",
+                "IBM Power Systems"
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+                "General Parallel File System",
+                "IBM General Parallel File System",
+                "Vesta File System",
+                "IBM Spectrum Scale"
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+        },
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+                "ADSM",
+                "ADSTAR Distributed Storage Manager",
+                "IBM Tivoli Storage Manager FastBack",
+                "Distributed Storage Manager Client",
+                "IBM Tivoli Storage Manager"
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+            "mentions": [
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+            "mentions": [
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+            "mentions": [
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+                "IBM Message Queue Interface",
+                "Mqseries",
+                "IBM WebSphere MQ",
+                "WebSphere MQ",
+                "MQSeries",
+                "IBM Websphere MQ"
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+        },
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+        },
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+                "Internet Information Server",
+                "IIS 7",
+                "Microsoft Internet Information Server",
+                "IIS Media Services",
+                "Microsoft-IIS",
+                "MS IIS",
+                "IIS7",
+                "IIS Media Pack",
+                "Microsoft-iis",
+                "Microsoft IIS server",
+                "IIS server",
+                "IIS"
+            ],
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+        },
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+            "mentions": [
+                "Easy Migration Tool (IEMT)"
+            ],
+            "entity_id": 489
+        },
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+            "mentions": [
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+            ],
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+        },
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+            "mentions": [
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+        },
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+                "IBM IMS",
+                "Information Management System",
+                "IMS DC",
+                "IMS/DC",
+                "HSAM (computing)",
+                "Information management system",
+                "Hierarchical Sequential Access Method",
+                "IMS/DB",
+                "IMS/TM",
+                "IMS system",
+                "IMS DB"
+            ],
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+        },
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+            "mentions": [
+                "WiZ",
+                "Zip (software)",
+                "Info-Zip",
+                "InfoZip",
+                "Info-ZIP"
+            ],
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+        },
+        "173": {
+            "mentions": [
+                "Infobright Community Edition (ICE)"
+            ],
+            "entity_id": 86
+        },
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+            "mentions": [
+                "Informatica PowerCenter"
+            ],
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+        },
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+            "mentions": [
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+                "IngresCorporation",
+                "Ingres II",
+                "Ingres Database",
+                "University Ingres",
+                "OpenIngres",
+                "CA-Ingres",
+                "Ingres database",
+                "INGRES",
+                "Ingres"
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+        },
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+                "Xeon E5-26xx",
+                "Dunnington (microprocessor)",
+                "Cascades (microprocessor)",
+                "Scalable Memory Interconnect",
+                "X7460",
+                "Xeon E3-12xx",
+                "Xeonx",
+                "Woodcrest (microprocessor)",
+                "Pentium II Xeon",
+                "Tigerton (microprocessor)",
+                "Jasper Forest (microprocessor)",
+                "XEON",
+                "Xeon E7-48xx v3",
+                "Clovertown (microprocessor)",
+                "Xeon E5",
+                "Westmere-EX",
+                "Drake (microprocessor)",
+                "X5650",
+                "Xeon E3 v2",
+                "Wolfdale-DP (microprocessor)",
+                "Quad-Core Intel Xeon",
+                "Tanner (microprocessor)",
+                "Scalable memory interconnect",
+                "Intel Xeon CPU",
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+                "Intel Xeon E5",
+                "Xeon E3 v3",
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+                "Xeon Silver",
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+                "Xeon E5 v3",
+                "Intel SMI",
+                "Gainestown (microprocessor)",
+                "Xeon MP",
+                "Dual-Core Xeon",
+                "Xeon E5-26xx v3",
+                "Intel Xeon Gold",
+                "Nancona",
+                "Haswell-EP",
+                "Intel Xeon Platinum",
+                "Sossaman (microprocessor)",
+                "Xeon E3",
+                "Xeon E7 v3",
+                "Xeon E7 v2",
+                "Intel Woodcrest",
+                "E5310",
+                "Intel Xeon Bronze",
+                "Xeon E5 v2",
+                "Pentium III Xeon",
+                "Nehalem-ex",
+                "Xeon E5-16xx",
+                "Intel Xeon Silver",
+                "Beckton (microprocessor)",
+                "Xeon E5-16xx v3",
+                "Xeon Bronze",
+                "Sossaman",
+                "Xeon E3-12xx v3",
+                "Intel Xeon",
+                "Xeon Platinum",
+                "Intel Xeon Processor"
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+                "OS X iPhone",
+                "IPhoneOS",
+                "IPhone Operating System",
+                "IPhone os",
+                "Mac OS X (iPhone)",
+                "IOS Apple",
+                "Ipod touch os",
+                "IPod Touch OS",
+                "IPhone OS",
+                "Apple iPhone OS",
+                "OS X Mobile",
+                "IOS (Apple Inc.)",
+                "Multitasking (iOS)",
+                "Apple iOS",
+                "Iphone os",
+                "IPhone operating system",
+                "AppleiOS",
+                "IOS (Apple)",
+                "IOS (operating system)",
+                "Ios (Apple)",
+                "iOS"
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+                "Javax",
+                "Java (software)",
+                "Java (Programming language)",
+                "Javalang",
+                "Java Programming",
+                "JPD (file format)",
+                "Java (programming)",
+                "Java (langage)",
+                "Java language",
+                "Java technology",
+                "Flow Java",
+                "Java (language)",
+                "Java programming",
+                "Java (Programming Language)",
+                "Java prog",
+                "Java code",
+                "Java computer language",
+                "Java Programing Languge",
+                "Java Language Specification",
+                "Java language specification",
+                "Java"
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+                "Velocity (software)",
+                "Jakarta Velocity",
+                "Apache Velocity"
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+                "EclipseLink"
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+                "Enterprise Beans",
+                "Enterprise beans",
+                "Enterprise JavaBean",
+                "Enterprise Bean",
+                "SLSB",
+                "Enterprise bean",
+                "SFSB",
+                "Jakarta Enterprise Bean",
+                "Bean-Managed Persistence",
+                "Enterprise Java Bean",
+                "Java Enterprise Bean",
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+                "Jakarta Enterprise beans",
+                "Jakarta Enterprise bean",
+                "JSR 153",
+                "JSR 19",
+                "EJB container",
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+                "JSR 220",
+                "Container-Managed Persistence",
+                "Message-driven EJB",
+                "Enterprise JavaBeans (EJB)"
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+                "Hibernate (Java)",
+                "Hibernate OGM",
+                "Hibernate (software)",
+                "Hibernet",
+                "Hibernate Core",
+                "Hibernate (java)",
+                "Hibernate"
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+                "Java SDK",
+                "J2SDK",
+                "Java 2 Software Development Kit",
+                "JDK 1.2",
+                "Java Development Toolkit",
+                "Java jdk",
+                "Java Development Kit (JDK)"
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+                "J2EE",
+                "Enterprise Java",
+                "Java enterprise",
+                "JSR 313",
+                "Java EE 5",
+                "Java Platform",
+                "Java Enterprise Platform",
+                "JSR 58",
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+                "Java ee",
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+                "Jakarta Enterprise Edition",
+                "J2EE 1.3",
+                "Java 2 Enterprise Edition",
+                "J2EE 1.2",
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+                "JSR 244",
+                "J2ee",
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+                "Java messaging service",
+                "Java Message Service (JMS)"
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+                "J2se",
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+                "Java 2 Standard Edition",
+                "Java Standard Edition",
+                "JavaSE",
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+                "Java SE platform",
+                "JSR 176",
+                "Java Standard Edition (Java SE)"
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+                "Web Start",
+                "Java webstart",
+                "Java Network Launching Protocol",
+                "JavaWS",
+                "Webstart",
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+                "Javaws",
+                "Java web start",
+                "Java Webstart",
+                "Java Web Start"
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+                "JSR 252",
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+                "Javaserver faces",
+                "JavaServer Faces (JSF)"
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+                "Jakarta Server Pages compiler",
+                "Jave Server",
+                "Java server pages",
+                "Javaserver pages",
+                "Jsp2",
+                "JSP files",
+                "Java Server Page",
+                "Java Server Pages",
+                "JSP engine",
+                "JSPF",
+                "JSR 245",
+                "JavaServer Pages compiler",
+                "JavaServer Page",
+                "JavaServer Pages (JSP)"
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+                "Java Data Base Connectivity",
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+                "JRuby language",
+                "Jruby",
+                "JRuby Core"
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+                "Log4javascript",
+                "Apache log4net",
+                "Log4js",
+                "Log4Net",
+                "Log4c",
+                "Log4J",
+                "Log4j"
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+                "Quartz"
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+                "Remote Method Invokation",
+                "Java Remote Method Invocation",
+                "Rmic",
+                "Remote Method Invocation (RMI)"
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+                "Four Freedoms (software)",
+                "Free (software)",
+                "Software Libre",
+                "Libre software",
+                "Free-source software",
+                "Free-libre software",
+                "Four Freedoms (Free software)",
+                "Libre Software",
+                "Freedom-ware",
+                "4 software freedoms",
+                "Free sofware",
+                "Free-software",
+                "FSF's \"free software\" ideal",
+                "Free and Open Source Software (FOSS) for development",
+                "Freedomware",
+                "Free computer software",
+                "Freed Software",
+                "Freedom software",
+                "Software libre",
+                "Free software development",
+                "Four Freedoms (free software)",
+                "Servlet"
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+                "Spring framework",
+                "Spring beans",
+                "Spring (framework)",
+                "Spring Boot",
+                "Java Spring",
+                "Spring Framework (Java)",
+                "Springframework",
+                "Spring IOC Framework",
+                "Spring AOP framework",
+                "Spring AOP",
+                "The Spring Framework",
+                "Spring"
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+                "Struts Framework",
+                "Java Struts",
+                "Struts"
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+                "JavaScript rollover",
+                "Live-Script",
+                "Javascript Console",
+                "Server side javascript",
+                "Live script",
+                "Javascript programming language",
+                "JavaScript Forums",
+                "JavaScript 1.6",
+                "JavaScript language",
+                "Escript",
+                "JavaScript (programming language)",
+                "Client-side JavaScript",
+                "Javascript (programming language)",
+                "Vanilla JS",
+                "SSJS",
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+                "Visual Studio Test Professional",
+                "VS2017",
+                "Visual Studio 2019",
+                "VS2010",
+                "Microsoft Visual Studio Community",
+                "Visual Studio.NET 2005",
+                "Microsoft Visual Studio debugger",
+                "MSDEV",
+                "Visual Studio 2013",
+                "Visual Studio Application Lifecycle Management",
+                "Visual Studio Team Suite",
+                "Visual studio",
+                "VS6",
+                "Microsoft Test professional",
+                "Visual Studio 2015",
+                "Azure DevOps Services",
+                "Visual Studio 2010",
+                "Microsoft visual studio 2010",
+                "VS2005",
+                "Visual Studio.NET",
+                "VS 2005",
+                "DXCore",
+                "Visual Studio debugger",
+                "Visual Studio Team Test",
+                "MS Visual Studio",
+                "RefactorPro",
+                "Visual Studio Debugger",
+                "VisualStudio",
+                "Visual Studio LightSwitch",
+                "Microsoft Orcas",
+                "Visual Studio ALM",
+                "Microsoft Visual Studio 2005",
+                "Visual Studio 2005",
+                "CodeView and the Visual Studio Debugger",
+                "Visual Studio Orcas",
+                "Visual Studio 2022",
+                "Microsoft Test Professional",
+                "Visual Studio 2008",
+                "Microsoft Visual Studio Debugger",
+                "Vs.net",
+                "VS05",
+                "Vs 2010",
+                "Visual Studio 6.0",
+                "Visual Studio Community",
+                "VISUAL STUDIO 2008",
+                "DevBiz",
+                "Visual Studio 2012",
+                "VS 2008",
+                "Visual Studio Ultimate 2010",
+                "Microsoft Visual Studio"
+            ],
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+        },
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+            "mentions": [
+                "Microsoft Web Deploy"
+            ],
+            "entity_id": 112
+        },
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+            "mentions": [
+                "Microsoft Web Farm Framework (WFF)"
+            ],
+            "entity_id": 113
+        },
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+            "mentions": [
+                "Microsoft Web Platform Installer"
+            ],
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+        },
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+            "mentions": [
+                "Model Driven Workflow (MDW)"
+            ],
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+        },
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+            "mentions": [
+                "Mongo db",
+                "Mongodb",
+                "MongoDB"
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+        },
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+            "mentions": [
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+                "Firebird browser",
+                "FireBird (browser)",
+                "Mozila Firefox",
+                "Firefox minefield",
+                "Minefield (trunk build)",
+                "FireFox (web browser)",
+                "Firebird (web browser)",
+                "Mozilla Phoenix",
+                "Mozilla/browser",
+                "Firefox (software)",
+                "Mozilla firefox",
+                "M/b",
+                "Phoenix web browser",
+                "Firefox Aurora",
+                "Mozilla Firerfox",
+                "Firebird (browser)",
+                "Mozilla's Firefox",
+                "MineField Browser",
+                "Firefox (web browser)",
+                "Mozilla phoenix",
+                "SpreadFirefox",
+                "FireBird (web browser)",
+                "Mozzila Firefox",
+                "FireFox (browser)",
+                "Mozilla Minefield",
+                "Firefox esr",
+                "Mozilla FireFox",
+                "Mozilla Firefox's",
+                "Mozilla firebird",
+                "Mozff",
+                "Mozilla firefox esr",
+                "Firebird Web Browser",
+                "Frefox",
+                "Phoenix (browser)",
+                "Spread Firefox",
+                "Forefox",
+                "FireFox",
+                "Mozillafirefox",
+                "Mozilla Fire Fox",
+                "Firefox Roadmap",
+                "Firefox roadmap",
+                "Firebird web browser",
+                "Mozilla Firefox (software)",
+                "Mozilla Firefox ESR",
+                "SpreadFireFox",
+                "Moz firefox",
+                "Firefox Browser",
+                "Firefo",
+                "Fire Fox",
+                "Mozilla FireBird",
+                "Mozilla FX",
+                "Firefox ESR",
+                "Mozilla ff",
+                "Phoenix (web browser)",
+                "Fire fox",
+                "Firefox web browser",
+                "Firefox browser",
+                "Mozilla Firebird",
+                "Mozilla Firefox"
+            ],
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+        },
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+            "mentions": [
+                "MQ Client"
+            ],
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+        },
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+                "MS-Office 365",
+                "MS Office 365"
+            ],
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+        },
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+            "mentions": [
+                "MS-SQL",
+                "Sql Server 2000",
+                "SQL Server 2017",
+                "Sqlcmd",
+                "SQL Server 2014 ISO",
+                "Microsoft SQL Server 2008 R2",
+                "Microsoft SQL server",
+                "SQL Server 2014 CAB",
+                "SQL Server 2008 R2",
+                "Pubs (database)",
+                "Microsoft SQL",
+                "Microsoft Sql Server",
+                "SQL 6.5",
+                "Ms sql server",
+                "Microsoft sql server",
+                "Mssql",
+                "SQL 7.0",
+                "SQL Server 2019",
+                "Data Source Views",
+                "MS SQL Server"
+            ],
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+        },
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+            "mentions": [
+                "MS SQL Server Browser"
+            ],
+            "entity_id": 465
+        },
+        "279": {
+            "mentions": [
+                "SQL Server 2005 Compact Edition",
+                "SQL Server Compact 3.5",
+                "Microsoft SQL Server Compact Edition",
+                "SQL Server Compact Edition Database File",
+                "Sql mobile",
+                "SQL Server Compact Edition",
+                "SQL Mobile",
+                "SQLCE",
+                "SQL Server Mobile",
+                "SQLce",
+                "SQL Server Compact 2005 Edition",
+                "SQL Server Mobile Edition",
+                "SQL Server CE",
+                "Microsoft SQL Server Mobile Edition",
+                "Microsoft SQL Server Compact",
+                "SQL CE",
+                "MS SQL Server Compact"
+            ],
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+        },
+        "280": {
+            "mentions": [
+                "Data Transformation Service",
+                "DTS package",
+                "DTS Package",
+                "Data transformation service",
+                "DTS Packages",
+                "DTS Tasks",
+                "Data Transformation Services"
+            ],
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+        },
+        "281": {
+            "mentions": [
+                "Log Reader Agent"
+            ],
+            "entity_id": 467
+        },
+        "282": {
+            "mentions": [
+                "OLAP Services",
+                "ADOMD.NET",
+                "SQL Server Analysis Services (SSAS)"
+            ],
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+        },
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+            "mentions": [
+                "SQL Server Database Engine"
+            ],
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+        },
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+            "mentions": [
+                "SSIS package",
+                "SQL Server Integration Services (SSIS)"
+            ],
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+        },
+        "285": {
+            "mentions": [
+                "SSMS",
+                "SSMSE",
+                "Management studio",
+                "SQL Server Management Studio"
+            ],
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+        },
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+            "mentions": [
+                "SQL Server Report Builder"
+            ],
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+        },
+        "287": {
+            "mentions": [
+                "SQL Reporting Services",
+                "Sql server reporting services",
+                "SQL Server Reporting Services (SSRS)"
+            ],
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+        },
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+            "mentions": [
