Since this is already in binary form for classifcation, we see that the distribution is pretty balanced between the sarcastic classifcation (1), which has 14985 instance, and non-sarcastic classifcation (0) which has 13634.
+
+
+
+
+
+
+
+
+
In [ ]:
+
+
+
importseabornassns
+
+headline_lengths=[len(headline.split())forheadlineindata['headline']]
+
+plt.figure(figsize=(10,6))
+sns.kdeplot(headline_lengths,fill=True,color='skyblue')
+plt.title('Density Plot of Headline Lengths')
+plt.xlabel('Length of Headline')
+plt.ylabel('Density')
+plt.grid(True)
+plt.show()
+
+
+
+
+
+
+
+
+
+
+
+
+
d:\Program\Miniconda\Lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
+ if pd.api.types.is_categorical_dtype(vector):
+d:\Program\Miniconda\Lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
+ with pd.option_context('mode.use_inf_as_na', True):
+
Methods of tokenization in the dataset involve converting text data into sequences of integers using Keras' Tokenizer class. However, the decision to force a specific length of sequence is influenced by the distribution of headline lengths. With a maximum headline length of 926 and a minimum length of 7, the average headline length might be biased/skewed. Even when looking at the density plot, which shows that 10 is the most frequent lenght, it is not a good indicator for choosing a max length, as we will lose a lot of information for the larger headlines. We therefore opted to start with a max length of 500 for padding sequences. This choice balances computational efficiency while accommodating the majority of headlines.
+
+
+
+
+
+
+
+
+
In [ ]:
+
+
+
fromtensorflowimportkeras
+fromtensorflow.keras.preprocessing.textimportTokenizer
+fromtensorflow.keras.preprocessing.sequenceimportpad_sequences
+
+NUM_TOP_WORDS=30884# use entire vocabulary!
+MAX_LEN=100# maximum and minimum number of words
+
+#tokenize the text
+tokenizer=Tokenizer(num_words=NUM_TOP_WORDS)
+tokenizer.fit_on_texts(data['headline'])
+# save as sequences with integers replacing words
+sequences=tokenizer.texts_to_sequences(data['headline'])
+
+# # Convert text data to sequences
+# sequences = tokenizer.texts_to_sequences(data['headline'])
+
+word_index=tokenizer.word_index
+NUM_TOP_WORDS=len(word_index)ifNUM_TOP_WORDS==NoneelseNUM_TOP_WORDS
+top_words=min((len(word_index),NUM_TOP_WORDS))
+print('Found %s unique tokens. Distilled to %d top words.'%(len(word_index),top_words))
+
+X=pad_sequences(sequences,maxlen=MAX_LEN)
+
+y_bin=data['is_sarcastic']
+print('Shape of data tensor:',X.shape)
+print('Shape of label tensor:',y_bin.shape)
+print(np.max(X))
+
+
+
+
+
+
+
+
+
+
+
+
+
Found 30884 unique tokens. Distilled to 30884 top words.
+Shape of data tensor: (28619, 100)
+Shape of label tensor: (28619,)
+30883
+
+
+
+
+
+
+
+
+
+
+
+
+
The final dataset used for classification includes preprocessed headline text converted into sequences of integers using Keras' Tokenizer, with the binary variable is_sarcastic indicating headline sarcasm. This dataset facilitates the development of a machine learning model to automatically identify and classify sarcastic headlines, offering valuable insights for media analysis and content moderation in online platforms.
In evaluating the algorithm's performance for classifying sarcastic headlines, precision and recall metrics will be used. Precision measures the accuracy of positive predictions, ensuring few false positives, while recall measures the completeness of positive predictions, ensuring few false negatives. These metrics are crucial for balancing the costs of misclassifying sarcastic headlines and are directly aligned with the business objective of accurately identifying sarcasm to enhance user experience and platform credibility.