+                "MSP (operating system)",
+                "MVS/ESA",
+                "OS/MVS",
+                "MVS Operating System",
+                "Data Facility Product",
+                "MVS/XA",
+                "MVS/370",
+                "Fujitsu MSP",
+                "OS/VS2 (MVS)",
+                "Hitachi VOS3",
+                "MVS/SP",
+                "Multiple Virtual Storage",
+                "MVS"
+            ],
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+        },
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+            "mentions": [
+                "MVS|OS/390",
+                "OS/390"
+            ],
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+        },
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+            "mentions": [
+                "ZOS",
+                "IBM z/OS",
+                "z/OS"
+            ],
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+        },
+        "291": {
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+                "MySQL server",
+                "Mysql 5.0",
+                "MySQL Fabric",
+                "Mysqldump",
+                "MySql",
+                "MySQL HA",
+                "SunSQL",
+                "Libmysqld",
+                "Mysql-server",
+                "Mysql",
+                "Mqsql",
+                "My Structured Query Language",
+                "My SQL",
+                "MySql 5",
+                "Mysql 5.1",
+                "MySQL"
+            ],
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+        },
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+                "Neo4j"
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+        },
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+            "mentions": [
+                "Nginx plus",
+                "NGINX",
+                "Engine X",
+                "NGINX Unit",
+                "Nginx"
+            ],
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+        },
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+                "NPL programming language",
+                "Niakwa Programming Language (NPL)"
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+        },
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+            "mentions": [
+                "Nix language",
+                "Nix Package Manager",
+                "Nix package manager"
+            ],
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+        },
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+            "mentions": [
+                "NodeJs",
+                "Node js",
+                "Node.JS",
+                "Iojs",
+                "Io.js",
+                "NodeJS",
+                "Node.js"
+            ],
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+        },
+        "301": {
+            "mentions": [
+                "ObjC",
+                "Objc",
+                "Objective-C 2.0",
+                "Objective C++",
+                "Objective-C++",
+                "Object C",
+                "Objective-C (programming language)",
+                "Obj-c",
+                "ObjC programming language",
+                "Objective c",
+                "C and Smalltalk",
+                "Objective-c",
+                "ObjectiveC",
+                "Obj C",
+                "Objective-C programming language",
+                "Obj C programming language",
+                "Objective C programming language",
+                "Objective C plus plus",
+                "Obj-C programming language",
+                "Smalltalk and C",
+                "Object-C",
+                "Objective C"
+            ],
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+        },
+        "302": {
+            "mentions": [
+                "OpenEdge Advanced Business Language (ABL)",
+                "OpenEdge Database",
+                "OpenEdge Advance Business Language (ABL)",
+                "Progress RDBMS",
+                "Progress DBMS",
+                "Advanced Business Language",
+                "Progress (software)",
+                "Progress4GL",
+                "Webspeed",
+                "Progress 4GL",
+                "OpenEdge Advanced Business Language",
+                "OpenEdge ABL"
+            ],
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+        },
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+            "mentions": [
+                "Openldap",
+                "OpenLDAP"
+            ],
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+        },
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+            "mentions": [
+                "OpenText Exstream"
+            ],
+            "entity_id": 127
+        },
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+            "mentions": [
+                "Virtual Memory System",
+                "VAX/VMS",
+                "Open vms",
+                "VMS operating system",
+                "OpenVMS 7.2",
+                "DECwindows",
+                "VMS (operating system)",
+                "VAX-VMS",
+                "DEC VMS",
+                "DECWindows",
+                "Vax/vms",
+                "Open VMS",
+                "Openvms",
+                "OpenVMS"
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+        },
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+                "Openvon",
+                "Openvpn",
+                "Open VPN",
+                "OpenVPN"
+            ],
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+        },
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+            "mentions": [
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+            ],
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+        },
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+            "mentions": [
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+                "Oracle ADF"
+            ],
+            "entity_id": 130
+        },
+        "309": {
+            "mentions": [
+                "Oracle HTML DB",
+                "Html db",
+                "HTML DB",
+                "Oracle APEX"
+            ],
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+        },
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+            "mentions": [
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+                "Oracle Application Server 10g",
+                "Oracle Application Server"
+            ],
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+        },
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+            "mentions": [
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+        },
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+            "mentions": [
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+                "Oracle BI Publisher"
+            ],
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+        },
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+            "mentions": [
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+            ],
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+        },
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+                "Oracle8i",
+                "Oracle (software)",
+                "Oracle (database)",
+                "Ora92",
+                "Oracle 11i",
+                "Oracle express",
+                "Oracle XE",
+                "Oracle (DBMS)",
+                "Oracle database",
+                "Instantclient",
+                "Oracle db",
+                "Oracle R Enterprise",
+                "Oracle9i",
+                "Oracle11g",
+                "Oracle DBMS",
+                "Oracle8",
+                "Oracle RDBMS",
+                "Oracle Database"
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+        },
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+            ],
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+        },
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+            "mentions": [
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+                "GeoRaster",
+                "Oracle Spatial",
+                "Oracle Spatial and Graph"
+            ],
+            "entity_id": 475
+        },
+        "317": {
+            "mentions": [
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+                "Oracle Designer"
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+        },
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+        },
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+            "mentions": [
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+                "Exadata",
+                "Oracle Exadata"
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+        },
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+        },
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+            "mentions": [
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+                "Hyperion Planning"
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+        },
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+            "mentions": [
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+                "Oracle Net Services"
+            ],
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+        },
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+            "mentions": [
+                "Real application clusters",
+                "Oracle Real Application Clusters (RAC)"
+            ],
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+        },
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+            "mentions": [
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+            ],
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+        },
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+            "mentions": [
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+            ],
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+        },
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+            "mentions": [
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+            ],
+            "entity_id": 144
+        },
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+            "mentions": [
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+                "Oracle SOA Suite"
+            ],
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+        },
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+            "mentions": [
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+        },
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+            "mentions": [
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+                "Smallbase",
+                "TimesTen In-Memory Database",
+                "Oracle TimesTen In-Memory Database"
+            ],
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+        },
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+                "Oracle VM"
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+        },
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+            "mentions": [
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+                "Oracle Content Management",
+                "WebCenter",
+                "Oracle Universal Content Management",
+                "Universal Content Management",
+                "Oracle WebCenter Imaging",
+                "Oracle WebCenter Content Server"
+            ],
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+        },
+        "334": {
+            "mentions": [
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+            ],
+            "entity_id": 495
+        },
+        "335": {
+            "mentions": [
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+                "Orbix"
+            ],
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+        },
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+            "mentions": [
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+                "Win-OS/2",
+                "DOS/286 (OS/2)",
+                "NEWDOS (OS/2)",
+                "Microsoft Betriebssystem/2",
+                "Os2 warp",
+                "OS/2 Warp 3",
+                "OS/2 Warp 3J",
+                "Warp 3",
+                "IBM BS/2",
+                "BS/2 1.1",
+                "Os2",
+                "OS/2 1.21",
+                "BS/2 1.3",
+                "Advanced DOS",
+                "OS2",
+                "BS/2 1.0",
+                "WINOS/2",
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+                "IBM OS2",
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+                "OS/2 2.1",
+                "OS/2 Warp 4",
+                "OS/2 1.3",
+                "WinOS/2",
+                "OS/2 1.0",
+                "Warp Server",
+                "Microsoft OS/2",
+                "WIN-OS/2",
+                "OS/2 Warp Connect",
+                "Microsoft Operating System/2",
+                "IBM OS/2",
+                "OS/2 for Windows",
+                "OS/2 2.0",
+                "IBM Operating System/2",
+                "OS 2",
+                "Betriebssystem/2",
+                "DOS 5 (OS/2)",
+                "Microsoft BS/2",
+                "IBM Betriebssystem/2",
+                "DOS 286 (OS/2)",
+                "OS/2 API",
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+                "Os/2",
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+                "CP/DOS",
+                "ADOS (OS/2)",
+                "OS/2 1.2",
+                "0S/2",
+                "Operating System/2",
+                "OS/2"
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+                "Pascal (language)",
+                "Pascal-P",
+                "Pascal programming language",
+                "PASCAL-XSC",
+                "Pascal-S",
+                "Pascal Programming Language",
+                "PASCAL-SC",
+                "PASCAL (Programming language)",
+                "Pascal-P2",
+                "Pascal-P3",
+                "Pascal-P system",
+                "Pascal-P System",
+                "Pascal-F",
+                "Pascal (command)",
+                "ISO/IEC 10206",
+                "Pascal-P5",
+                "Pascal language",
+                "Pascal-p2",
+                "Pascal 86",
+                "Pascal-P4",
+                "Pascal-XSC",
+                "Pascal"
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+                "Delphi programming language",
+                "Delphi (programming language)",
+                "Object-Oriented Pascal",
+                "Delphi language",
+                "Delphi (Computer Language)",
+                "Delphi programming",
+                "Object Pascal"
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+        },
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+                "Pentaho"
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+                "People Soft",
+                "PeopleSoft",
+                "PeopleSoft EnterpriseOne",
+                "PeopleSoft HRMS",
+                "Peoplesoft",
+                "PeopleSoft"
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+        },
+        "343": {
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+                "Practical Extraction and Report Language",
+                "Perl interpreter",
+                "Vanilla Perl",
+                "Practical Extraction And Report Language",
+                "Ponie",
+                "Embedded Perl",
+                "Perl language",
+                "X-perl",
+                "Perl programming language",
+                "Swiss army chainsaw",
+                "IndigoPerl",
+                "Perl code",
+                "Swiss-army chainsaw",
+                "Perl5",
+                "PONIE",
+                "PERL",
+                "Perl 5",
+                "Perl programming",
+                "Perl (language)",
+                "Perl"
+            ],
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+        },
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+                "Activeperl",
+                "Perlscript",
+                "ActivePerl"
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+                "Pervasive sql",
+                "Pervasive PSQL"
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+                "Php (programming language)",
+                "Zend Engine 3",
+                "Php 5.3",
+                "PHP interpreter",
+                "PHP (programming language)",
+                "Php 4",
+                "PHP 5",
+                "PHPNG",
+                "PHP8",
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+                "PHP5-FPM",
+                "PHP5",
+                "PHP4",
+                "Php 5.4",
+                "Php 5.1",
+                "PHP-FPM",
+                "Php",
+                "PHTML",
+                "PHP/FI",
+                "Php-fpm",
+                "Php6",
+                "PHP 6",
+                "Php 5.0",
+                "PHP3",
+                "Php 6.0",
+                "Zephir (programming language)",
+                "Php1",
+                "PHP:Hypertext Preprocessor",
+                "Php 3",
+                "PHP7",
+                "PHP programming",
+                "Phtml",
+                "Php 5.2",
+                "Php5",
+                "Php2",
+                "Phpng",
+                "PHP Hypertext Preprocessor (programming language)",
+                "PHP next generation",
+                "Php3",
+                "PHP6",
+                "PHP programing language",
+                "PHP 7",
+                "Php 1",
+                "Php 2",
+                "Hypertext Preprocessor",
+                "PHP programming language",
+                "PHP: Hypertext Preprocessor",
+                "PHP Hypertext Preprocessor",
+                "PHP"
+            ],
+            "entity_id": 586
+        },
+        "349": {
+            "mentions": [
+                "PIPE-FLO"
+            ],
+            "entity_id": 154
+        },
+        "350": {
+            "mentions": [
+                "Pivotal tc Server"
+            ],
+            "entity_id": 277
+        },
+        "351": {
+            "mentions": [
+                "PKZip",
+                "PKSFX",
+                "PKUNZIP",
+                "SecureZIP",
+                "Pkunzip",
+                "Pkzip",
+                "PKZIP"
+            ],
+            "entity_id": 155
+        },
+        "352": {
+            "mentions": [
+                "SL/1",
+                "Pl/1",
+                "PL1 language",
+                "PL/I programming language",
+                "Visual PL/1",
+                "DEC PL/I",
+                "PL/I-80",
+                "PL/MP",
+                "Raincode PL/1",
+                "PL/I-86",
+                "PLI programming language",
+                "PL/I (programming language)",
+                "PL1 programming language",
+                "PL/MI",
+                "PLI-86",
+                "VAX PL/I",
+                "RainCode PL/1",
+                "PL/1 programming language",
+                "PL/I"
+            ],
+            "entity_id": 351
+        },
+        "353": {
+            "mentions": [
+                "StepSqlite",
+                "PLSQL",
+                "P/SQL",
+                "PL/SQL"
+            ],
+            "entity_id": 352
+        },
+        "354": {
+            "mentions": [
+                "Metis (modelling)",
+                "Metis (software)",
+                "Planview"
+            ],
+            "entity_id": 156
+        },
+        "355": {
+            "mentions": [
+                "PgSQL",
+                "PostgreSQL Data Base Management System",
+                "Postsql",
+                "Postgres95",
+                "POSTGRES",
+                "Autovacuum",
+                "PGSQL",
+                "PostSQL",
+                "PostGRES",
+                "POSTGRES95",
+                "Psql (PostgreSQL)",
+                "Pgsql",
+                "PortugueseSQL",
+                "PostegreSQL",
+                "PostGRE",
+                "PostgresSQL",
+                "Postgresql",
+                "PostGres",
+                "PostgreSql",
+                "Postgre sql",
+                "Postgre",
+                "Postgres",
+                "PostgreSQL"
+            ],
+            "entity_id": 157
+        },
+        "356": {
+            "mentions": [
+                "Sybase PowerBuilder",
+                "Powerbuilder"
+            ],
+            "entity_id": 158
+        },
+        "357": {
+            "mentions": [
+                "Oracle Primavera",
+                "Primavera p6",
+                "XER (file format)",
+                "Primavera P3",
+                "Primavera P6"
+            ],
+            "entity_id": 159
+        },
+        "358": {
+            "mentions": [
+                "Pro*C++",
+                "Pro C",
+                "Pro*C/C++",
+                "PRO*C"
+            ],
+            "entity_id": 353
+        },
+        "359": {
+            "mentions": [
+                "Pro*COBOL"
+            ],
+            "entity_id": 160
+        },
+        "360": {
+            "mentions": [
+                "ProjectWise"
+            ],
+            "entity_id": 161
+        },
+        "361": {
+            "mentions": [
+                "ProjectWise Web Server"
+            ],
+            "entity_id": 162
+        },
+        "362": {
+            "mentions": [
+                "Polytron Version Control System",
+                "PVCS Version Manager"
+            ],
+            "entity_id": 163
+        },
+        "363": {
+            "mentions": [
+                "Python scripting language",
+                "Python program",
+                "PythonLanguage",
+                "Python computer language",
+                "Python code",
+                "Python3",
+                "Python (computing)",
+                "Python programming language",
+                "Python programming",
+                "Pythonistas",
+                "PEP8",
+                "Pyston",
+                "Python language",
+                "Python (lang)",
+                "Python2",
+                "Python3000",
+                "Python 3k",
+                "Python (language)",
+                "Coconut (programming language)",
+                "Python (software)",
+                "Pythonlang",
+                "Python prog",
+                "Python Programming",
+                "Python Programming Language",
+                "Python (scripting language)",
+                "Pythonista",
+                "Python (programming)",
+                "Python (Programming Language)",
+                "Python (computer language)",
+                "Python 3K",
+                "Python"
+            ],
+            "entity_id": 587
+        },
+        "364": {
+            "mentions": [
+                "QlikView"
+            ],
+            "entity_id": 164
+        },
+        "365": {
+            "mentions": [
+                "R project",
+                "R (programming)",
+                "R Shiny",
+                "GNU-S",
+                "RStat",
+                "R programming language",
+                "R Statistics",
+                "R-stat",
+                "R lang",
+                "RPro",
+                "R code",
+                "R-Project",
+                "R (computer language)",
+                "R Project",
+                "R programming",
+                "R (program)",
+                "R-project",
+                "R (software)",
+                "R-Stat",
+                "Rstat",
+                "RGL (software package)",
+                "R (language)",
+                "Rlang",
+                "ParallelR",
+                "R Open",
+                "GNU R",
+                "GNU S",
+                "R language",
+                "R"
+            ],
+            "entity_id": 355
+        },
+        "366": {
+            "mentions": [
+                "Rabbit MQ",
+                "Rabbitmq",
+                "RabbitMq",
+                "Rabbit mq",
+                "RabbitMQ"
+            ],
+            "entity_id": 165
+        },
+        "367": {
+            "mentions": [
+                "MultiVersion File System",
+                "IBM Rational ClearCase",
+                "Clear case",
+                "IBM Rational MultiVersion File System",
+                "Clearcase",
+                "Rational MultiVersion File System",
+                "Ibm clear case",
+                "ClearCase",
+                "Rational ClearCase"
+            ],
+            "entity_id": 166
+        },
+        "368": {
+            "mentions": [
+                "Rational Business Developer Extension",
+                "Rational Service Tester for SOA Quality",
+                "Rational Business Developer",
+                "IBM Rational SQABasic",
+                "SQABasic",
+                "IBM Rational Business Developer Extension",
+                "Rationale Software",
+                "Rational Machines",
+                "Rational Application Developer",
+                "Rational Team Concert",
+                "Rational Engineering Lifecycle Manager",
+                "IBM Jazz",
+                "IBM Rational Team Concert",
+                "Rational Rose RealTime",
+                "IBM Rational Business Developer",
+                "IBM Rational Software",
+                "Rational Software Corporation",
+                "Rational Functional Tester",
+                "Rational Tau",
+                "Rational robot",
+                "IBM Rational",
+                "Rational ClearQuest"
+            ],
+            "entity_id": 167
+        },
+        "369": {
+            "mentions": [
+                "Redis (data store)",
+                "Redis (dbms)",
+                "Redis database format",
+                "Redis"
+            ],
+            "entity_id": 168
+        },
+        "370": {
+            "mentions": [
+                "Remedy"
+            ],
+            "entity_id": 169
+        },
+        "371": {
+            "mentions": [
+                "Resin Server",
+                "Resin Application Server",
+                "Caucho Resin",
+                "Quercus (software)",
+                "Resin Web Server"
+            ],
+            "entity_id": 278
+        },
+        "372": {
+            "mentions": [
+                "Quercus Personal REXX",
+                "Personal Rexx",
+                "Personal REXX",
+                "REstructured eXtended eXecutor",
+                "Enterprise REXX",
+                "Rexx programming language",
+                "IBM REXX",
+                "Restructured Extended Executor",
+                "REXX",
+                "Kilowatt Portable REXX",
+                "Pmrexx",
+                "Enterprise Alternatives REXX",
+                "Kilowatt Portable Rexx",
+                "Restructured extended executor",
+                "Quercus Personal Rexx",
+                "REXX (programming language)",
+                "Portable REXX",
+                "Portable Rexx",
+                "REXX programming language",
+                "Rexx"
+            ],
+            "entity_id": 356
+        },
+        "373": {
+            "mentions": [
+                "Riak"
+            ],
+            "entity_id": 170
+        },
+        "374": {
+            "mentions": [
+                "RightFax"
+            ],
+            "entity_id": 171
+        },
+        "375": {
+            "mentions": [
+                "Report Program Generator",
+                "Report program generator",
+                "RPGLE",
+                "RPG (programming language)",
+                "IBM RPG (programming language)",
+                "RPG IV",
+                "RPG programming language",
+                "RPG"
+            ],
+            "entity_id": 357
+        },
+        "376": {
+            "mentions": [
+                "Ruby (Programming Language)",
+                "Ruby Programming Language",
+                "Ruby programming",
+                "Ruby Enterprise Edition",
+                "Ruby language",
+                "Ruby (language)",
+                "Ruby (programming language",
+                "Ruby (lang)",
+                "Ruby lang",
+                "Ruby-gnome2",
+                "Ruby-language",
+                "Ruby (computing)",
+                "Ruby programming language",
+                "Rubylang",
+                "Ruby prog",
+                "Ruby"
+            ],
+            "entity_id": 588
+        },
+        "377": {
+            "mentions": [
+                "Action Web Service",
+                "Rubyonrails",
+                "Ruby on rails",
+                "Action Mailer",
+                "Ruby on Iaails",
+                "Rails framework",
+                "Ruby on Rails (web framework)",
+                "Ruby On Rails",
+                "Ruby-on-rails",
+                "Ruby with rails",
+                "Ruby on Rails"
+            ],
+            "entity_id": 508
+        },
+        "378": {
+            "mentions": [
+                "Rumba criolla",
+                "Rumba"
+            ],
+            "entity_id": 172
+        },
+        "379": {
+            "mentions": [
+                "Salesforce Object Query Language (SOQL)"
+            ],
+            "entity_id": 359
+        },
+        "380": {
+            "mentions": [
+                "SAP BusinessObjects BI server"
+            ],
+            "entity_id": 173
+        },
+        "381": {
+            "mentions": [
+                "Mysap",
+                "SAP enterprise software",
+                "SAP Transport management system",
+                "Profitability Analysis (SAP)",
+                "MySAP",
+                "SAP ERP Financials",
+                "MySAP ERP",
+                "SAP Basis",
+                "SAP HCM PA",
+                "SAP ECC",
+                "MySAP ERP Operations",
+                "SAP ERP Human Capital Management",
+                "MySAP ERP Financials",
+                "SAP Fiori",
+                "SAP ERP Operations",
+                "SAP ERP Corporate Services",
+                "SAP ERP"
+            ],
+            "entity_id": 174
+        },
+        "382": {
+            "mentions": [
+                "SAP EHP"
+            ],
+            "entity_id": 476
+        },
+        "383": {
+            "mentions": [
+                "SAP Kernel"
+            ],
+            "entity_id": 477
+        },
+        "384": {
+            "mentions": [
+                "High-performance Analytical Application",
+                "SAP HANA DB"
+            ],
+            "entity_id": 175
+        },
+        "385": {
+            "mentions": [
+                "SAP DB",
+                "SAPDB",
+                "SapDB",
+                "SAP MaxDB"
+            ],
+            "entity_id": 176
+        },
+        "386": {
+            "mentions": [
+                "NetWeawer",
+                "SAP Netweaver solution",
+                "Netweaver",
+                "SAP Central Process Scheduling",
+                "SAP NetWeaver App Server"
+            ],
+            "entity_id": 279
+        },
+        "387": {
+            "mentions": [
+                "ABAP Objects",
+                "SAP ABAP",
+                "Abap Objects",
+                "ABAP/4",
+                "Abap IV",
+                "Abap",
+                "ABAP"
+            ],
+            "entity_id": 496
+        },
+        "388": {
+            "mentions": [
+                "SAP Netweaver Business Intelligence",
+                "SAP NetWeaver Business Intelligence",
+                "SAP BW",
+                "SAP Business Information Warehouse",
+                "SAP NetWeaver Business Warehouse"
+            ],
+            "entity_id": 177
+        },
+        "389": {
+            "mentions": [
+                "Sybase ASA",
+                "ASA (SQL Anywhere)",
+                "PowerSoft SQL",
+                "SAP Adaptive Server Anywhere",
+                "Sybase asa",
+                "PowerSoft Watcom SQL",
+                "Sybase Anywhere",
+                "Sql anywhere",
+                "Adaptive Server Anywhere",
+                "PowerSoft SQL Anywhere",
+                "Sybase SQL Anywhere",
+                "SAP Sybase Adaptive Server Anywhere",
+                "SAP Sybase ASA",
+                "Watcom SQL",
+                "Sybase Adaptive Server Anywhere",
+                "SAP ASA",
+                "SAP SQL Anywhere"
+            ],
+            "entity_id": 178
+        },
+        "390": {
+            "mentions": [
+                "Web Dynpro ABAP",
+                "Webdynpro",
+                "Dynpro",
+                "SAP Web Dynpro"
+            ],
+            "entity_id": 179
+        },
+        "391": {
+            "mentions": [
+                "SAS (Software)",
+                "SAS System",
+                "SAS (programming language)",
+                "SAS/STAT",
+                "Interactive Matrix Language",
+                "Statistical Analysis System",
+                "SAS"
+            ],
+            "entity_id": 360
+        },
+        "392": {
+            "mentions": [
+                "Scss",
+                "Sass CSS",
+                "Sass (CSS)",
+                "Sass (Stylesheet Language)",
+                "Sass (markup language)",
+                "SASS (language)",
+                "Sass (software)",
+                "Libsass",
+                "Sass"
+            ],
+            "entity_id": 361
+        },
+        "393": {
+            "mentions": [
+                "Scala programming language",
+                "Scala language",
+                "Scala.js (programming language)",
+                "ScalaNative",
+                "ScalaNative (programming language)",
+                "Scala-JS (Programming Language)",
+                "Scala-JS",
+                "Scala Native",
+                "ScalaJS (Programming Language)",
+                "Scala (programming language",
+                "ScalaJs (programming language)",
+                "Scala.js",
+                "Scala Native (programming language)",
+                "Scala"
+            ],
+            "entity_id": 362
+        },
+        "394": {
+            "mentions": [
+                "Sentry Risk Table",
+                "Sentry"
+            ],
+            "entity_id": 180
+        },
+        "395": {
+            "mentions": [
+                "Windows Sharepoint",
+                "Microsoft SharePoint Server",
+                "MOSS 2007",
+                "Microsoft Office SharePoint Server 2007",
+                "SharePoint 2007",
+                "Windows sharepoint",
+                "Microsoft SharePoint 2010",
+                "SharePoint 2010",
+                "Microsoft SharePoint 2007",
+                "Sharepoint",
+                "Share point server",
+                "SharePoint Foundation",
+                "SharePoint services",
+                "SharePoint Server",
+                "Sharepoint portal server",
+                "Microsoft sharepoint",
+                "Windows SharePoint 2007",
+                "Microsoft SharePoint",
+                "Office SharePoint Server",
+                "Windows SharePoint",
+                "MS Sharepoint",
+                "Windows SharePoint Server",
+                "Windows SharePoint Services",
+                "Share Point",
+                "Microsoft Office Sharepoint Server 2007",
+                "Microsoft Windows SharePoint Services",
+                "Microsoft Office SharePoint Portal Server",
+                "Microsoft Sharepoint Foundation",
+                "SharePoint Portal Server",
+                "Sharepoint services",
+                "Sharepoint Services",
+                "Microsoft Sharepoint",
+                "Windows Sharepoint Services 3",
+                "Sharepoint server",
+                "MS SharePoint",
+                "Microsoft Office SharePoint",
+                "SharePointCOE",
+                "Share point",
+                "Sharepoint collaboration",
+                "Microsoft SharePoint Foundation",
+                "SharePoint Services",
+                "SharePoint Resources",
+                "Windows Sharepoint Services",
+                "Microsoft Office SharePoint Server",
+                "Web part packager",
+                "SharePoint"
+            ],
+            "entity_id": 603
+        },
+        "396": {
+            "mentions": [
+                "Siebel"
+            ],
+            "entity_id": 182
+        },
+        "397": {
+            "mentions": [
+                "Smalltalk (programming language)",
+                "Smalltalk programming language",
+                "Smalltak",
+                "Smalltalk-80",
+                "Smalltalk Programming Language",
+                "Smalltalk-72",
+                "SmallTalk",
+                "Smalltalk/V",
+                "Visual Smalltalk",
+                "Smalltalk 80",
+                "SmallTalk programming language",
+                "Smalltalk"
+            ],
+            "entity_id": 363
+        },
+        "398": {
+            "mentions": [
+                "SNA Manager"
+            ],
+            "entity_id": 183
+        },
+        "399": {
+            "mentions": [
+                "Snaglt",
+                "SnagIt"
+            ],
+            "entity_id": 184
+        },
+        "400": {
+            "mentions": [
+                "IBM Mobile",
+                "solidDB"
+            ],
+            "entity_id": 185
+        },
+        "401": {
+            "mentions": [
+                "SonarLint",
+                "Sonarqube",
+                "Sonar (software quality)",
+                "SonarQube"
+            ],
+            "entity_id": 186
+        },
+        "402": {
+            "mentions": [
+                "SpaceMonger"
+            ],
+            "entity_id": 187
+        },
+        "403": {
+            "mentions": [
+                "Apache Spark",
+                "Spark"
+            ],
+            "entity_id": 280
+        },
+        "404": {
+            "mentions": [
+                "Splunk"
+            ],
+            "entity_id": 188
+        },
+        "405": {
+            "mentions": [
+                "Sqlplus",
+                "SQL*Plus"
+            ],
+            "entity_id": 478
+        },
+        "406": {
+            "mentions": [
+                "SQLIO"
+            ],
+            "entity_id": 189
+        },
+        "407": {
+            "mentions": [
+                "Sun Java System Web Server",
+                "Sun Java Enterprise System Web Server",
+                "IPlanet Web Server 4.1",
+                "Netscape FastTrack Server",
+                "IPlanet Web Server",
+                "Sun-Java-System-Web-Server",
+                "Oracle iPlanet Web Server"
+            ],
+            "entity_id": 281
+        },
+        "408": {
+            "mentions": [
+                "Swift (Apple programming language)",
+                "Swift programming language",
+                "Swift language",
+                "Apple Swift",
+                "SwiftNIO",
+                "Swiftlang",
+                "Swift"
+            ],
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+        },
+        "409": {
+            "mentions": [
+                "SAP Sybase DB",
+                "SAP Sybase SQL Server",
+                "SAP Sybase ASE",
+                "Sybase Adaptive Server Enterprise",
+                "SAP Adaptive Server Enterprise",
+                "SAP Sybase Adaptive Server Enterprise (ASE)",
+                "Sybase (database)",
+                "SAP SQL Server",
+                "SAP Sybase",
+                "SAP Sybase Adaptive Server Enterprise",
+                "Sybase database",
+                "ASE (SQL Server)",
+                "Sybase Enterprise",
+                "Sybase ASE",
+                "SAP ASE",
+                "Sybase DB",
+                "Sybase SQL Server"
+            ],
+            "entity_id": 190
+        },
+        "410": {
+            "mentions": [
+                "Sybase Central"
+            ],
+            "entity_id": 479
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+        "411": {
+            "mentions": [
+                "Sybase Dsedit"
+            ],
+            "entity_id": 480
+        },
+        "412": {
+            "mentions": [
+                "Syncsort",
+                "Syncsort"
+            ],
+            "entity_id": 191
+        },
+        "413": {
+            "mentions": [
+                "AccessEnum"
+            ],
+            "entity_id": 194
+        },
+        "414": {
+            "mentions": [
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+            ],
+            "entity_id": 195
+        },
+        "415": {
+            "mentions": [
+                "Coreinfo"
+            ],
+            "entity_id": 196
+        },
+        "416": {
+            "mentions": [
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+            ],
+            "entity_id": 197
+        },
+        "417": {
+            "mentions": [
+                "DiskMon"
+            ],
+            "entity_id": 198
+        },
+        "418": {
+            "mentions": [
+                "Hex2dec"
+            ],
+            "entity_id": 199
+        },
+        "419": {
+            "mentions": [
+                "Junction"
+            ],
+            "entity_id": 200
+        },
+        "420": {
+            "mentions": [
+                "LDMDump"
+            ],
+            "entity_id": 201
+        },
+        "421": {
+            "mentions": [
+                "LoadOrder"
+            ],
+            "entity_id": 202
+        },
+        "422": {
+            "mentions": [
+                "PipeList"
+            ],
+            "entity_id": 203
+        },
+        "423": {
+            "mentions": [
+                "Process Explorer"
+            ],
+            "entity_id": 204
+        },
+        "424": {
+            "mentions": [
+                "PsKill"
+            ],
+            "entity_id": 205
+        },
+        "425": {
+            "mentions": [
+                "PsPasswd"
+            ],
+            "entity_id": 206
+        },
+        "426": {
+            "mentions": [
+                "SDelete"
+            ],
+            "entity_id": 207
+        },
+        "427": {
+            "mentions": [
+                "ShareEnum"
+            ],
+            "entity_id": 208
+        },
+        "428": {
+            "mentions": [
+                "Sync"
+            ],
+            "entity_id": 209
+        },
+        "429": {
+            "mentions": [
+                "TCPView"
+            ],
+            "entity_id": 210
+        },
+        "430": {
+            "mentions": [
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+            ],
+            "entity_id": 211
+        },
+        "431": {
+            "mentions": [
+                "Whois"
+            ],
+            "entity_id": 212
+        },
+        "432": {
+            "mentions": [
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+            ],
+            "entity_id": 213
+        },
+        "433": {
+            "mentions": [
+                "Tool Command Language",
+                "Safe-Tcl",
+                "Tcl (computer language)",
+                "Object-oriented programming in Tcl",
+                "Tcl (programming language)",
+                "Tcl programming language",
+                "Tcl/tk",
+                "TclTk",
+                "TCL"
+            ],
+            "entity_id": 365
+        },
+        "434": {
+            "mentions": [
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+        },
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+            "mentions": [
+                "Teradata Geospatial",
+                "Teradata FastLoad",
+                "Teradata Warehouse Miner",
+                "Fastexport",
+                "BTEQ",
+                "Teradata Parallel Transporter",
+                "FastExport",
+                "ADAM Software",
+                "Teradata"
+            ],
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+        },
+        "436": {
+            "mentions": [
+                "Teradata QS Server"
+            ],
+            "entity_id": 216
+        },
+        "437": {
+            "mentions": [
+                "TIBCO Business Works (BW)"
+            ],
+            "entity_id": 217
+        },
+        "438": {
+            "mentions": [
+                "Integration Manager"
+            ],
+            "entity_id": 481
+        },
+        "439": {
+            "mentions": [
+                "TIBCO InConcert"
+            ],
+            "entity_id": 218
+        },
+        "440": {
+            "mentions": [
+                "Tibco Rendezvous",
+                "TIBCO Rendezvous"
+            ],
+            "entity_id": 219
+        },
+        "441": {
+            "mentions": [
+                "Tivoli Access Manager",
+                "Tivoli Access Manager (TAM)"
+            ],
+            "entity_id": 220
+        },
+        "442": {
+            "mentions": [
+                "Tortoise CVS",
+                "TortoiseCVS"
+            ],
+            "entity_id": 221
+        },
+        "443": {
+            "mentions": [
+                "TSVN",
+                "Tortoisesvn",
+                "Tortoise svn",
+                "Tortoise SVN",
+                "TortoiseSVN"
+            ],
+            "entity_id": 222
+        },
+        "444": {
+            "mentions": [
+                "Tsql",
+                "T-sql",
+                "Transact-SQL"
+            ],
+            "entity_id": 366
+        },
+        "445": {
+            "mentions": [
+                "Structured Programming Facility",
+                "System Productivity Facility",
+                "Program Development Facility",
+                "Interactive System Productivity Facility",
+                "TSO/ISPF"
+            ],
+            "entity_id": 223
+        },
+        "446": {
+            "mentions": [
+                "TWS zCentric"
+            ],
+            "entity_id": 224
+        },
+        "447": {
+            "mentions": [
+                "Microsoft TypeScript",
+                "TypeScript"
+            ],
+            "entity_id": 367
+        },
+        "448": {
+            "mentions": [
+                "UltiDev Web Server Pro (UWS)"
+            ],
+            "entity_id": 282
+        },
+        "449": {
+            "mentions": [
+                "UNIFACE",
+                "Uniface"
+            ],
+            "entity_id": 225
+        },
+        "450": {
+            "mentions": [
+                "Unixes",
+                "UNIX operating system",
+                "UNIX systems",
+                "Unix operating system",
+                "Truly Unix",
+                "UNIX system",
+                "Unix box",
+                "Unix system",
+                "Traditional Unix",
+                "UNIX",
+                "Unix"
+            ],
+            "entity_id": 578
+        },
+        "451": {
+            "mentions": [
+                "Advanced IBM UNIX",
+                "IBM-RT/AIX",
+                "IBM AIX (operating system)",
+                "Object Data Manager",
+                "AIX (operating system)",
+                "Aix os",
+                "IBM System AIX",
+                "Ibm lum",
+                "AIX for Apple Network Server",
+                "IBM AIX/370",
+                "Advanced Interactive eXecutive",
+                "AIX/RT",
+                "AIX/370",
+                "AIXv3",
+                "IBM370/AIX",
+                "IBM AIX/PS2",
+                "VM/IX",
+                "IX/370",
+                "AIX for ANS",
+                "IBM AIX/RT",
+                "AIX Operating System",
+                "AIX operating system",
+                "AIX for Apple Network Servers",
+                "IBM AIX/390",
+                "AIX/PS2",
+                "AIX/390",
+                "AIX"
+            ],
+            "entity_id": 445
+        },
+        "452": {
+            "mentions": [
+                "TrustedBSD",
+                "Freebsd",
+                "FBSD",
+                "Free BSD",
+                "FreeBSD 8",
+                "NanoBSD",
+                "Linuxulator",
+                "FreeBSD Project",
+                "FREEBSD",
+                "FreeBSD kernel",
+                "FreeBSD 5.0",
+                "Free bsd",
+                "FreeBSD"
+            ],
+            "entity_id": 447
+        },
+        "453": {
+            "mentions": [
+                "Sun os",
+                "SunOS Unix",
+                "Sunos",