We will use shuffle splits to divide the data into training and testing sets. Shuffle splits randomly shuffle the data and then split it into training and testing sets multiple times, reducing bias and variance in model evaluation. This method reflects how an algorithm would be used in practice, as it allows for diverse training and testing data combinations. By randomly shuffling the data, we ensure that the model learns from a representative sample of the data, leading to more robust and generalizable results. Additionally, it provides flexibility in the allocation of data for training and testing, accommodating various scenarios encountered in real-world applications.
Investigate at least two different sequential network architectures (e.g., a CNN and a Transformer). Alternatively, you may also choose a recurrent network and Transformer network.
+Be sure to use an embedding layer (try to use a pre-trained embedding, if possible).
+Adjust one hyper-parameter of each network to potentially improve generalization performance (train a total of at least four models).
+Visualize the performance of training and validation sets versus the training iterations, showing that the models converged.
EMBED_SIZE=50
+
+sequence_input=Input(shape=(X_train.shape[1],))# the input is a list of MAX_LEN integers, 500 long
+
+embedded_sequences=Embedding(top_words,EMBED_SIZE)(sequence_input)
+
+# starting sequence size is 500 (words) by 50 (embedded features)
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(embedded_sequences)
+
+# pool across time
+x=MaxPooling1D(3)(x)
+x=Dropout(0.2)(x)
+
+# extract additional features
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(x)
+x=MaxPooling1D(3)(x)
+x=Dropout(0.2)(x)
+
+# more features through CNN processing
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(x)
+x=Dropout(0.2)(x)
+
+# Take the average of these elements across features
+x_mean=GlobalAveragePooling1D()(x)# average across the 500 features
+
+# Take the variance of these elements across features
+x_tmp=Subtract()([x,x_mean])# subtract the mean
+x_std=GlobalAveragePooling1D()(x_tmp**2)# average of the squared differences
+
+# concatenate the two features
+x=Concatenate(name='concat_1')([x_mean,x_std])
+
+x=Dense(64,activation='relu',kernel_initializer='he_uniform')(x)
+
+preds=Dense(1,activation='sigmoid',kernel_initializer='glorot_uniform')(x)
+
+cnn_model=Model(sequence_input,preds)
+
+print(cnn_model.summary())
+
+# plot_model(
+# cnn_model, to_file='model.png', show_shapes=True, show_layer_names=True,
+# rankdir='LR', expand_nested=False, dpi=96
+# )
+
fromtensorflow.keras.layersimport(
+ Dense,Embedding,Dropout,GlobalAveragePooling1D,Input,
+ MultiHeadAttention,LayerNormalization,Layer,Concatenate)
+fromtensorflow.keras.modelsimportModel,Sequential
+
+# The transformer architecture
+classTransformerBlock(Layer):# inherit from Keras Layer
+ def__init__(self,embed_dim,num_heads,ff_dim,rate=0.2):
+ super().__init__()
+ # setup the model heads and feedforward network
+ self.att=MultiHeadAttention(num_heads=num_heads,key_dim=embed_dim)
+
+ # make a two layer network that takes the attention output
+ self.ffn=Sequential()
+ self.ffn.add(Dense(ff_dim,activation='relu'))
+ self.ffn.add(Dense(embed_dim))
+
+ # normalize the output
+ self.layernorm1=LayerNormalization(epsilon=1e-6)