+                "SunOS 4.1",
+                "Sun OS",
+                "SunOS"
+            ],
+            "entity_id": 448
+        },
+        "454": {
+            "mentions": [
+                "Hewlett Packard Unix",
+                "HP/UX",
+                "Hewlett-Packard UniX",
+                "Hewlett Packard-Unix",
+                "Hpux",
+                "Hewlett-Packard Unix",
+                "Hewlett-Packard UNIX",
+                "Hewlett Packard UniX",
+                "Hewlett Packard UNIX",
+                "HP-UX"
+            ],
+            "entity_id": 449
+        },
+        "455": {
+            "mentions": [
+                "Microsoft Visual Basic.NET",
+                "VB.Net",
+                "VB.net",
+                "Microsoft Visual Basic 2008 Express",
+                "VB 2005",
+                "VBx",
+                "Vb dot net",
+                "Visual Basic 2005",
+                "Visual BASIC .net",
+                "Visual Basic.NET",
+                "Vb.net",
+                "Visual Basic (.NET Version)",
+                "Visual Basic .NET 2003",
+                "VB .NET",
+                "Visual basic .net",
+                "Visual Basic.net",
+                "Visual Basic.Net",
+                "Microsoft Visual Basic .NET",
+                "Visual Basic .net",
+                "VB.NET"
+            ],
+            "entity_id": 368
+        },
+        "456": {
+            "mentions": [
+                "Vbscript",
+                "VBS Script",
+                "VBScript (programming language)",
+                "VBSCRIPT",
+                "VB script",
+                "Visual Basic Scripting",
+                "Visual Basic Script Edition",
+                "Visual Basic Scripting Edition",
+                "VBSScript",
+                "Visual Basic Script",
+                "VbScript",
+                "VBScript programming language",
+                "VBScript"
+            ],
+            "entity_id": 369
+        },
+        "457": {
+            "mentions": [
+                "ViewNow X Server"
+            ],
+            "entity_id": 226
+        },
+        "458": {
+            "mentions": [
+                "Virtual I/O Server"
+            ],
+            "entity_id": 227
+        },
+        "459": {
+            "mentions": [
+                "VisiBroker",
+                "Visibroker"
+            ],
+            "entity_id": 228
+        },
+        "460": {
+            "mentions": [
+                "Visual Basic 6",
+                "Visual basic",
+                "Microsoft Visual Basic 5.0",
+                "Visual basic 6",
+                "Microsoft Visual Basic 6.0",
+                "Vbasic",
+                "Microsoft Visual Basic 6",
+                "VB4",
+                "Classic Visual Basic",
+                "Microsoft Visual Basic",
+                "Hummingbird Basic",
+                "MSVB",
+                "VBP",
+                "VB3",
+                "Visual Basic 6 Portable",
+                "Visual Basic programming language",
+                "Microsoft Visual BASIC",
+                "VBLang",
+                "Visual Basic Control",
+                "VisualBasic",
+                "VBDOS 1.0",
+                "Virtual Basic",
+                "Visual BASIC",
+                "Visual Basic Classic",
+                "Visual Basic 5",
+                "Visual Basic"
+            ],
+            "entity_id": 370
+        },
+        "461": {
+            "mentions": [
+                "Microsoft visual basic for applications",
+                "Visual Basic for Applications programming language",
+                "Visual basic for applications",
+                "Visual Basic for Applications (VBA)"
+            ],
+            "entity_id": 371
+        },
+        "462": {
+            "mentions": [
+                "Visual Foxpro",
+                "Visual Fox pro",
+                "Microsoft Visual FoxPro",
+                "Microsoft Visual Fox pro",
+                "Microsoft Visual Foxpro",
+                "Visual FoxPro programming language",
+                "Visual Fox Pro",
+                "Microsoft Visual Fox Pro",
+                "Visual FoxPro"
+            ],
+            "entity_id": 372
+        },
+        "463": {
+            "mentions": [
+                "VisualForce"
+            ],
+            "entity_id": 509
+        },
+        "464": {
+            "mentions": [
+                "ESX Server",
+                "VMware ESXi Server",
+                "VMware ESX Server 2.0",
+                "VMWare ESX Server",
+                "ESX Server 3i",
+                "VMware ESX Server 3.0",
+                "VMware ESX",
+                "VMware ESXi (software)",
+                "VMware ESX Server",
+                "ESXI",
+                "VMware ESXi"
+            ],
+            "entity_id": 568
+        },
+        "465": {
+            "mentions": [
+                "VMware GSX Server",
+                "GSX Server",
+                "VMWare Server",
+                "VMware Server"
+            ],
+            "entity_id": 569
+        },
+        "466": {
+            "mentions": [
+                "VMware Solution Exchange Marketplace (VSX)"
+            ],
+            "entity_id": 229
+        },
+        "467": {
+            "mentions": [
+                "VMware Tools"
+            ],
+            "entity_id": 230
+        },
+        "468": {
+            "mentions": [
+                "Vcenter",
+                "VMware vCenter"
+            ],
+            "entity_id": 231
+        },
+        "469": {
+            "mentions": [
+                "Voice XML",
+                "Voicexml",
+                "VoiceXML"
+            ],
+            "entity_id": 373
+        },
+        "470": {
+            "mentions": [
+                "WebFOCUS"
+            ],
+            "entity_id": 232
+        },
+        "471": {
+            "mentions": [
+                "WebLogic Integration"
+            ],
+            "entity_id": 233
+        },
+        "472": {
+            "mentions": [
+                "webMethods Integration Server"
+            ],
+            "entity_id": 283
+        },
+        "473": {
+            "mentions": [
+                "WebSphere Application Server V3.0",
+                "WebSphere Application Server V5.0",
+                "Websphere 6",
+                "WAS 6",
+                "WebSphere Application Server",
+                "Websphere Application Server (WAS)"
+            ],
+            "entity_id": 284
+        },
+        "474": {
+            "mentions": [
+                "WebSphere",
+                "WebSphere Application Server V5.1 Business Integration Foundation Edition",
+                "WebSphere Application Server V6.0",
+                "WebSphere Application Server V5.0 Enterprise Edition",
+                "IBM WebSphere Real Time",
+                "Websphere",
+                "IBM Websphere",
+                "WebSphere Application Server V4.0",
+                "Websphere Software",
+                "IBM WebSphere Information Integration",
+                "WebSphere Information Integration",
+                "WebSphere Liberty"
+            ],
+            "entity_id": 285
+        },
+        "475": {
+            "mentions": [
+                "IBM WebSphere Commerce",
+                "WebSphere Commerce Suite (WCS)"
+            ],
+            "entity_id": 234
+        },
+        "476": {
+            "mentions": [
+                "WebSphere Message Broker"
+            ],
+            "entity_id": 235
+        },
+        "477": {
+            "mentions": [
+                "WebSphere Portal Server"
+            ],
+            "entity_id": 286
+        },
+        "478": {
+            "mentions": [
+                "WebSphere Process Server",
+                "Websphere Process Server"
+            ],
+            "entity_id": 287
+        },
+        "479": {
+            "mentions": [
+                "Wherescape Red"
+            ],
+            "entity_id": 236
+        },
+        "480": {
+            "mentions": [
+                "Windchill"
+            ],
+            "entity_id": 237
+        },
+        "481": {
+            "mentions": [
+                "MS Windows",
+                "Apptimum",
+                "Windows Operating System",
+                "Windows OS",
+                "Windows 365",
+                "Windows the operating system",
+                "Windows (Operating System)",
+                "WINDOWS",
+                "Windows (OS)",
+                "Microsoft windows",
+                "MS-Windows",
+                "Windows operating system",
+                "Mswin",
+                "Microsoft windows os",
+                "MICROSOFT WINDOWS",
+                "Widnows",
+                "Windwos",
+                "Windows (operating system)",
+                "MSWindows",
+                "Alliance OS",
+                "Ms windows",
+                "Windows os",
+                "MsWindows",
+                "Windows (Operating system)",
+                "32-bit Windows",
+                "Microsoft windows operating system",
+                "Windows Microsoft",
+                "Freedows OS",
+                "MSWin",
+                "Windows computers",
+                "Windows"
+            ],
+            "entity_id": 580
+        },
+        "482": {
+            "mentions": [
+                "Index Server",
+                "Windows indexing service",
+                "Windows Indexing Service"
+            ],
+            "entity_id": 238
+        },
+        "483": {
+            "mentions": [
+                "Windows Terminal Server (WTS)"
+            ],
+            "entity_id": 239
+        },
+        "484": {
+            "mentions": [
+                "Windows PC",
+                "PC Windows",
+                "Windows Desktop"
+            ],
+            "entity_id": 451
+        },
+        "485": {
+            "mentions": [
+                "Windows Storage Server",
+                "Microsoft Windows Server",
+                "Windows Web Edition",
+                "Windows server",
+                "Windows Server 200x",
+                "Windows Server 2022",
+                "Microsoft Windows server",
+                "Windows Server"
+            ],
+            "entity_id": 452
+        },
+        "486": {
+            "mentions": [
+                "WingArc SVF"
+            ],
+            "entity_id": 240
+        },
+        "487": {
+            "mentions": [
+                "WinMerge 2011",
+                "Winmerge",
+                "WinMerge"
+            ],
+            "entity_id": 241
+        },
+        "488": {
+            "mentions": [
+                "Winrar",
+                "WinRar",
+                "RAR5",
+                "Rarlab WinRAR",
+                "Win RAR",
+                "WinRAR"
+            ],
+            "entity_id": 242
+        },
+        "489": {
+            "mentions": [
+                "WINSCP",
+                "Winscp",
+                "WinSCP"
+            ],
+            "entity_id": 243
+        },
+        "490": {
+            "mentions": [
+                "Wise Package Studio"
+            ],
+            "entity_id": 244
+        },
+        "491": {
+            "mentions": [
+                "Word press",
+                "BbPress",
+                "Cafelog",
+                "WordPress MU",
+                "B2\\cafelog",
+                "B2/cafelog",
+                "WordPress 2.1.2",
+                "WordCamp",
+                "WordPress Foundation",
+                "Word Press",
+                "The WordPress Foundation",
+                "Wordpress foundation",
+                "B2 (software)",
+                "Wordpress"
+            ],
+            "entity_id": 245
+        },
+        "492": {
+            "mentions": [
+                "Xampp",
+                "XAMPP Lite",
+                "Xamp",
+                "Xampp Lite",
+                "Apache Friends",
+                "XAMPP"
+            ],
+            "entity_id": 246
+        },
+        "493": {
+            "mentions": [
+                "XBase plus plus",
+                "Xbase++"
+            ],
+            "entity_id": 374
+        },
+        "494": {
+            "mentions": [
+                "ZAP BI"
+            ],
+            "entity_id": 247
+        },
+        "495": {
+            "mentions": [
+                "0MQ",
+                "Nanomsg",
+                "Zero MQ",
+                "0MQ",
+                "0mq",
+                "Zmq",
+                "Zeromq",
+                "OMQ",
+                "ZeroMQ"
+            ],
+            "entity_id": 248
+        },
+        "496": {
+            "mentions": [
+                "Zerto Virtual Replication"
+            ],
+            "entity_id": 249
+        },
+        "497": {
+            "mentions": [
+                "Fedora Rawhide",
+                "Linux fedora",
+                "Fedora (OS)",
+                "Fedora AOS",
+                "Fedora Extras",
+                "Fedora (GNU/Linux distribution)",
+                "Fedora Core Linux",
+                "Fedora Workstation",
+                "Fedora OS",
+                "Fedora (linux distribution)",
+                "COPR (Fedora)",
+                "Rawhide (operating system)",
+                "Fedora linux",
+                "Fedora Robotics",
+                "Cool Other Package Repositories",
+                "Fedora Linux",
+                "Fedomatix",
+                "Fedora (Operating System)",
+                "Rawhide (software)",
+                "Eeedora",
+                "Fedora operating system",
+                "Fedora (software)",
+                "Fedora Core",
+                "Fedora Cloud",
+                "Rawhide (computing)",
+                "Fedora IoT",
+                "Fedora Linux Swap",
+                "Fedora (Linux)",
+                "Fedora Modular Server",
+                "Fedora (Linux distribution)",
+                "Fedora CoreOS",
+                "Fedora 10",
+                "Fedora Silverblue",
+                "Fedora Atomic Host",
+                "Fedora spin",
+                "Fedora Server",
+                "EPEL",
+                "Fedora LXQt",
+                "Fedora core",
+                "Fedora"
+            ],
+            "entity_id": 453
+        },
+        "498": {
+            "mentions": [
+                "Linux|Amazon Linux",
+                "Amazon Linux"
+            ],
+            "entity_id": 454
+        },
+        "499": {
+            "mentions": [
+                "Oracle Real-Time Decisions (RTD)"
+            ],
+            "entity_id": 289
+        },
+        "500": {
+            "mentions": [
+                "HACMP",
+                "High Availability Cluster Multiprocessing",
+                "IBM PowerHA"
+            ],
+            "entity_id": 250
+        },
+        "501": {
+            "mentions": [
+                "Tivoli Netcool/OMNIbus"
+            ],
+            "entity_id": 251
+        },
+        "502": {
+            "mentions": [
+                "IBM ILOG Views"
+            ],
+            "entity_id": 252
+        },
+        "503": {
+            "mentions": [
+                "OPL Development Studio",
+                "IBM ILOG CPLEX"
+            ],
+            "entity_id": 253
+        },
+        "504": {
+            "mentions": [
+                "IBM ILOG Jviews"
+            ],
+            "entity_id": 254
+        },
+        "505": {
+            "mentions": [
+                "IBM ILOG Elixir"
+            ],
+            "entity_id": 255
+        },
+        "506": {
+            "mentions": [
+                "IBM ILOG Supply Chain Apps"
+            ],
+            "entity_id": 256
+        },
+        "507": {
+            "mentions": [
+                "LogicTools",
+                "ILOG Solver"
+            ],
+            "entity_id": 257
+        },
+        "508": {
+            "mentions": [
+                "Websphere ILOG JRules BRMS"
+            ],
+            "entity_id": 601
+        },
+        "509": {
+            "mentions": [
+                "Application management",
+                "Application life-cycle management",
+                "Integrated application lifecycle management",
+                "Software Lifecycle Management",
+                "Application Lifecycle Management (ALM)"
+            ],
+            "entity_id": 511
+        },
+        "510": {
+            "mentions": [
+                "Assembly Language",
+                "Assembler (computer programming)",
+                "Meta-assembler",
+                "Op code mnemonic",
+                "Cross-assembler",
+                "Assembly languages",
+                "Programming language/assembly",
+                "Assembly language assembler",
+                "Two-pass assembler",
+                "Cross assembler",
+                "Assembly code",
+                "Assembler code",
+                "Assembler language",
+                "Assembler program",
+                "Assembly language macros",
+                "Mnemonics (assembler)",
+                "ARM Assembly Language Programming",
+                "Extended mnemonics",
+                "Mnemonics (assembly language)",
+                "Symbolic machine code",
+                "Assembly programming language",
+                "Assembly Programming System",
+                "Assembler (programming language)",
+                "Symbolic Machine Code",
+                "Mnemonic (assembly language)",
+                "Macro assembler",
+                "Assembler (computing)",
+                "Assembly file",
+                "Mnemonic (assembler)",
+                "Assember language",
+                "Assembler for an assembly language",
+                "Assembler programming",
+                "Macroassembler",
+                "Assembler directive",
+                "Assembly programming",
+                "Opcode mnemonics",
+                "Assembly time",
+                "Assembler Language"
+            ],
+            "entity_id": 512
+        },
+        "511": {
+            "mentions": [
+                "Batch Management Software (BMS)"
+            ],
+            "entity_id": 513
+        },
+        "512": {
+            "mentions": [
+                "Business Object Reports"
+            ],
+            "entity_id": 514
+        },
+        "513": {
+            "mentions": [
+                "Cgi script",
+                "CGI script",
+                "Common gateway interface",
+                "Common Gateway Interface (CGI)"
+            ],
+            "entity_id": 515
+        },
+        "514": {
+            "mentions": [
+                "Interface ID",
+                "ActiveX application",
+                "COM/ActiveX",
+                "Multi Threaded Apartment",
+                "COM object",
+                "Neutral Apartment",
+                "COM server",
+                "Component object model",
+                "Single-Threaded Apartment",
+                "ActiveX script",
+                "Single Threaded Apartment",
+                "COM and OLE",
+                "Microsoft Component Object Model",
+                "Single-threaded apartment",
+                "Apartment model",
+                "Multi-Threaded Apartment",
+                "Compopent Object Model (COM)"
+            ],
+            "entity_id": 516
+        },
+        "515": {
+            "mentions": [
+                "Portable Object Adapter",
+                "Object Management Architecture",
+                "Portable interceptors",
+                "OMG IDL",
+                "Common object request broker architecture",
+                "VMCID",
+                "Incarnation (CORBA)",
+                "Corbaloc",
+                "CORBA Component Model",
+                "Servant (CORBA)",
+                "Corba",
+                "CORBA architecture",
+                "Common Object Request Broker Architecture (CORBA)"
+            ],
+            "entity_id": 517
+        },
+        "516": {
+            "mentions": [
+                "CORBA Interface Definition Language (CORBA IDL)"
+            ],
+            "entity_id": 518
+        },
+        "517": {
+            "mentions": [
+                "Data Control Language (DCL)"
+            ],
+            "entity_id": 519
+        },
+        "518": {
+            "mentions": [
+                "DDBMS",
+                "Enterprise database management",
+                "Distributed data base",
+                "Database management system",
+                "Database Management",
+                "Database query",
+                "DBMSs",
+                "Research database",
+                "Database management software",
+                "Database (computing)",
+                "Distributed Database Management System",
+                "Database instance",
+                "Database management program",
+                "DataBase",
+                "Library database",
+                "Database system",
+                "Database management systems",
+                "Database/Applications",
+                "Data Base",
+                "Distributed database management system",
+                "Database Management System",
+                "Database manager",
+                "Database programming",
+                "Database software",
+                "Public database",
+                "Distributed databases",
+                "Dbms",
+                "Forensic database",
+                "Data base management system",
+                "Databases",
+                "Electronic data processing database",
+                "Database management",
+                "Computer database",
+                "Data-base",
+                "Data bases",
+                "DBMS",
+                "Computer Databases",
+                "Database System",
+                "Database development",
+                "Numeric database",
+                "DB file",
+                "Scientific database",
+                "Database Manager",
+                "Database systems",
+                "Database information system",
+                "Data base",
+                "D-base",
+                "Database backend",
+                "General-purpose DBMS",
+                "Public databases",
+                "Db management",
+                "Database (DB)"
+            ],
+            "entity_id": 520
+        },
+        "519": {
+            "mentions": [
+                "EDI Translation Software",
+                "ANSI ASC X.12",
+                "X.12",
+                "Electronic Data Interchange (EDI)"
+            ],
+            "entity_id": 521
+        },
+        "520": {
+            "mentions": [
+                "Web-servers",
+                "Web Servers",
+                "Webserver",
+                "Www server",
+                "Web-server",
+                "HTTP web server",
+                "Web servers",
+                "HTTP daemon",
+                "WWW server",
+                "HTTP server",
+                "Application Web Server"
+            ],
+            "entity_id": 522
+        },
+        "521": {
+            "mentions": [
+                "Jdom",
+                "Java object model",
+                "JSR 102",
+                "Java Document Object Model",
+                "Java-based Document Object Model for XML (JDOM)"
+            ],
+            "entity_id": 523
+        },
+        "522": {
+            "mentions": [
+                "Ldap",
+                "Eldap",
+                "LDAPS",
+                "Lightweight Directory Access Protocol (LDAP)"
+            ],
+            "entity_id": 524
+        },
+        "523": {
+            "mentions": [
+                "Database driver",
+                "ODBC driver",
+                "ODBC Driver",
+                "Open DataBase Connectivity",
+                "OBDC",
+                "Odbc",
+                "Open database connectivity",
+                "Open Database Connectivity (ODBC)"
+            ],
+            "entity_id": 525
+        },
+        "524": {
+            "mentions": [
+                "Order management",
+                "Order Management System (OMS)"
+            ],
+            "entity_id": 526
+        },
+        "525": {
+            "mentions": [
+                "Oracle Web Services"
+            ],
+            "entity_id": 527
+        },
+        "526": {
+            "mentions": [