+ self.layernorm2=LayerNormalization(epsilon=1e-6)
+ self.dropout1=Dropout(rate)
+ self.dropout2=Dropout(rate)
+
+ defcall(self,inputs,training=False):
+ attn_output=self.att(inputs,inputs)
+
+ # create a residual connection for the attention output
+ out1=self.layernorm1(inputs+attn_output)
+
+ # apply dropout if training
+ out1=self.dropout1(out1,training=training)
+
+ # place through feed forward after layer norm
+ ffn_output=self.ffn(out1)
+ out2=self.layernorm2(out1+ffn_output)
+
+ # apply dropout if training
+ out2=self.dropout2(out2,training=training)
+ # return the residual from Dense layer
+ returnout2
+
+
+classTokenAndPositionEmbedding(Layer):
+ def__init__(self,maxlen,vocab_size,embed_dim):
+ super().__init__()
+ # create two embeddings: one for tokens and one for positions
+ self.token_emb=Embedding(input_dim=vocab_size,
+ output_dim=embed_dim)
+
+ self.pos_emb=Embedding(input_dim=maxlen,
+ output_dim=embed_dim)
+
+ defcall(self,x):
+ # create a static position measure (input)
+ maxlen=tf.shape(x)[-1]
+ positions=tf.range(start=0,limit=maxlen,delta=1)
+ positions=self.pos_emb(positions)
+ x=self.token_emb(x)
+ returnx+positions# add embeddngs to get final embedding
+
+
+
+
+
+
+
+
+
+
+
In [ ]:
+
+
+
embed_dim=EMBED_SIZE# values to use for embedding
+num_heads=2# number of heads to use in the transformer
+ff_dim=32# Hidden layer size in feed forward network inside transformer
+
+inputs=Input(shape=(X_train.shape[1],))
+x=TokenAndPositionEmbedding(X_train.shape[1],top_words,embed_dim)(inputs)
+x=TransformerBlock(embed_dim,num_heads,ff_dim)(x)
+
+x=GlobalAveragePooling1D()(x)
+x=Dropout(0.2)(x)
+x=Dense(20,activation='relu')(x)
+x=Dropout(0.2)(x)
+preds=Dense(1,activation='sigmoid',kernel_initializer='glorot_uniform')(x)
+
+transformer_model=Model(inputs=inputs,outputs=preds)
+print(transformer_model.summary())
+
+
+
+
+
+
+
+
+
+
+
+
+
WARNING:tensorflow:From d:\Program\Miniconda\Lib\site-packages\keras\src\backend\tensorflow\core.py:184: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.
+
+
fromtensorflow.keras.modelsimportModel
+fromtensorflow.keras.layersimportInput,Layer,Embedding,GlobalAveragePooling1D,Dropout,Dense
+
+
+EMBED_SIZE=100# same size as the GloVe embeddings
+word_index=tokenizer.word_index
+embeddings_index={}
+
+# save key/array pairs of the embeddings
+# the key of the dictionary is the word, the array is the embedding
+
+withopen('data/glovedata/glove.6B.100d.txt','r',encoding='utf-8')asf:
+ forlineinf:
+ values=line.split()
+ word=values[0]
+ coefs=np.asarray(values[1:],dtype='float32')
+ embeddings_index[word]=coefs
+
+
+print('Found %s word vectors.'%len(embeddings_index))
+
+# fill in the matrix with the embeddings, using the ordering from keras word tokenizer
+# Create the embedding matrix
+found_words=0
+embedding_matrix=np.zeros((len(word_index),EMBED_SIZE))
+forword,iinword_index.items():
+ embedding_vector=embeddings_index.get(word)
+ ifembedding_vectorisnotNone:
+ # words not found in embedding index will be ALL-ZEROS
+ embedding_matrix[i-1]=embedding_vector
+ found_words+=1
+
+print(f"Found embeddings for {found_words} words.\n"
+ f"Embedding Matrix Shape: {embedding_matrix.shape}\n"
+ f"Percentage:: {100*found_words/embedding_matrix.shape[0]}")
+
+
+
+
+
+
+
+
+
+
+
+
+
Found 400000 word vectors.
+Found embeddings for 24737 words.