+                "REST API",
+                "REST Architecture",
+                "REST-SST",
+                "RESTful web service",
+                "REST interface",
+                "RESTFul",
+                "RESTfully",
+                "Rest interface",
+                "Restful interface",
+                "RESTful API",
+                "Restful web service",
+                "Restful",
+                "Restful application",
+                "RESTful",
+                "Representational State Transfer (REST)"
+            ],
+            "entity_id": 529
+        },
+        "527": {
+            "mentions": [
+                "SOA Lifecycle",
+                "SOA environment",
+                "Service Oriented Architecture",
+                "Endpoint computing",
+                "Service orientated architecture",
+                "Soba (computing)",
+                "Broker (service-oriented architecture)",
+                "Service-oriented business application",
+                "Service Oriented Computing",
+                "Service-oriented Architecture",
+                "Service-oriented architectures",
+                "Service oriented architecture",
+                "Service Orientated Architecture",
+                "Service-orientated architecture",
+                "Service-Orientated Architecture",
+                "Service Oriented Architectures",
+                "Service-Oriented Architecture (SOA)"
+            ],
+            "entity_id": 530
+        },
+        "528": {
+            "mentions": [
+                "SOAP request",
+                "SOAP (protocol)",
+                "Soap service",
+                "Simple Object Access Protocol (SOAP)"
+            ],
+            "entity_id": 531
+        },
+        "529": {
+            "mentions": [
+                "Structured Query Language",
+                "SQL script",
+                "ANSI SQL",
+                "SQL Servers",
+                "Procedural SQL",
+                "Structured query language",
+                "SQL language",
+                "Distributed SQL processing",
+                "SQL programming language",
+                "Transaction Control Language",
+                "SEQUEL",
+                "SQL (programming language)",
+                "SQL database",
+                "Structure Query Language",
+                "Sql",
+                "Structured Query Language (SQL)"
+            ],
+            "entity_id": 572
+        },
+        "530": {
+            "mentions": [
+                "Yaml",
+                "Yet Another Markup Language",
+                "YAML Ain't Markup Language",
+                "YAML"
+            ],
+            "entity_id": 533
+        },
+        "531": {
+            "mentions": [
+                "Model",
+                "Model-view",
+                "Model view controller triad",
+                "controller",
+                "view",
+                "Model-template-view",
+                "Model-View-Controller",
+                "Model View Controller",
+                "MVC controller",
+                "View (MVC)",
+                "Model-View-Controller",
+                "Controller (MVC)",
+                "MVC Design Pattern",
+                "MVC architecture",
+                "Model-view controller",
+                "Model-Template-View",
+                "MVC Pattern",
+                "Model-view-controller design pattern",
+                "Model-View-Controller paradigm",
+                "Model view controller",
+                "Model/View/Controller",
+                "MVC view",
+                "MVC model",
+                "Model (MVC)",
+                "Model-view-controller",
+                "Model view controller (MVC)"
+            ],
+            "entity_id": 574
+        },
+        "532": {
+            "mentions": [
+                "Application server computing",
+                "Mobile App Server",
+                "Application servers",
+                "Enterprise application server",
+                "Java application server",
+                "Appserver",
+                "App server",
+                "Web application server",
+                "Application Server"
+            ],
+            "entity_id": 535
+        },
+        "533": {
+            "mentions": [
+                "Cloud hosting",
+                "Cloud architecture",
+                "Cloud service",
+                "IoT Cloud",
+                "Cloud-hosted",
+                "Cloud vendor",
+                "Cloud Provider Interface",
+                "Cloud transformation",
+                "XaaS",
+                "Cloud computing platform",
+                "Cloud computing vendor",
+                "Cloud Computing",
+                "Cloud-based",
+                "Cloud provider",
+                "Could computing",
+                "Cloud computing provider",
+                "Computing cloud",
+                "Computing in the cloud",
+                "Communication as a service",
+                "Cloud infrastructure",
+                "Hybrid cloud",
+                "Private cloud",
+                "Cloud Technology",
+                "Cloud client",
+                "Cloud vendors",
+                "Cloud networking",
+                "Cloud Hosting",
+                "Remote computing",
+                "Private Cloud",
+                "Computing-in-the-cloud",
+                "Cloud hardware",
+                "Cloud computer",
+                "Cloud technology",
+                "Public Cloud",
+                "Cloud processing",
+                "Burst computing",
+                "Member Only Cloud",
+                "Content Marketing Cloud",
+                "Cloud computing user",
+                "Cloud Applications",
+                "Online software",
+                "Cloud Software",
+                "Cloud services provider",
+                "Computer cloud",
+                "Cloud-computing",
+                "Cloud distribution",
+                "Public cloud",
+                "Cloud services",
+                "Cloud-based computing",
+                "Cloud Service",
+                "Cloudware",
+                "EaaS",
+                "Cloud service provider",
+                "Cloud software",
+                "Cloud user",
+                "Cloud (computing)",
+                "Cross-Platform Hybrid Cloud",
+                "Cloud Infrastructure",
+                "Cloud (computers)",
+                "Hybrid Cloud",
+                "Cloud standards",
+                "Cloud users",
+                "Cloud clients",
+                "Cloud computing platforms",
+                "Enterprise Cloud Computing",
+                "Cloud"
+            ],
+            "entity_id": 536
+        },
+        "534": {
+            "mentions": [
+                "Competency and Quality Assurance Server"
+            ],
+            "entity_id": 537
+        },
+        "535": {
+            "mentions": [
+                "Dynamic Provisioning Environment",
+                "Device Provisioning Engines (DPE)"
+            ],
+            "entity_id": 538
+        },
+        "536": {
+            "mentions": [
+                "E-business solution"
+            ],
+            "entity_id": 539
+        },
+        "537": {
+            "mentions": [
+                "Enterprise Service Bus(ESB)"
+            ],
+            "entity_id": 540
+        },
+        "538": {
+            "mentions": [
+                "Workgroup File server",
+                "Fileserver",
+                "File host",
+                "Storage server",
+                "Workgroup file server",
+                "File Server Solution",
+                "File Server"
+            ],
+            "entity_id": 541
+        },
+        "539": {
+            "mentions": [
+                "Nominal ledgers",
+                "Generalledger",
+                "General ledgers",
+                "Nominal ledger",
+                "General Ledger"
+            ],
+            "entity_id": 542
+        },
+        "540": {
+            "mentions": [
+                "HTTP client"
+            ],
+            "entity_id": 543
+        },
+        "541": {
+            "mentions": [
+                "Integrated Safe System of Work (ISSOW)"
+            ],
+            "entity_id": 545
+        },
+        "542": {
+            "mentions": [
+                "IXP",
+                "Internet Exchange",
+                "Internet exchange",
+                "Internet Exchange Point",
+                "Internet Exchange Point - Full Stack (ixp-ft)"
+            ],
+            "entity_id": 546
+        },
+        "543": {
+            "mentions": [
+                "IMAP server",
+                "DIMAP",
+                "Interactive Mail Access Protocol",
+                "IMAP4",
+                "IMAP3",
+                "Imapd",
+                "IMAPv4",
+                "Imaps",
+                "IMAPS",
+                "Internet message access protocol",
+                "Internet Message Access Protocol (IMAP)"
+            ],
+            "entity_id": 547
+        },
+        "544": {
+            "mentions": [
+                "Javascript Object Notation",
+                "Json",
+                "JSONNP",
+                "Internet JSON",
+                "JSON Schema",
+                "JSON5",
+                "I-JSON",
+                "HJSON",
+                "JavaScript Object Notation",
+                "JSON"
+            ],
+            "entity_id": 548
+        },
+        "545": {
+            "mentions": [
+                "KVS Application Server"
+            ],
+            "entity_id": 549
+        },
+        "546": {
+            "mentions": [
+                "KVS File Server"
+            ],
+            "entity_id": 550
+        },
+        "547": {
+            "mentions": [
+                "KVS Proxy Server"
+            ],
+            "entity_id": 551
+        },
+        "548": {
+            "mentions": [
+                "Mainframe computers",
+                "Mainframe",
+                "Main frame",
+                "Big-iron",
+                "MainFrame",
+                "Mainframe computing",
+                "Mainframe Computer",
+                "Main frame computer",
+                "Mainframes",
+                "Big iron (computing)",
+                "Main Frame Computer",
+                "Main-frame",
+                "Mainframe server",
+                "mainframe"
+            ],
+            "entity_id": 552
+        },
+        "549": {
+            "mentions": [
+                "Manufacturing execution systems",
+                "Manufacturing Execution Systems",
+                "Manufacturing Execution System (MES)"
+            ],
+            "entity_id": 553
+        },
+        "550": {
+            "mentions": [
+                "Mobile"
+            ],
+            "entity_id": 554
+        },
+        "551": {
+            "mentions": [
+                "NonSQL"
+            ],
+            "entity_id": 555
+        },
+        "552": {
+            "mentions": [
+                "Software as a secure service",
+                "Saasworld",
+                "Software as service",
+                "SasS",
+                "Software-As-A-Service",
+                "Software-as-a-service",
+                "OpenSaaS",
+                "Software plus services",
+                "Software-as-a-Service",
+                "Software As A Service",
+                "Software as a Service",
+                "Software as a sevice",
+                "Cloud application",
+                "SaaSS",
+                "SaaS"
+            ],
+            "entity_id": 556
+        },
+        "553": {
+            "mentions": [
+                "Storage area networks",
+                "Storage Area Networks",
+                "Storage network",
+                "Distributed storage area networks",
+                "Sanoip",
+                "SANoIP",
+                "Storage area networking",
+                "San server",
+                "SAN (computing)",
+                "Storage Area Network(SAN)",
+                "Centralized storage area networks",
+                "Storage layer",
+                "Storage networking",
+                "Storage Area Network (SAN)"
+            ],
+            "entity_id": 557
+        },
+        "554": {
+            "mentions": [
+                "Supplier Registration System Application Server"
+            ],
+            "entity_id": 558
+        },
+        "555": {
+            "mentions": [
+                "Virtual Appliance"
+            ],
+            "entity_id": 559
+        },
+        "556": {
+            "mentions": [
+                "Online desktop",
+                "WebTop",
+                "Cloud desktop",
+                "Web Desktop",
+                "Webtop"
+            ],
+            "entity_id": 560
+        },
+        "557": {
+            "mentions": [
+                "Anonymous Surfing",
+                "Proxy IP address",
+                "Application layer proxy",
+                "Caching proxy server",
+                "Translation proxy server",
+                "Internet proxy",
+                "Anonymous server",
+                "Anonymous Web surfing",
+                "Proxyserver",
+                "Web Proxy",
+                "Proxy Bouncing",
+                "Proxifier",
+                "Http proxy",
+                "Proxy chaining",
+                "Suffix proxy",
+                "Anonymity network",
+                "Application-layer proxy",
+                "CGI proxy",
+                "HTTP proxy server",
+                "Free proxy",
+                "Proxy Website",
+                "Intercepting proxy server",
+                "HTTPS Proxy",
+                "Proxy chain",
+                "Proxy IP",
+                "Proxy gateway",
+                "Web proxy",
+                "Web proxies",
+                "Proxy servers",
+                "Proxy bypass",
+                "Anonymous proxy server",
+                "Bypass (computing)",
+                "Residential proxy",
+                "Transparent proxy",
+                "Myspace proxy",
+                "Split proxies",
+                "Forward proxy",
+                "P roxy",
+                "HTTP proxy",
+                "Proxy Sites",
+                "SSL Proxy",
+                "Anonymous Web proxy",
+                "Server proxy",
+                "Tproxy",
+                "Circumventor",
+                "Caching proxy",
+                "Secure & Anonymous Internet Surfing",
+                "HTTP proxying",
+                "Proxy filter",
+                "Anonymous web proxy",
+                "Proxy Server"
+            ],
+            "entity_id": 561
+        },
+        "558": {
+            "mentions": [
+                "Utility (computer science)",
+                "Software utility",
+                "Utility program",
+                "Utility (software)",
+                "Software utilities",
+                "Utility Programs",
+                "Utility (computing)",
+                "Utility Software",
+                "Utility"
+            ],
+            "entity_id": 562
+        },
+        "559": {
+            "mentions": [
+                "Sqlite",
+                "SQL Lite",
+                "Sqlite3",
+                "SqlLite",
+                "SQLLite",
+                "SQLite4",
+                "SQLlite",
+                "SQLite3",
+                "SQlite",
+                "SQLLite DB",
+                "SQLite Manager",
+                "Sqllite",
+                "SQLITE",
+                "SQLite"
+            ],
+            "entity_id": 258
+        },
+        "560": {
+            "mentions": [
+                "OpenRsync",
+                "Openbsd",
+                "OpenCVS",
+                "Opencvs",
+                "Open bsd",
+                "OpenBSD project",
+                "Open BSD",
+                "OpenBSD Project",
+                "Obsd",
+                "Openrsync",
+                "OpenBSD"
+            ],
+            "entity_id": 590
+        },
+        "561": {
+            "mentions": [
+                "VSE/SP",
+                "Z/VSE (operating system)",
+                "VSE/ESA",
+                "Z/VSE",
+                "z/VSE"
+            ],
+            "entity_id": 591
+        },
+        "562": {
+            "mentions": [
+                "MSDOS",
+                "MS-DOS 1.51",
+                "Microsoft Arabic MS-DOS 3.3",
+                "HP MS-DOS 3.22R",
+                "MS-DOS 3.31",
+                "MS-DOS 5.00",
+                "MS-DOS 3.3a",
+                "MS-DOS 3.3A",
+                "Ms-dos",
+                "TI MS-DOS 2.12",
+                "MS-DOS 3.30",
+                "MS-DOS 1.52",
+                "Ms-Dos",
+                "TeleVideo Personal Computer DOS",
+                "MSN-DOS Prompt",
+                "MS-DOS 2.5",
+                "AST Premium Exec DOS",
+                "Texas Instruments MS-DOS 2.12",
+                "MS-DOS 1.50",
+                "MS-DOS 1.20",
+                "Altos MS-DOS 2.11",
+                "Microsoft Hebrew MS-DOS",
+                "MS-DOS 3.22R",
+                "MS-DOS 3.4",
+                "MSdos",
+                "HDOS (Microsoft)",
+                "MS-DOS 3.21R",
+                "Microsoft MS-DOS 3.30A",
+                "Compaq MS-DOS 3.31",
+                "TeleVideo PC DOS",
+                "AST Premium Exec MS-DOS",
+                "NCR-DOS",
+                "MS-DOS 7.00",
+                "Microsoft ADOS 3.3",
+                "MS-DOS 1.23",
+                "Hebrew MS-DOS",
+                "MS-DOS 2.25",
+                "MS-DOS 3.0",
+                "ADOS 5.00",
+                "Microsoft HDOS 5.0",
+                "MS-DOS 2.12",
+                "MS-DOS 2.11",
+                "MS-DOS Mobile",
+                "MS-DOS 2.10",
+                "Microsoft HDOS 3.3",
+                "MS-DOS 1.27",
+                "MS-DOS 5.01",
+                "MS-DOS 1.11",
+                "MS-DOS 8.00",
+                "Tandy MS-DOS 2.11R",
+                "MS-DOS 6.x",
+                "MS-DOS 2.05",
+                "MS-DOS 3.30+",
+                "MS-DOS 5.0",
+                "HDOS (MS-DOS)",
+                "MS/DOS",
+                "MS-DOS 1.1",
+                "MS-DOS 2.50",
+                "Microsoft Arabic MS-DOS",
+                "MS-DOS 3.1",
+                "MS-DOS 1.14",
+                "MS-DOS 2.00",
+                "MS-DOS 3.3R",
+                "TeleVideo Personal Computer DOS 2.0",
+                "ADOS (Microsoft)",
+                "MS-DOS 3.40",
+                "MS-DOS 2.13",
+                "TeleVideo PC DOS 2.0",
+                "Microsoft Arabic MS-DOS 5.0",
+                "AST Premium Exec MS-DOS 5.0",
+                "Access DOS",
+                "MS-DOS 3.30a",
+                "MS-DOS 2.0",
+                "PC MS-DOS",
+                "MS-DOS 3.30A",
+                "TI MS-DOS 3.30R",
+                "MS-DOS 6",
+                "MS-DOS 5",
+                "Microsoft MS-DOS",
+                "MS-DOS 1.2",
+                "MS-DOS 3.3",
+                "ADOS 5.0",
+                "Texas Instruments MS-DOS 3.3R",
+                "AST MS-DOS 5.0",
+                "Microsoft HDOS",
+                "TI MS-DOS 3.3R",
+                "MS-DOS 4.00 (IBM-developed)",
+                "MS-DOS 1.22",
+                "MS-DOS 1.53",
+                "ADOS 3.3",
+                "MS-ROMDOS",
+                "MS-DOS 3.25",
+                "Hebrew MS-DOS 5.0",
+                "MS-DOS 1.40",
+                "MS-DOS 3.30R",
+                "AST Premium Exec DOS 5.0",
+                "Texas Instruments MS-DOS 3.30R",
+                "MS-DOS 1.25",
+                "MS-DOS 2.01",
+                "MS-DOS 1.26",
+                "MS-DOS 1.41",
+                "MS-DOS 1.29",
+                "TeleVideo Personal Computer DOS 2.11",
+                "MS-DOS 6.00",
+                "Microsoft MS-DOS 3.30a",
+                "TeleVideo PC DOS 2.11",
+                "SB-DOS",
+                "Microsoft Hebrew MS-DOS 5.0",
+                "HDOS 5.0",
+                "Hewlett-Packard MS-DOS 3.22R",
+                "MS-DOS 5.00A",
+                "MS-DOS 6.22",
+                "Microsoft ADOS 5.0",
+                "MS-DOS 3.00",
+                "MS-DOS 2.2",
+                "Hebrew MS-DOS 3.3",
+                "MS-DOS 1",
+                "COMPAQ-DOS",
+                "MS-DOS 3.21",
+                "MS-DOS 3.2",
+                "Microsoft MS-DOS 3.3A",
+                "MS-DOS 3.22",
+                "MS-DOS 6.21",
+                "MS-DOS 3.20",
+                "Microsoft ADOS",
+                "MS-DOS 1.30",
+                "MS-DOS 7.10",
+                "MS-DOS 3",
+                "MS-DOS 4.01",
+                "Altos MS-DOS",
+                "Microsoft Hebrew MS-DOS 3.3",
+                "Arabic MS-DOS",
+                "MsDOS",
+                "MS-DOS 1.28",
+                "MS-DOS 2.20",
+                "MS-DOS 1.13",
+                "MS-DOS 1.24",
+                "HDOS 5.00",
+                "ADOS (MS-DOS)",
+                "MS-DOS 1.21",
+                "MS-DOS 2",
+                "HDOS 3.3",
+                "MS DOS Mobile",
+                "MS-DOS 6.2",
+                "MS-DOS 6.0",
+                "MS-DOS 2.11R",
+                "MS-DOS 1.12",
+                "MS-DOS 6.20",
+                "Arabic MS-DOS 3.3",
+                "Arabic MS-DOS 5.0",
+                "MS-DOS 4.0 (IBM-developed)",
+                "Microsoft MS-DOS 3.3a",
+                "MS-DOS 1.54",
+                "MS-DOS 3.10",
+                "MS-DOS"
+            ],
+            "entity_id": 593
+        },
+        "563": {
+            "mentions": [
+                "VME"
+            ],
+            "entity_id": 595
+        },
+        "564": {
+            "mentions": [
+                "DOS/VS",
+                "IBM TOS/360",
+                "Tape Operating System",
+                "TOS/360",
+                "SSX/VSE",
+                "DOS/360"
+            ],
+            "entity_id": 597
+        },
+        "565": {
+            "mentions": [
+                "Z/TPF",
+                "TPF/ESA",
+                "z/TPF"
+            ],
+            "entity_id": 598
+        },
+        "566": {
+            "mentions": [
+                "z/VM"
+            ],
+            "entity_id": 608
+        },
+        "567": {
+            "mentions": [
+                "BSD operating system",
+                "Berkeley software distribution",
+                "4.4BSD-Lite",
+                "Vmunix",
+                "BSD Unices",
+                "HPBSD",
+                "4.4BSD-Encumbered",
+                "Berkeley UNIX",
+                "Berkley Software Distribution",
+                "Net/1",
+                "Berkeley UNIX 4.3BSD",
+                "BSD-based",
+                "Bsdgames",
+                "Net/2",
+                "Bsd",
+                "*BSD",
+                "BSD (operating system)",
+                "BSD UNIX",
+                "BSD"
+            ],
+            "entity_id": 579
+        },
+        "568": {
+            "mentions": [
+                "JBoss application server",
+                "JBoss AS",
+                "Jbossas",
+                "Jboss as",
+                "Jboss",
+                "JBossWS",
+                "Wildfly"
+            ],
+            "entity_id": 493
+        },
+        "569": {
+            "mentions": [
+                "Netbsd",
+                "NETBSD",
+                "Nbsd",
+                "The NetBSD Foundation",
+                "NBSD",
+                "Net bsd",
+                "Net BSD",
+                "NetBSD kernel",
+                "NetBSD"
+            ],
+            "entity_id": 602
+        },
+        "570": {
+            "mentions": [
+                "Arbor Software",
+                "Oracle Hyperion"
+            ],
+            "entity_id": 607
+        },
+        "571": {
+            "mentions": [
+                "credstash",
+                "credstash"
+            ],
+            "entity_id": 612
+        },
+        "572": {
+            "mentions": [
+                "Snyk",
+                "Snyk"
+            ],
+            "entity_id": 613
+        },
+        "573": {
+            "mentions": [
+                "Akka",
+                "Akka (software)",
+                "Akka (toolkit)",
+                "Akka"
+            ],
+            "entity_id": 614