+Embedding Matrix Shape: (30884, 100)
+Percentage:: 80.096490091957
+
fromtensorflow.keras.modelsimportModel
+fromtensorflow.keras.layersimportConv1D,MaxPooling1D,Flatten,Dense
+fromtensorflow.keras.layersimportDense,Input,Dropout
+fromtensorflow.keras.layersimportEmbedding
+EMBED_SIZE=100# same size as loaded from GLOVE'
+sequence_input=Input(shape=(MAX_LEN,),dtype='int32')
+embedded_sequences=embedding_layer(sequence_input)
+# starting sequence size is 500 (words) by 50 (embedded features)
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(embedded_sequences)
+
+# pool across time
+x=MaxPooling1D(3)(x)
+x=Dropout(0.2)(x)
+
+# extract additional features
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(x)
+x=MaxPooling1D(3)(x)
+x=Dropout(0.2)(x)
+
+# more features through CNN processing
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(x)
+x=Dropout(0.2)(x)
+
+# Take the average of these elements across features
+x_mean=GlobalAveragePooling1D()(x)# average across the 500 features
+
+# Take the variance of these elements across features
+x_tmp=Subtract()([x,x_mean])# subtract the mean
+x_std=GlobalAveragePooling1D()(x_tmp**2)# average of the squared differences
+
+# concatenate the two features
+x=Concatenate(name='concat_1')([x_mean,x_std])
+
+x=Dense(64,activation='relu',kernel_initializer='he_uniform')(x)
+
+preds=Dense(1,activation='sigmoid',kernel_initializer='glorot_uniform')(x)
+
+cnn_glove_model=Model(sequence_input,preds)
+
+print(cnn_glove_model.summary())
+
EMBED_SIZE=300# same size as the Numberbatch embeddings
+word_index=tokenizer.word_index
+embeddings_index={}
+
+# save key/array pairs of the embeddings
+# the key of the dictionary is the word, the array is the embedding
+# http://conceptnet.s3.amazonaws.com/downloads/2017/numberbatch/numberbatch-en-17.04b.txt.gz
+withopen('data/numberbatch-en-17.04b.txt','r',encoding='utf-8')asf:
+ fori,lineinenumerate(f):
+ ifi==0:
+ continue
+ values=line.split()
+ word=values[0]
+ coefs=np.asarray(values[1:],dtype='float32')
+ embeddings_index[word]=coefs
+
+
+print('Found %s word vectors.'%len(embeddings_index))
+
+# fill in the matrix with the embeddings, using the ordering from keras word tokenizer
+# Create the embedding matrix
+found_words=0
+embedding_matrix=np.zeros((len(word_index),EMBED_SIZE))
+forword,iinword_index.items():
+ embedding_vector=embeddings_index.get(word)
+ ifembedding_vectorisnotNone:
+ # words not found in embedding index will be ALL-ZEROS
+ embedding_matrix[i-1]=embedding_vector
+ found_words+=1
+
+print(f"Found embeddings for {found_words} words.\n"
+ f"Embedding Matrix Shape: {embedding_matrix.shape}\n"
+ f"Percentage:: {100*found_words/embedding_matrix.shape[0]}")
+
+
+
+
+
+
+
+
+
+
+
+
+
Found 418081 word vectors.
+Found embeddings for 23668 words.
+Embedding Matrix Shape: (30884, 300)
+Percentage:: 76.63515088719078
+
+
+
+
+
+
+
+
+
+
+
In [ ]:
+
+
+
sequence_input=Input(shape=(MAX_LEN,),dtype='int32')
+embedded_sequences=Embedding(len(word_index),EMBED_SIZE,
+ weights=embedding_matrix,trainable=False)(sequence_input)
+# starting sequence size is 500 (words) by 50 (embedded features)
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(embedded_sequences)
+
+# pool across time
+x=MaxPooling1D(3)(x)
+x=Dropout(0.2)(x)
+
+# extract additional features
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(x)
+x=MaxPooling1D(3)(x)
+x=Dropout(0.2)(x)
+
+# more features through CNN processing
+x=Conv1D(64,5,activation='relu',
+ kernel_initializer='he_uniform')(x)
+x=Dropout(0.2)(x)
+
+# Take the average of these elements across features
+x_mean=GlobalAveragePooling1D()(x)# average across the 500 features
+
+# Take the variance of these elements across features
+x_tmp=Subtract()([x,x_mean])# subtract the mean
+x_std=GlobalAveragePooling1D()(x_tmp**2)# average of the squared differences
+
+# concatenate the two features
+x=Concatenate(name='concat_1')([x_mean,x_std])
+
+x=Dense(64,activation='relu',kernel_initializer='he_uniform')(x)
+
+preds=Dense(1,activation='sigmoid',kernel_initializer='glorot_uniform')(x)
+
+cnn_numberbatch_model=Model(sequence_input,preds)
+
Based on the results above, it is clear that the pre-trained GloVe embedding leads to better reuslts, compared to pre-trained ConceptNet Numberbatch embedding.