+        },
+        "574": {
+            "mentions": [
+                "Varnish",
+                "Varnish (Software)",
+                "Varinish (Software)",
+                "Varnish cache",
+                "Varnishd",
+                "Varnish cache server",
+                "Varnish-cache.org",
+                "Varnish (software)",
+                "Varnish"
+            ],
+            "entity_id": 615
+        },
+        "575": {
+            "mentions": [
+                "Datadog",
+                "Datadog"
+            ],
+            "entity_id": 616
+        },
+        "576": {
+            "mentions": [
+                "API",
+                "Application-programming interface",
+                "Application Programming Interfaces",
+                "Application-level interaction",
+                "Application Program Interface",
+                "Api",
+                "API documentation",
+                "API Documentation",
+                "Application Programming Interface (API)",
+                "Application program interface",
+                "Applications programming interface",
+                "API"
+            ],
+            "entity_id": 617
+        },
+        "577": {
+            "mentions": [
+                "Hazelcast",
+                "Hazelcast"
+            ],
+            "entity_id": 618
+        },
+        "578": {
+            "mentions": [
+                "Nuxeo",
+                "Nuxeo"
+            ],
+            "entity_id": 620
+        },
+        "579": {
+            "mentions": [
+                "ArangoDB",
+                "AQL (ArangoDB Query Language)",
+                "AvocadoDB",
+                "ArangoDB"
+            ],
+            "entity_id": 621
+        },
+        "580": {
+            "mentions": [
+                "Eclipse Che",
+                "Codenvy",
+                "Eclipse Che"
+            ],
+            "entity_id": 622
+        },
+        "581": {
+            "mentions": [
+                "Amazon S3",
+                "Amazon Simple Storage Service",
+                "Simple Storage Service",
+                "S3.amazonaws.com",
+                "Amazon-s3",
+                "AWS S3",
+                "Applications that use S3 API",
+                "User:Leoinspace/Applications that use S3 API",
+                "Amazon S3 server",
+                "Amazon s3",
+                "S3",
+                "Amazon S3"
+            ],
+            "entity_id": 623
+        },
+        "582": {
+            "mentions": [
+                "ClickHouse",
+                "Clickhouse",
+                "ClickHouse"
+            ],
+            "entity_id": 624
+        },
+        "583": {
+            "mentions": [
+                "MinIO",
+                "Minio",
+                "MinIO"
+            ],
+            "entity_id": 625
+        },
+        "584": {
+            "mentions": [
+                "Elasticsearch",
+                "Compass Project",
+                "ElasticSearch",
+                "Shay Banon",
+                "Logstash",
+                "Elastic search",
+                "Elastic Search",
+                "Elasticsearch BV",
+                "Elastic stack",
+                "ELK stack",
+                "es",
+                "Elasticsearch"
+            ],
+            "entity_id": 626
+        },
+        "585": {
+            "mentions": [
+                "XtraDB",
+                "Xtradb",
+                "Xtra DB",
+                "Percona XtraDB",
+                "XtraDB"
+            ],
+            "entity_id": 627
+        },
+        "586": {
+            "mentions": [
+                "Keycloak",
+                "JBoss SSO",
+                "PicketLink (software)",
+                "Keycloak"
+            ],
+            "entity_id": 628
+        },
+        "587": {
+            "mentions": [
+                "Grafana",
+                "Grafana"
+            ],
+            "entity_id": 629
+        },
+        "588": {
+            "mentions": [
+                "Mattermost",
+                "Mattermost.com",
+                "Mattermost"
+            ],
+            "entity_id": 630
+        },
+        "589": {
+            "mentions": [
+                "Cloud IAM",
+                "Cloud IAM"
+            ],
+            "entity_id": 632
+        },
+        "590": {
+            "mentions": [
+                "Knative",
+                "Knative"
+            ],
+            "entity_id": 633
+        },
+        "591": {
+            "mentions": [
+                "Apache Cassandra",
+                "Apache cassandra",
+                "Cassandra (database)",
+                "Cassandra (software)",
+                "Cassandra software",
+                "Cassandra",
+                "Cassandra SGBD",
+                "Apache Cassandra"
+            ],
+            "entity_id": 634
+        },
+        "592": {
+            "mentions": [
+                "Kubeflow",
+                "Kubeflow"
+            ],
+            "entity_id": 635
+        },
+        "593": {
+            "mentions": [
+                "Qiskit",
+                "QISKit",
+                "Qiskit"
+            ],
+            "entity_id": 636
+        },
+        "594": {
+            "mentions": [
+                "Microsoft Azure",
+                "Windows Strata",
+                "Windows Cloud",
+                "Windows azure",
+                "Windows Azure Fabric Controller",
+                "Microsoft Windows Azure",
+                "Azure Services Platform",
+                "Windows Azure",
+                "Azure machine learning studio",
+                "Microsoft azure",
+                "Ethereum Blockchain as a Service",
+                "Azure",
+                "Microsoft Azure"
+            ],
+            "entity_id": 637
+        },
+        "595": {
+            "mentions": [
+                "Strimzi",
+                "Strimzi"
+            ],
+            "entity_id": 638
+        },
+        "596": {
+            "mentions": [
+                "Sematext",
+                "Sematext"
+            ],
+            "entity_id": 639
+        },
+        "597": {
+            "mentions": [
+                "Eclipse Ditto",
+                "Eclipse Ditto"
+            ],
+            "entity_id": 641
+        },
+        "598": {
+            "mentions": [
+                "Zadara",
+                "Zadara Storage",
+                "Zadara"
+            ],
+            "entity_id": 643
+        },
+        "599": {
+            "mentions": [
+                "Istio",
+                "Istio"
+            ],
+            "entity_id": 644
+        },
+        "600": {
+            "mentions": [
+                "Vault",
+                "Vault overseer",
+                "Vault (disambiguation)",
+                "Vaults",
+                "Vault (software)",
+                "HashiCorp Vault",
+                "Vault"
+            ],
+            "entity_id": 645
+        },
+        "601": {
+            "mentions": [
+                "Apache Druid",
+                "Druid (open-source data store)",
+                "Apache Druid"
+            ],
+            "entity_id": 646
+        },
+        "602": {
+            "mentions": [
+                "etcd",
+                "etcd"
+            ],
+            "entity_id": 647
+        },
+        "603": {
+            "mentions": [
+                "Traefik",
+                "Traefik"
+            ],
+            "entity_id": 648
+        },
+        "604": {
+            "mentions": [
+                "IBM Cloud",
+                "Bluemix",
+                "IBM Bluemix",
+                "OpenWhisk",
+                "IBM Cloud"
+            ],
+            "entity_id": 649
+        },
+        "605": {
+            "mentions": [
+                "CockroachDB",
+                "Cockroach DB",
+                "User:Remote50/sandbox",
+                "Cockroachlabs",
+                "Cockroach Labs",
+                "CockroachDB"
+            ],
+            "entity_id": 651
+        },
+        "606": {
+            "mentions": [
+                "Jaeger",
+                "Jaeger"
+            ],
+            "entity_id": 652
+        },
+        "607": {
+            "mentions": [
+                "Natural Programming Language"
+            ],
+            "entity_id": 653
+        },
+        "608": {
+            "mentions": [
+                "ACUCOBOL-GT",
+                "ACUCOBOL",
+                "AcuCOBOL",
+                "AcuCOBOL"
+            ],
+            "entity_id": 654
+        },
+        "609": {
+            "mentions": [
+                "Ada",
+                "MIL-STD-1815",
+                "ISO/IEC 8652",
+                "Ada 95",
+                "Ada 83",
+                "Ada 80",
+                "Ada 2012",
+                "Ada"
+            ],
+            "entity_id": 655
+        },
+        "610": {
+            "mentions": [
+                "Adaptable DAta BAse System",
+                "ADABAS",
+                "Adabas database",
+                "ADABAS"
+            ],
+            "entity_id": 656
+        },
+        "611": {
+            "mentions": [
+                "Application Development System Online",
+                "ADS/O",
+                "ADS",
+                "ADS/Online",
+                "ADSO"
+            ],
+            "entity_id": 657
+        },
+        "612": {
+            "mentions": [
+                "batch",
+                "BAT file",
+                "batch file",
+                "Batch"
+            ],
+            "entity_id": 659
+        },
+        "613": {
+            "mentions": [
+                "Windows PowerShell",
+                "PowerShell Core",
+                "PS",
+                "Power Shell",
+                "Monal Shell",
+                "Microsoft Shell",
+                "MSH",
+                "Powershell"
+            ],
+            "entity_id": 660
+        },
+        "614": {
+            "mentions": [
+                "COM+",
+                "Microsoft Component Services",
+                "COM Services",
+                "COM+"
+            ],
+            "entity_id": 661
+        },
+        "615": {
+            "mentions": [
+                "DataFlex",
+                "Dataflex",
+                "Visual DataFlex",
+                "Dataflex"
+            ],
+            "entity_id": 662
+        },
+        "616": {
+            "mentions": [
+                "DDS",
+                "Data distribution service",
+                "DDS"
+            ],
+            "entity_id": 663
+        },
+        "617": {
+            "mentions": [
+                "Forte 4GL",
+                "Forte",
+                "Forte"
+            ],
+            "entity_id": 664
+        },
+        "618": {
+            "mentions": [
+                "FoxPro",
+                "Foxpro",
+                "FoxPro 2",
+                "FoxPro 26",
+                "FoxPro 2.6",
+                "FPU26",
+                "Foxpro"
+            ],
+            "entity_id": 665
+        },
+        "619": {
+            "mentions": [
+                "IBM DB2 Purescale"
+            ],
+            "entity_id": 666
+        },
+        "620": {
+            "mentions": [
+                "IDMS DB"
+            ],
+            "entity_id": 667
+        },
+        "621": {
+            "mentions": [
+                "IDMS DML"
+            ],
+            "entity_id": 668
+        },
+        "622": {
+            "mentions": [
+                "Jaguar"
+            ],
+            "entity_id": 669
+        },
+        "623": {
+            "mentions": [
+                "EAServer",
+                "Enterprise Application Server",
+                "Sybase Enterprise Application Server",
+                "EAServer"
+            ],
+            "entity_id": 670
+        },
+        "624": {
+            "mentions": [
+                "Netezza",
+                "IBM Netezza",
+                "IBM Netezza"
+            ],
+            "entity_id": 672
+        },
+        "625": {
+            "mentions": [
+                "Open Rapid Object Application Development",
+                "OpenROAD"
+            ],
+            "entity_id": 674
+        },
+        "626": {
+            "mentions": [
+                "Oracle Reports",
+                "Oracle RPT",
+                "Oracle Reports"
+            ],
+            "entity_id": 675
+        },
+        "627": {
+            "mentions": [
+                "SAP Replication Server"
+            ],
+            "entity_id": 676
+        },
+        "628": {
+            "mentions": [
+                "content tracker",
+                "Git",
+                "the stupid content tracker",
+                "Git"
+            ],
+            "entity_id": 677
+        },
+        "629": {
+            "mentions": [
+                "gitlab",
+                "GitLab"
+            ],
+            "entity_id": 678
+        },
+        "630": {
+            "mentions": [
+                "Virtual Storage Access Method",
+                "VSAM",
+                "VSAM"
+            ],
+            "entity_id": 679
+        },
+        "631": {
+            "mentions": [
+                "BMS Map"
+            ],
+            "entity_id": 689
+        },
+        "632": {
+            "mentions": [
+                "DB400"
+            ],
+            "entity_id": 690
+        },
+        "633": {
+            "mentions": [
+                "Integrated Language Environment",
+                "ILE",
+                "ILE"
+            ],
+            "entity_id": 691
+        },
+        "634": {
+            "mentions": [
+                "indexed sequential access method",
+                "ISAM",
+                "ISAM"
+            ],
+            "entity_id": 693
+        },
+        "635": {
+            "mentions": [
+                "Oracle RDS"
+            ],
+            "entity_id": 694
+        },
+        "636": {
+            "mentions": [
+                "SAP IQ",
+                "Sybase IQ",
+                "SAP Sybase IQ",
+                "SAP IQ"
+            ],
+            "entity_id": 695
+        },
+        "637": {
+            "mentions": [
+                "Integrated Data Store (IDS)",
+                "IDS",
+                "IDS/I",
+                "Integrated Data Store (IDS)"
+            ],
+            "entity_id": 692
+        },
+        "638": {
+            "mentions": [
+                "Maven",
+                "Apache Maven"
+            ],
+            "entity_id": 697
+        },
+        "639": {
+            "mentions": [
+                "BAL",
+                "Basic Assembler Language",
+                "Basic Assembly Language",
+                "IBM Basic Assembly Language (BAL)"
+            ],
+            "entity_id": 698
+        }
+    }
+}
\ No newline at end of file
diff --git a/train/class_bert_process/.gitignore b/train/class_bert_process/.gitignore
new file mode 100644
index 0000000..2c8f0d6
--- /dev/null
+++ b/train/class_bert_process/.gitignore
@@ -0,0 +1,2 @@
+checkpoint*
+tensorboard-log
diff --git a/train/class_bert_process/classification_prediction/.gitignore b/train/class_bert_process/classification_prediction/.gitignore
new file mode 100644
index 0000000..dbe1a9b
--- /dev/null
+++ b/train/class_bert_process/classification_prediction/.gitignore
@@ -0,0 +1 @@
+exports
\ No newline at end of file
diff --git a/train/class_bert_process/classification_prediction/output.txt b/train/class_bert_process/classification_prediction/output.txt
new file mode 100644
index 0000000..838eee8
--- /dev/null
+++ b/train/class_bert_process/classification_prediction/output.txt
@@ -0,0 +1,6 @@
+
+*******************************************************************************
+Accuracy: 0.79090
+F1 Score: 0.80996
+Precision: 0.88827
+Recall: 0.79090
diff --git a/train/class_bert_process/classification_prediction/predict.py b/train/class_bert_process/classification_prediction/predict.py
new file mode 100644
index 0000000..36a5c7f
--- /dev/null
+++ b/train/class_bert_process/classification_prediction/predict.py
@@ -0,0 +1,262 @@
+# %%
+
+# from datasets import load_from_disk
+import os
+import glob
+
+os.environ['NCCL_P2P_DISABLE'] = '1'
+os.environ['NCCL_IB_DISABLE'] = '1'
+os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID"
+os.environ["CUDA_VISIBLE_DEVICES"] = "0,1,2,3"
+
+import re
+import torch
+from torch.utils.data import DataLoader
+
+from transformers import (
+    AutoTokenizer,
+    AutoModelForSequenceClassification,
+    DataCollatorWithPadding,
+)
+import evaluate
+import numpy as np
+import pandas as pd
+# import matplotlib.pyplot as plt
+from datasets import Dataset, DatasetDict
+
+from tqdm import tqdm
+
+torch.set_float32_matmul_precision('high')
+
+
+BATCH_SIZE = 256
+
+# %%
+data_path = '../../../data_import/train.csv'
+train_df = pd.read_csv(data_path, skipinitialspace=True)
+# rather than use pattern, we use the real thing and property
+entity_ids = train_df['entity_id'].to_list()
+target_id_list = sorted(list(set(entity_ids)))
+
+
+# %%
+id2label = {}
+label2id = {}
+for idx, val in enumerate(target_id_list):
+    id2label[idx] = val
+    label2id[val] = idx
+
+
+# introduce pre-processing functions
+def preprocess_text(text):
+
+    # 1. Make all uppercase
+    text = text.upper()
+    
+    # 2. Remove punctuations
+    # text = re.sub(r'[^\w\s]', '', text)  # Retains only alphanumeric and spaces
+
+    # 3. Substitute digits with '#'
+    text = re.sub(r'\d', '#', text)
+    
+    return text
+
+
+
+# outputs a list of dictionaries
+# processes dataframe into lists of dictionaries
+# each element maps input to output
+# input: tag_description
+# output: class label
+def process_df_to_dict(df):
+    output_list = []
+    for _, row in df.iterrows():
+        desc = row['mention']
+        desc = preprocess_text(desc)
+        index = row['entity_id']
+        element = {
+            'text' : desc,
+            'label': label2id[index], # ensure labels starts from 0
+        }
+        output_list.append(element)
+
+    return output_list
+
+
+def create_dataset():
+    # train 
+    data_path = '../../../data_import/test.csv'
+    test_df = pd.read_csv(data_path, skipinitialspace=True)
+
+
+    # combined_data = DatasetDict({
+    #     'train': Dataset.from_list(process_df_to_dict(train_df)),
+    # })
+    return Dataset.from_list(process_df_to_dict(test_df))
+
+
+
+# %%
+
+def test():
+
+    test_dataset = create_dataset()
+
+    # prepare tokenizer
+
+    checkpoint_directory = f'../checkpoint'
+    # Use glob to find matching paths
+    # path is usually checkpoint_fold_1/checkpoint-<step number>
+    # we are guaranteed to save only 1 checkpoint from training
+    pattern = 'checkpoint-*'
+    model_checkpoint = glob.glob(os.path.join(checkpoint_directory, pattern))[0]
+
+    tokenizer = AutoTokenizer.from_pretrained(model_checkpoint, return_tensors="pt", clean_up_tokenization_spaces=True)
+    # Define additional special tokens
+    # additional_special_tokens = ["<THING_START>", "<THING_END>", "<PROPERTY_START>", "<PROPERTY_END>", "<NAME>", "<DESC>", "<SIG>", "<UNIT>", "<DATA_TYPE>"]
+    # Add the additional special tokens to the tokenizer
+    # tokenizer.add_special_tokens({"additional_special_tokens": additional_special_tokens})
+
+    # %%
+    # compute max token length
+    max_length = 0
+    for sample in test_dataset['text']:
+        # Tokenize the sample and get the length
+        input_ids = tokenizer(sample, truncation=False, add_special_tokens=True)["input_ids"]
+        length = len(input_ids)
+        
+        # Update max_length if this sample is longer
+        if length > max_length:
+            max_length = length
+
+    print(max_length)
+
+    # %%
+
+    max_length = 128
+
+    # given a dataset entry, run it through the tokenizer
+    def preprocess_function(example):
+        input = example['text']
+        # text_target sets the corresponding label to inputs
+        # there is no need to create a separate 'labels'
+        model_inputs = tokenizer(
+            input,
+            max_length=max_length,
+            # truncation=True,
+            padding='max_length'
+        )
+        return model_inputs
+
+    # map maps function to each "row" in the dataset
+    # aka the data in the immediate nesting
+    datasets = test_dataset.map(
+        preprocess_function,
+        batched=True,
+        num_proc=8,
+        remove_columns="text",
+    )
+
+
+    datasets.set_format(type='torch', columns=['input_ids', 'attention_mask', 'label'])
+
+    # %% temp
+    # tokenized_datasets['train'].rename_columns()
+
+    # %%
+    # create data collator
+
+    # data_collator = DataCollatorWithPadding(tokenizer=tokenizer, padding="max_length")
+
+    # %%
+    # compute metrics
+    # metric = evaluate.load("accuracy")
+    # 
+    # 
+    # def compute_metrics(eval_preds):
+    #     preds, labels = eval_preds
+    #     preds = np.argmax(preds, axis=1)
+    #     return metric.compute(predictions=preds, references=labels)
+
+    model = AutoModelForSequenceClassification.from_pretrained(
+        model_checkpoint,
+        num_labels=len(target_id_list),
+        id2label=id2label,
+        label2id=label2id)
+    # important! after extending tokens vocab
+    model.resize_token_embeddings(len(tokenizer))
+
+    model = model.eval()
+
+    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
+    model.to(device)
+
+    pred_labels = []
+    actual_labels = []
+
+
+    dataloader = DataLoader(datasets, batch_size=BATCH_SIZE, shuffle=False)
+    for batch in tqdm(dataloader):
+            # Inference in batches
+            input_ids = batch['input_ids']
+            attention_mask = batch['attention_mask']
+            # save labels too
+            actual_labels.extend(batch['label'])
+            
+
+            # Move to GPU if available
+            input_ids = input_ids.to(device)
+            attention_mask = attention_mask.to(device)
+
+            # Perform inference
+            with torch.no_grad():
+                logits = model(
+                    input_ids,
+                    attention_mask).logits
+                predicted_class_ids = logits.argmax(dim=1).to("cpu")
+                pred_labels.extend(predicted_class_ids)
+
+    pred_labels = [tensor.item() for tensor in pred_labels]
+
+
+    # %%
+    from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score, confusion_matrix
+    y_true = actual_labels
+    y_pred = pred_labels
+
+    # Compute metrics
+    accuracy = accuracy_score(y_true, y_pred)
+    average_parameter = 'weighted'
+    zero_division_parameter = 0
+    f1 = f1_score(y_true, y_pred, average=average_parameter, zero_division=zero_division_parameter)
+    precision = precision_score(y_true, y_pred, average=average_parameter, zero_division=zero_division_parameter)
+    recall = recall_score(y_true, y_pred, average=average_parameter, zero_division=zero_division_parameter)
+
+    with open("output.txt", "a") as f:
+
+        print('*' * 80, file=f)
+        # Print the results
+        print(f'Accuracy: {accuracy:.5f}', file=f)
+        print(f'F1 Score: {f1:.5f}', file=f)
+        print(f'Precision: {precision:.5f}', file=f)
+        print(f'Recall: {recall:.5f}', file=f)
+
+    # export result
+    label_list = [id2label[id] for id in pred_labels]
+    df = pd.DataFrame({
+        'class_prediction': pd.Series(label_list) 
+    })
+
+    # we can save the t5 generation output here
+    df.to_csv(f"exports/result.csv", index=False)
+
+
+
+
+
+
+# %%
+# reset file before writing to it
+with open("output.txt", "w") as f:
+    print('', file=f)
+    test()
diff --git a/train/class_bert_process/train.py b/train/class_bert_process/train.py
new file mode 100644
index 0000000..1a714ec
--- /dev/null
+++ b/train/class_bert_process/train.py
@@ -0,0 +1,283 @@
+# %%
+
+# from datasets import load_from_disk
+import os
+
+os.environ['NCCL_P2P_DISABLE'] = '1'
+os.environ['NCCL_IB_DISABLE'] = '1'
+os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID"
+os.environ["CUDA_VISIBLE_DEVICES"] = "0,1,2,3"
+
+import re
+import random
+
+import torch
+from transformers import (
+    AutoTokenizer,
+    AutoModelForSequenceClassification,
+    DataCollatorWithPadding,
+    Trainer,
+    EarlyStoppingCallback,
+    TrainingArguments
+)
+import evaluate
+import numpy as np
+import pandas as pd
+# import matplotlib.pyplot as plt
+from datasets import Dataset, DatasetDict
+
+
+
+torch.set_float32_matmul_precision('high')
+
+# %%
+def set_seed(seed):
+    """
+    Set the random seed for reproducibility.
+    """
+    random.seed(seed)  # Python random module
+    np.random.seed(seed)  # NumPy random
+    torch.manual_seed(seed)  # PyTorch CPU
+    torch.cuda.manual_seed(seed)  # PyTorch GPU
+    torch.cuda.manual_seed_all(seed)  # If using multiple GPUs
+    torch.backends.cudnn.deterministic = True  # Ensure deterministic behavior
+    torch.backends.cudnn.benchmark = False  # Disable optimization for reproducibility
+
+set_seed(42)
+
+SHUFFLES=5
+
+# %%
+
+# import training file
+data_path = '../../data_import/train.csv'
+train_df = pd.read_csv(data_path, skipinitialspace=True)
+# rather than use pattern, we use the real thing and property
+entity_ids = train_df['entity_id'].to_list()
+target_id_list = sorted(list(set(entity_ids)))
+
+
+# %%
+id2label = {}
+label2id = {}
+for idx, val in enumerate(target_id_list):
+    id2label[idx] = val
+    label2id[val] = idx
+
+# %%
+# introduce pre-processing functions
+def preprocess_text(text):
+
+    # 1. Make all uppercase
+    text = text.upper()
+    
+    # 2. Remove punctuations
+    # text = re.sub(r'[^\w\s]', '', text)  # Retains only alphanumeric and spaces
+
+    # 3. Substitute digits with '#'
+    text = re.sub(r'\d', '#', text)
+    
+    return text
+
+
+def generate_random_shuffles(text, n):
+    """
+    Generate n strings with randomly shuffled words from the input text.
+
+    Args:
+        text (str): The input text.
+        n (int): The number of random variations to generate.
+
+    Returns:
+        list: A list of strings with shuffled words.
+    """
+    words = text.split()  # Split the input into words
+    shuffled_variations = []
+    
+    for _ in range(n):
+        shuffled = words[:]  # Copy the word list to avoid in-place modification
+        random.shuffle(shuffled)  # Randomly shuffle the words
+        shuffled_variations.append(" ".join(shuffled))  # Join the words back into a string
+    
+    return shuffled_variations
+
+
+# generate n more shuffled examples
+def shuffle_text(text, n_shuffles=SHUFFLES):
+    """
+    Preprocess a list of texts and add n random shuffles for each string.
+
+    Args:
+        texts (list): An input strings.
+        n_shuffles (int): Number of random shuffles to generate for each string.
+
+    Returns:
+        list: A list of preprocessed and shuffled strings.
+    """
+    all_processed = []
+    all_processed.append(text)
+        
+    # Generate random shuffles
+    shuffled_variations = generate_random_shuffles(text, n_shuffles)
+    all_processed.extend(shuffled_variations)
+    
+    return all_processed
+
+
+# outputs a list of dictionaries
+# processes dataframe into lists of dictionaries
+# each element maps input to output
+# input: tag_description
+# output: class label
+def process_df_to_dict(df):
+    output_list = []
+    for _, row in df.iterrows():
+        # produce shuffling
+        index = row['entity_id']
+        desc = row['mention']
+        desc = preprocess_text(desc)
+        processed_descs = shuffle_text(desc, n_shuffles=SHUFFLES)
+
+        for desc in processed_descs:
+            element = {
+                'text' : desc,
+                'label': label2id[index], # ensure labels starts from 0
+            }
+            output_list.append(element)
+
+    return output_list
+
+
+def create_dataset():
+    # train 
+    data_path = '../../data_import/train.csv'
+    train_df = pd.read_csv(data_path, skipinitialspace=True)
+
+
+    combined_data = DatasetDict({
+        'train': Dataset.from_list(process_df_to_dict(train_df)),
+    })
+    return combined_data
+
+
+# %%
+
+def train():
+
+    save_path = f'checkpoint'
+    split_datasets = create_dataset()
+
+    # prepare tokenizer
+
+    # model_checkpoint = "distilbert/distilbert-base-uncased"
+    model_checkpoint = 'google-bert/bert-base-cased'
+    tokenizer = AutoTokenizer.from_pretrained(model_checkpoint, return_tensors="pt", clean_up_tokenization_spaces=True)
+    # Define additional special tokens
+    # additional_special_tokens = ["<DESC>"]
+    # Add the additional special tokens to the tokenizer
+    # tokenizer.add_special_tokens({"additional_special_tokens": additional_special_tokens})
+
+    max_length = 120
+
+    # given a dataset entry, run it through the tokenizer
+    def preprocess_function(example):
+        input = example['text']
+        # text_target sets the corresponding label to inputs
+        # there is no need to create a separate 'labels'
+        model_inputs = tokenizer(
+            input,
+            max_length=max_length,
+            truncation=True,
+            padding=True
+        )
+        return model_inputs
+
+    # map maps function to each "row" in the dataset
+    # aka the data in the immediate nesting
+    tokenized_datasets = split_datasets.map(
+        preprocess_function,
+        batched=True,
+        num_proc=8,
+        remove_columns="text",
+    )
+
+    # %% temp
+    # tokenized_datasets['train'].rename_columns()
+
+    # %%
+    # create data collator
+
+    data_collator = DataCollatorWithPadding(tokenizer=tokenizer)
+
+    # %%
+    # compute metrics
+    metric = evaluate.load("accuracy")
+
+
+    def compute_metrics(eval_preds):
+        preds, labels = eval_preds
+        preds = np.argmax(preds, axis=1)
+        return metric.compute(predictions=preds, references=labels)
+
+    # %%
+    # create id2label and label2id
+
+
+    # %%
+    model = AutoModelForSequenceClassification.from_pretrained(
+        model_checkpoint,
+        num_labels=len(target_id_list),
+        id2label=id2label,
+        label2id=label2id)
+    # important! after extending tokens vocab
+    model.resize_token_embeddings(len(tokenizer))
+
+    # model = torch.compile(model, backend="inductor", dynamic=True)
+
+
+    # %%
+    # Trainer
+
+    training_args = TrainingArguments(
+        output_dir=f"{save_path}",
+        # eval_strategy="epoch",
+        eval_strategy="no",
+        logging_dir="tensorboard-log",
+        logging_strategy="epoch",
+        # save_strategy="epoch",
+        load_best_model_at_end=False,
+        learning_rate=1e-4,
+        per_device_train_batch_size=128,
+        per_device_eval_batch_size=128,
+        auto_find_batch_size=False,
+        ddp_find_unused_parameters=False,
+        weight_decay=0.01,
+        save_total_limit=1,
+        num_train_epochs=120,
+        bf16=True,
+        push_to_hub=False,
+        remove_unused_columns=False,
+    )
+
+
+    trainer = Trainer(
+        model,
+        training_args,
+        train_dataset=tokenized_datasets["train"],
+        tokenizer=tokenizer,
+        data_collator=data_collator,
+        compute_metrics=compute_metrics,
+        # callbacks=[EarlyStoppingCallback(early_stopping_patience=3)],
+    )
+
+    # uncomment to load training from checkpoint
+    # checkpoint_path = 'default_40_1/checkpoint-5600'
+    # trainer.train(resume_from_checkpoint=checkpoint_path)
+
+    trainer.train()
+
+# execute training
+train()
+
+
+# %%
diff --git a/train/class_bert_simple/.gitignore b/train/class_bert_simple/.gitignore
new file mode 100644
index 0000000..2c8f0d6
--- /dev/null
+++ b/train/class_bert_simple/.gitignore
@@ -0,0 +1,2 @@
+checkpoint*
+tensorboard-log
diff --git a/train/class_bert_simple/classification_prediction/.gitignore b/train/class_bert_simple/classification_prediction/.gitignore
new file mode 100644
index 0000000..dbe1a9b
--- /dev/null
+++ b/train/class_bert_simple/classification_prediction/.gitignore
@@ -0,0 +1 @@
+exports
\ No newline at end of file
diff --git a/train/class_bert_simple/classification_prediction/output.txt b/train/class_bert_simple/classification_prediction/output.txt
new file mode 100644
index 0000000..2ecf38f
--- /dev/null
+++ b/train/class_bert_simple/classification_prediction/output.txt
@@ -0,0 +1,6 @@
+
+*******************************************************************************
+Accuracy: 0.70070
+F1 Score: 0.73260
+Precision: 0.84815
+Recall: 0.70070
diff --git a/train/class_bert_simple/classification_prediction/predict.py b/train/class_bert_simple/classification_prediction/predict.py
new file mode 100644
index 0000000..c39faed
--- /dev/null
+++ b/train/class_bert_simple/classification_prediction/predict.py
@@ -0,0 +1,246 @@
+# %%
+
+# from datasets import load_from_disk
+import os
+import glob
+
+os.environ['NCCL_P2P_DISABLE'] = '1'
+os.environ['NCCL_IB_DISABLE'] = '1'
+os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID"
+os.environ["CUDA_VISIBLE_DEVICES"] = "0,1,2,3"
+
+import torch
+from torch.utils.data import DataLoader
+
+from transformers import (
+    AutoTokenizer,
+    AutoModelForSequenceClassification,
+    DataCollatorWithPadding,
+)
+import evaluate
+import numpy as np
+import pandas as pd
+# import matplotlib.pyplot as plt
+from datasets import Dataset, DatasetDict
+
+from tqdm import tqdm
+
+torch.set_float32_matmul_precision('high')
+
+
+BATCH_SIZE = 256
+
+# %%
+data_path = '../../../data_import/train.csv'
+train_df = pd.read_csv(data_path, skipinitialspace=True)
+# rather than use pattern, we use the real thing and property
+entity_ids = train_df['entity_id'].to_list()
+target_id_list = sorted(list(set(entity_ids)))
+
+
+# %%
+id2label = {}
+label2id = {}
+for idx, val in enumerate(target_id_list):
+    id2label[idx] = val
+    label2id[val] = idx
+
+
+# %%
+
+# outputs a list of dictionaries
+# processes dataframe into lists of dictionaries
+# each element maps input to output
+# input: tag_description
+# output: class label
+def process_df_to_dict(df):
+    output_list = []
+    for _, row in df.iterrows():
+        desc = row['mention']
+        index = row['entity_id']
+        element = {
+            'text' : f"{desc}",
+            'label': label2id[index], # ensure labels starts from 0
+        }
+        output_list.append(element)
+
+    return output_list
+
+
+def create_dataset():
+    # train 
+    data_path = '../../../data_import/test.csv'
+    test_df = pd.read_csv(data_path, skipinitialspace=True)
+
+
+    # combined_data = DatasetDict({
+    #     'train': Dataset.from_list(process_df_to_dict(train_df)),
+    # })
+    return Dataset.from_list(process_df_to_dict(test_df))
+
+
+
+# %%
+
+def test():
+
+    test_dataset = create_dataset()
+
+    # prepare tokenizer
+
+    checkpoint_directory = f'../checkpoint'
+    # Use glob to find matching paths
+    # path is usually checkpoint_fold_1/checkpoint-<step number>
+    # we are guaranteed to save only 1 checkpoint from training
+    pattern = 'checkpoint-*'
+    model_checkpoint = glob.glob(os.path.join(checkpoint_directory, pattern))[0]
+
+    tokenizer = AutoTokenizer.from_pretrained(model_checkpoint, return_tensors="pt", clean_up_tokenization_spaces=True)
+    # Define additional special tokens
+    # additional_special_tokens = ["<THING_START>", "<THING_END>", "<PROPERTY_START>", "<PROPERTY_END>", "<NAME>", "<DESC>", "<SIG>", "<UNIT>", "<DATA_TYPE>"]
+    # Add the additional special tokens to the tokenizer
+    # tokenizer.add_special_tokens({"additional_special_tokens": additional_special_tokens})
+
+    # %%
+    # compute max token length
+    max_length = 0
+    for sample in test_dataset['text']:
+        # Tokenize the sample and get the length
+        input_ids = tokenizer(sample, truncation=False, add_special_tokens=True)["input_ids"]
+        length = len(input_ids)
+        
+        # Update max_length if this sample is longer
+        if length > max_length:
+            max_length = length
+
+    print(max_length)
+
+    # %%
+
+    max_length = 128
+
+    # given a dataset entry, run it through the tokenizer
+    def preprocess_function(example):
+        input = example['text']
+        # text_target sets the corresponding label to inputs
+        # there is no need to create a separate 'labels'
+        model_inputs = tokenizer(
+            input,
+            max_length=max_length,
+            # truncation=True,
+            padding='max_length'
+        )
+        return model_inputs
+
+    # map maps function to each "row" in the dataset
+    # aka the data in the immediate nesting
+    datasets = test_dataset.map(
+        preprocess_function,
+        batched=True,
+        num_proc=8,
+        remove_columns="text",
+    )
+
+
+    datasets.set_format(type='torch', columns=['input_ids', 'attention_mask', 'label'])
+
+    # %% temp
+    # tokenized_datasets['train'].rename_columns()
+
+    # %%
+    # create data collator
+
+    # data_collator = DataCollatorWithPadding(tokenizer=tokenizer, padding="max_length")
+
+    # %%
+    # compute metrics
+    # metric = evaluate.load("accuracy")
+    # 
+    # 
+    # def compute_metrics(eval_preds):
+    #     preds, labels = eval_preds
+    #     preds = np.argmax(preds, axis=1)
+    #     return metric.compute(predictions=preds, references=labels)
+
+    model = AutoModelForSequenceClassification.from_pretrained(
+        model_checkpoint,
+        num_labels=len(target_id_list),
+        id2label=id2label,
+        label2id=label2id)
+    # important! after extending tokens vocab
+    model.resize_token_embeddings(len(tokenizer))
+
+    model = model.eval()
+
+    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
+    model.to(device)
+
+    pred_labels = []
+    actual_labels = []
+
+
+    dataloader = DataLoader(datasets, batch_size=BATCH_SIZE, shuffle=False)
+    for batch in tqdm(dataloader):
+            # Inference in batches
+            input_ids = batch['input_ids']
+            attention_mask = batch['attention_mask']
+            # save labels too
+            actual_labels.extend(batch['label'])
+            
+
+            # Move to GPU if available
+            input_ids = input_ids.to(device)
+            attention_mask = attention_mask.to(device)
+
+            # Perform inference
+            with torch.no_grad():
+                logits = model(
+                    input_ids,
+                    attention_mask).logits
+                predicted_class_ids = logits.argmax(dim=1).to("cpu")
+                pred_labels.extend(predicted_class_ids)
+
+    pred_labels = [tensor.item() for tensor in pred_labels]
+
+
+    # %%
+    from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score, confusion_matrix
+    y_true = actual_labels
+    y_pred = pred_labels
+
+    # Compute metrics
+    accuracy = accuracy_score(y_true, y_pred)
+    average_parameter = 'weighted'
+    zero_division_parameter = 0
+    f1 = f1_score(y_true, y_pred, average=average_parameter, zero_division=zero_division_parameter)
+    precision = precision_score(y_true, y_pred, average=average_parameter, zero_division=zero_division_parameter)
+    recall = recall_score(y_true, y_pred, average=average_parameter, zero_division=zero_division_parameter)
+
+    with open("output.txt", "a") as f:
+
+        print('*' * 80, file=f)
+        # Print the results
+        print(f'Accuracy: {accuracy:.5f}', file=f)
+        print(f'F1 Score: {f1:.5f}', file=f)
+        print(f'Precision: {precision:.5f}', file=f)
+        print(f'Recall: {recall:.5f}', file=f)
+
+    # export result
+    label_list = [id2label[id] for id in pred_labels]
+    df = pd.DataFrame({
+        'class_prediction': pd.Series(label_list) 
+    })
+
+    # we can save the t5 generation output here
+    df.to_csv(f"exports/result.csv", index=False)
+
+
+
+
+
+
+# %%
+# reset file before writing to it
+with open("output.txt", "w") as f:
+    print('', file=f)
+    test()
diff --git a/train/class_bert_simple/train.py b/train/class_bert_simple/train.py
new file mode 100644
index 0000000..ddfab85
--- /dev/null
+++ b/train/class_bert_simple/train.py
@@ -0,0 +1,200 @@
+# %%
+
+# from datasets import load_from_disk
+import os
+
+os.environ['NCCL_P2P_DISABLE'] = '1'
+os.environ['NCCL_IB_DISABLE'] = '1'
+os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID"
+os.environ["CUDA_VISIBLE_DEVICES"] = "0,1,2,3"
+
+import torch
+from transformers import (
+    AutoTokenizer,
+    AutoModelForSequenceClassification,
+    DataCollatorWithPadding,
+    Trainer,
+    EarlyStoppingCallback,
+    TrainingArguments
+)
+import evaluate
+import numpy as np
+import pandas as pd
+# import matplotlib.pyplot as plt
+from datasets import Dataset, DatasetDict
+
+
+
+torch.set_float32_matmul_precision('high')
+
+# %%
+
+# import training file
+data_path = '../../data_import/train.csv'
+train_df = pd.read_csv(data_path, skipinitialspace=True)
+# rather than use pattern, we use the real thing and property
+entity_ids = train_df['entity_id'].to_list()
+target_id_list = sorted(list(set(entity_ids)))
+
+
+# %%
+id2label = {}
+label2id = {}
+for idx, val in enumerate(target_id_list):
+    id2label[idx] = val
+    label2id[val] = idx
+
+# %%
+
+# outputs a list of dictionaries
+# processes dataframe into lists of dictionaries
+# each element maps input to output
+# input: tag_description
+# output: class label
+def process_df_to_dict(df):
+    output_list = []
+    for _, row in df.iterrows():
+        desc = row['mention']
+        index = row['entity_id']
+        element = {
+            'text' : f"{desc}",
+            'label': label2id[index], # ensure labels starts from 0
+        }
+        output_list.append(element)
+
+    return output_list
+
+
+def create_dataset():
+    # train 
+    data_path = '../../data_import/train.csv'
+    train_df = pd.read_csv(data_path, skipinitialspace=True)
+
+
+    combined_data = DatasetDict({
+        'train': Dataset.from_list(process_df_to_dict(train_df)),
+    })
+    return combined_data
+
+
+# %%
+
+def train():
+
+    save_path = f'checkpoint'
+    split_datasets = create_dataset()
+
+    # prepare tokenizer
+
+    # model_checkpoint = "distilbert/distilbert-base-uncased"
+    model_checkpoint = 'google-bert/bert-base-cased'
+    tokenizer = AutoTokenizer.from_pretrained(model_checkpoint, return_tensors="pt", clean_up_tokenization_spaces=True)
+    # Define additional special tokens
+    # additional_special_tokens = ["<DESC>"]
+    # Add the additional special tokens to the tokenizer
+    # tokenizer.add_special_tokens({"additional_special_tokens": additional_special_tokens})
+
+    max_length = 120
+
+    # given a dataset entry, run it through the tokenizer
+    def preprocess_function(example):
+        input = example['text']
+        # text_target sets the corresponding label to inputs
+        # there is no need to create a separate 'labels'
+        model_inputs = tokenizer(
+            input,
+            max_length=max_length,
+            truncation=True,
+            padding=True
+        )
+        return model_inputs
+
+    # map maps function to each "row" in the dataset
+    # aka the data in the immediate nesting
+    tokenized_datasets = split_datasets.map(
+        preprocess_function,
+        batched=True,
+        num_proc=8,
+        remove_columns="text",
+    )
+
+    # %% temp
+    # tokenized_datasets['train'].rename_columns()
+
+    # %%
+    # create data collator
+
+    data_collator = DataCollatorWithPadding(tokenizer=tokenizer)
+
+    # %%
+    # compute metrics
+    metric = evaluate.load("accuracy")
+
+
+    def compute_metrics(eval_preds):
+        preds, labels = eval_preds
+        preds = np.argmax(preds, axis=1)
+        return metric.compute(predictions=preds, references=labels)
+
+    # %%
+    # create id2label and label2id
+
+
+    # %%
+    model = AutoModelForSequenceClassification.from_pretrained(
+        model_checkpoint,
+        num_labels=len(target_id_list),
+        id2label=id2label,
+        label2id=label2id)
+    # important! after extending tokens vocab
+    model.resize_token_embeddings(len(tokenizer))
+
+    # model = torch.compile(model, backend="inductor", dynamic=True)
+
+
+    # %%
+    # Trainer
+
+    training_args = TrainingArguments(
+        output_dir=f"{save_path}",
+        # eval_strategy="epoch",
+        eval_strategy="no",
+        logging_dir="tensorboard-log",
+        logging_strategy="epoch",
+        # save_strategy="epoch",
+        load_best_model_at_end=False,
+        learning_rate=1e-4,
+        per_device_train_batch_size=64,
+        per_device_eval_batch_size=64,
+        auto_find_batch_size=False,
+        ddp_find_unused_parameters=False,
+        weight_decay=0.01,
+        save_total_limit=1,
+        num_train_epochs=250,
+        bf16=True,
+        push_to_hub=False,
+        remove_unused_columns=False,
+    )
+
+
+    trainer = Trainer(
+        model,
+        training_args,
+        train_dataset=tokenized_datasets["train"],
+        tokenizer=tokenizer,
+        data_collator=data_collator,
+        compute_metrics=compute_metrics,
+        # callbacks=[EarlyStoppingCallback(early_stopping_patience=3)],
+    )
+
+    # uncomment to load training from checkpoint
+    # checkpoint_path = 'default_40_1/checkpoint-5600'
+    # trainer.train(resume_from_checkpoint=checkpoint_path)
+
+    trainer.train()
+
+# execute training
+train()
+
+
+# %%
diff --git a/train/seq2seq_t5_simple/.gitignore b/train/seq2seq_t5_simple/.gitignore
new file mode 100644
index 0000000..d943a39
--- /dev/null
+++ b/train/seq2seq_t5_simple/.gitignore
@@ -0,0 +1,2 @@
+checkpoint*
+tensorboard-log
\ No newline at end of file
diff --git a/train/seq2seq_t5_simple/mapping_prediction/.gitignore b/train/seq2seq_t5_simple/mapping_prediction/.gitignore
new file mode 100644
index 0000000..e9ebfc9
--- /dev/null
+++ b/train/seq2seq_t5_simple/mapping_prediction/.gitignore
@@ -0,0 +1,2 @@
+__pycache__
+exports/
diff --git a/train/seq2seq_t5_simple/mapping_prediction/inference.py b/train/seq2seq_t5_simple/mapping_prediction/inference.py
new file mode 100644
index 0000000..618b3f8
--- /dev/null
+++ b/train/seq2seq_t5_simple/mapping_prediction/inference.py
@@ -0,0 +1,150 @@
+import torch
+from torch.utils.data import DataLoader
+from transformers import (
+    T5TokenizerFast,
+    AutoModelForSeq2SeqLM,
+)
+import os
+from tqdm import tqdm
+from datasets import Dataset
+import numpy as np
+
+os.environ['TOKENIZERS_PARALLELISM'] = 'false'
+
+
+class Inference():
+    tokenizer: T5TokenizerFast
+    model: torch.nn.Module
+    dataloader: DataLoader
+
+    def __init__(self, checkpoint_path):
+        self._create_tokenizer()
+        self._load_model(checkpoint_path)
+
+
+    def _create_tokenizer(self):
+        # %%
+        # load tokenizer
+        self.tokenizer = T5TokenizerFast.from_pretrained("t5-small", return_tensors="pt", clean_up_tokenization_spaces=True)
+        # Define additional special tokens
+        # additional_special_tokens = ["<THING_START>", "<THING_END>", "<PROPERTY_START>", "<PROPERTY_END>", "<NAME>", "<DESC>", "SIG", "UNIT", "DATA_TYPE"]
+        # Add the additional special tokens to the tokenizer
+        # self.tokenizer.add_special_tokens({"additional_special_tokens": additional_special_tokens})
+
+    def _load_model(self, checkpoint_path: str):
+        # load model
+        # Define the directory and the pattern
+        model = AutoModelForSeq2SeqLM.from_pretrained(checkpoint_path)
+        model = torch.compile(model)
+        # set model to eval
+        self.model = model.eval()
+
+
+
+
+    def prepare_dataloader(self, input_df, batch_size, max_length):
+        """
+        *arguments*
+        - input_df: input dataframe containing fields 'tag_description', 'thing', 'property'
+        - batch_size: the batch size of dataloader output
+        - max_length: length of tokenizer output
+        """
+        print("preparing dataloader")
+        # convert each dataframe row into a dictionary
+        # outputs a list of dictionaries
+
+        def _process_df(df):
+            output_list = []
+            for _, row in df.iterrows():
+                desc = row['mention']
+                label = row['entity_name']
+                element = {
+                    'input' : desc,
+                    'output': label
+                }
+
+                output_list.append(element)
+
+            return output_list
+
+        def _preprocess_function(example):
+            input = example['input']
+            target = example['output']
+            # text_target sets the corresponding label to inputs
+            # there is no need to create a separate 'labels'
+            model_inputs = self.tokenizer(
+                input,
+                text_target=target, 
+                max_length=max_length,
+                return_tensors="pt",
+                padding='max_length',
+                truncation=True,
+            )
+            return model_inputs
+
+        test_dataset = Dataset.from_list(_process_df(input_df))
+
+
+        # map maps function to each "row" in the dataset
+        # aka the data in the immediate nesting
+        datasets = test_dataset.map(
+            _preprocess_function,
+            batched=True,
+            num_proc=1,
+            remove_columns=test_dataset.column_names,
+        )
+        # datasets = _preprocess_function(test_dataset)
+        datasets.set_format(type='torch', columns=['input_ids', 'attention_mask', 'labels'])
+
+        # create dataloader
+        self.dataloader = DataLoader(datasets, batch_size=batch_size)
+
+
+    def generate(self):
+        device = torch.device('cuda:1' if torch.cuda.is_available() else 'cpu')
+        MAX_GENERATE_LENGTH = 128
+
+        pred_generations = []
+        pred_labels = []
+
+        print("start generation")
+        for batch in tqdm(self.dataloader):
+            # Inference in batches
+            input_ids = batch['input_ids']
+            attention_mask = batch['attention_mask']
+            # save labels too
+            pred_labels.extend(batch['labels'])
+            
+
+            # Move to GPU if available
+            input_ids = input_ids.to(device)
+            attention_mask = attention_mask.to(device)
+            self.model.to(device)
+
+            # Perform inference
+            with torch.no_grad():
+                outputs = self.model.generate(input_ids,
+                                        attention_mask=attention_mask,
+                                        max_length=MAX_GENERATE_LENGTH)
+                
+                # Decode the output and print the results
+                pred_generations.extend(outputs.to("cpu"))
+
+
+
+        # %%
+        def process_tensor_output(tokens):
+            predictions =  self.tokenizer.decode(tokens, skip_special_tokens=True)
+            return predictions
+
+        # decode prediction labels
+        def decode_preds(tokens_list):
+            prediction_list = []
+            for tokens in tokens_list:
+                predicted_seq = process_tensor_output(tokens)
+                prediction_list.append(predicted_seq)
+            return prediction_list
+
+        prediction_list = decode_preds(pred_generations)
+        return prediction_list
+
diff --git a/train/seq2seq_t5_simple/mapping_prediction/output.txt b/train/seq2seq_t5_simple/mapping_prediction/output.txt
new file mode 100644
index 0000000..dd5d228
--- /dev/null
+++ b/train/seq2seq_t5_simple/mapping_prediction/output.txt
@@ -0,0 +1,2 @@
+
+Accuracy for fold: 0.5846658466584665
diff --git a/train/seq2seq_t5_simple/mapping_prediction/predict.py b/train/seq2seq_t5_simple/mapping_prediction/predict.py
new file mode 100644
index 0000000..12b931e
--- /dev/null
+++ b/train/seq2seq_t5_simple/mapping_prediction/predict.py
@@ -0,0 +1,62 @@
+
+import pandas as pd
+import os
+import glob
+from inference import Inference
+
+checkpoint_directory =  '../'
+
+BATCH_SIZE = 512
+
+def infer():
+    print(f"Inference for data")
+    # import test data
+    data_path = '../../../data_import/test.csv'
+    df = pd.read_csv(data_path, skipinitialspace=True)
+
+
+    ##########################################
+    # run inference
+    # checkpoint
+    # Use glob to find matching paths
+    directory = os.path.join(checkpoint_directory, f'checkpoint')
+    # Use glob to find matching paths
+    # path is usually checkpoint-<step number>
+    # we are guaranteed to save only 1 checkpoint from training
+    pattern = 'checkpoint-*'
+    checkpoint_path = glob.glob(os.path.join(directory, pattern))[0]
+
+
+    infer = Inference(checkpoint_path)
+    infer.prepare_dataloader(df, batch_size=BATCH_SIZE, max_length=128)
+    prediction_list = infer.generate()
+
+    # add labels too
+    # thing_actual_list, property_actual_list = decode_preds(pred_labels)
+    # Convert the list to a Pandas DataFrame
+    df_out = pd.DataFrame({
+        'predictions': prediction_list
+    })
+    # df_out['p_thing_correct'] = df_out['p_thing'] == df_out['thing']
+    # df_out['p_property_correct'] = df_out['p_property'] == df_out['property']
+    df = pd.concat([df, df_out], axis=1)
+
+    # we can save the t5 generation output here
+    df.to_csv(f"exports/result.csv", index=False)
+
+    # here we want to evaluate mapping accuracy within the valid in mdm data only
+    condition_correct = df['predictions'] == df['entity_name']
+    pred_correct_proportion = sum(condition_correct)/len(df)
+
+    # write output to file output.txt
+    with open("output.txt", "a") as f:
+        print(f'Accuracy for fold: {pred_correct_proportion}', file=f)
+
+###########################################  
+# execute
+
+# reset file before writing to it
+with open("output.txt", "w") as f:
+    print('', file=f)
+
+infer()
diff --git a/train/seq2seq_t5_simple/train.py b/train/seq2seq_t5_simple/train.py
new file mode 100644
index 0000000..8edb0fe
--- /dev/null
+++ b/train/seq2seq_t5_simple/train.py
@@ -0,0 +1,190 @@
+# %%
+
+# from datasets import load_from_disk
+import os
+
+os.environ['NCCL_P2P_DISABLE'] = '1'
+os.environ['NCCL_IB_DISABLE'] = '1'
+os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID"
+os.environ["CUDA_VISIBLE_DEVICES"] = "0,1,2,3"
+
+import torch
+from transformers import (
+    T5TokenizerFast,
+    AutoModelForSeq2SeqLM,
+    DataCollatorForSeq2Seq,
+    Seq2SeqTrainer,
+    EarlyStoppingCallback,
+    Seq2SeqTrainingArguments
+)
+import evaluate
+import numpy as np
+import pandas as pd
+# import matplotlib.pyplot as plt
+from datasets import Dataset, DatasetDict
+
+
+
+torch.set_float32_matmul_precision('high')
+
+# %%
+# outputs a list of dictionaries
+def process_df_to_dict(df):
+    output_list = []
+    for _, row in df.iterrows():
+        desc = row['mention']
+        label = row['entity_name']
+        element = {
+            'input' : desc,
+            'output': label
+        }
+        output_list.append(element)
+
+    return output_list
+
+
+def create_dataset():
+    # train 
+    data_path = f"../../data_import/train.csv"
+    train_df = pd.read_csv(data_path, skipinitialspace=True)
+
+    combined_data = DatasetDict({
+        'train': Dataset.from_list(process_df_to_dict(train_df)),
+    })
+    return combined_data
+
+
+# function to perform training for a given fold
+def train():
+    save_path = f'checkpoint'
+    split_datasets = create_dataset()
+
+    # prepare tokenizer
+
+    model_checkpoint = "t5-small"
+    tokenizer = T5TokenizerFast.from_pretrained(model_checkpoint, return_tensors="pt", clean_up_tokenization_spaces=True)
+    # Define additional special tokens
+    # additional_special_tokens = ["<THING_START>", "<THING_END>", "<PROPERTY_START>", "<PROPERTY_END>", "<NAME>", "<DESC>", "<SIG>", "<UNIT>", "<DATA_TYPE>"]
+    # Add the additional special tokens to the tokenizer
+    # tokenizer.add_special_tokens({"additional_special_tokens": additional_special_tokens})
+
+    max_length = 120
+
+    # given a dataset entry, run it through the tokenizer
+    def preprocess_function(example):
+        input = example['input']
+        target = example['output']
+        # text_target sets the corresponding label to inputs
+        # there is no need to create a separate 'labels'
+        model_inputs = tokenizer(
+            input,
+            text_target=target, 
+            max_length=max_length,
+            truncation=True,
+            padding=True
+        )
+        return model_inputs
+
+    # map maps function to each "row" in the dataset
+    # aka the data in the immediate nesting
+    tokenized_datasets = split_datasets.map(
+        preprocess_function,
+        batched=True,
+        num_proc=8,
+        remove_columns=split_datasets["train"].column_names,
+    )
+
+    # https://github.com/huggingface/transformers/pull/28414
+    # model_checkpoint = "google/t5-efficient-tiny"
+    # device_map set to auto to force it to load contiguous weights 
+    # model = AutoModelForSeq2SeqLM.from_pretrained(model_checkpoint, device_map='auto')
+
+    model = AutoModelForSeq2SeqLM.from_pretrained(model_checkpoint)
+    # important! after extending tokens vocab
+    model.resize_token_embeddings(len(tokenizer))
+
+    data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)
+    metric = evaluate.load("sacrebleu")
+
+
+    def compute_metrics(eval_preds):
+        preds, labels = eval_preds
+        # In case the model returns more than the prediction logits
+        if isinstance(preds, tuple):
+            preds = preds[0]
+
+        decoded_preds = tokenizer.batch_decode(preds, 
+                                            skip_special_tokens=False)
+
+        # Replace -100s in the labels as we can't decode them
+        labels = np.where(labels != -100, labels, tokenizer.pad_token_id)
+        decoded_labels = tokenizer.batch_decode(labels,
+                                                skip_special_tokens=False)
+
+        # Remove <PAD> tokens from decoded predictions and labels
+        decoded_preds = [pred.replace(tokenizer.pad_token, '').strip() for pred in decoded_preds]
+        decoded_labels = [[label.replace(tokenizer.pad_token, '').strip()] for label in decoded_labels]
+
+        # Some simple post-processing
+        # decoded_preds = [pred.strip() for pred in decoded_preds]
+        # decoded_labels = [[label.strip()] for label in decoded_labels]
+        # print(decoded_preds, decoded_labels)
+
+        result = metric.compute(predictions=decoded_preds, references=decoded_labels)
+        return {"bleu": result["score"]}
+
+
+    # Generation Config
+    # from transformers import GenerationConfig
+    gen_config = model.generation_config
+    gen_config.max_length = 64
+
+    # compile
+    # model = torch.compile(model, backend="inductor", dynamic=True)
+
+
+    # Trainer
+
+    args = Seq2SeqTrainingArguments(
+        f"{save_path}",
+        # eval_strategy="epoch",
+        eval_strategy="no",
+        logging_dir="tensorboard-log",
+        logging_strategy="epoch",
+        # save_strategy="epoch",
+        load_best_model_at_end=False,
+        learning_rate=1e-3,
+        per_device_train_batch_size=64,
+        per_device_eval_batch_size=64,
+        auto_find_batch_size=False,
+        ddp_find_unused_parameters=False,
+        weight_decay=0.01,
+        save_total_limit=1,
+        num_train_epochs=80,
+        predict_with_generate=True,
+        bf16=True,
+        push_to_hub=False,
+        generation_config=gen_config,
+        remove_unused_columns=False,
+    )
+
+
+    trainer = Seq2SeqTrainer(
+        model,
+        args,
+        train_dataset=tokenized_datasets["train"],
+        data_collator=data_collator,
+        tokenizer=tokenizer,
+        compute_metrics=compute_metrics,
+        # callbacks=[EarlyStoppingCallback(early_stopping_patience=3)],
+    )
+
+    # uncomment to load training from checkpoint
+    # checkpoint_path = 'default_40_1/checkpoint-5600'
+    # trainer.train(resume_from_checkpoint=checkpoint_path)
+
+    trainer.train()
+
+# execute training
+train()
+