"
+ ],
+ "text/plain": [
+ " Model loss precision recall\n",
+ "0 CNN 0.044472 0.998177 0.983847\n",
+ "1 CNN_GLOVE 0.349710 0.916065 0.930617\n",
+ "2 Transformer 0.052700 0.993881 0.994126\n",
+ "3 Transformer2 0.072060 0.994148 0.990455"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# display the evaluation results\n",
+ "from IPython.display import display\n",
+ "grouped_metrics_df_mean = metrics_df.groupby('Model').mean().reset_index()\n",
+ "grouped_metrics_df_median = metrics_df.groupby('Model').median().reset_index()\n",
+ "grouped_metrics_df_min = metrics_df.groupby('Model').min().reset_index()\n",
+ "grouped_metrics_df_max = metrics_df.groupby('Model').max().reset_index()\n",
+ "\n",
+ "print(f\"Mean {num_splits}-fold cross validation result\")\n",
+ "display(grouped_metrics_df_mean)\n",
+ "\n",
+ "print(f\"Median {num_splits}-fold cross validation result\")\n",
+ "display(grouped_metrics_df_median)\n",
+ "\n",
+ "print(f\"Min {num_splits}-fold cross validation result\")\n",
+ "display(grouped_metrics_df_min)\n",
+ "\n",
+ "print(f\"Max {num_splits}-fold cross validation result\")\n",
+ "display(grouped_metrics_df_max)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3. Exceptional Work"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found 418081 word vectors.\n",
+ "Found embeddings for 23668 words.\n",
+ "Embedding Matrix Shape: (30884, 300)\n",
+ "Percentage:: 76.63515088719078\n"
+ ]
+ }
+ ],
+ "source": [
+ "EMBED_SIZE = 300 # same size as the Numberbatch embeddings\n",
+ "word_index = tokenizer.word_index\n",
+ "embeddings_index = {}\n",
+ "\n",
+ "# save key/array pairs of the embeddings\n",
+ "# the key of the dictionary is the word, the array is the embedding\n",
+ "# http://conceptnet.s3.amazonaws.com/downloads/2017/numberbatch/numberbatch-en-17.04b.txt.gz\n",
+ "with open('data/numberbatch-en-17.04b.txt', 'r', encoding='utf-8') as f:\n",
+ " for i, line in enumerate(f):\n",
+ " if i == 0:\n",
+ " continue\n",
+ " values = line.split()\n",
+ " word = values[0]\n",
+ " coefs = np.asarray(values[1:], dtype='float32')\n",
+ " embeddings_index[word] = coefs\n",
+ "\n",
+ "\n",
+ "print('Found %s word vectors.' % len(embeddings_index))\n",
+ "\n",
+ "# fill in the matrix with the embeddings, using the ordering from keras word tokenizer\n",
+ "# Create the embedding matrix\n",
+ "found_words = 0\n",
+ "embedding_matrix = np.zeros((len(word_index), EMBED_SIZE))\n",
+ "for word, i in word_index.items():\n",
+ " embedding_vector = embeddings_index.get(word)\n",
+ " if embedding_vector is not None:\n",
+ " # words not found in embedding index will be ALL-ZEROS\n",
+ " embedding_matrix[i-1] = embedding_vector\n",
+ " found_words += 1\n",
+ "\n",
+ "print(f\"Found embeddings for {found_words} words.\\n\"\n",
+ " f\"Embedding Matrix Shape: {embedding_matrix.shape}\\n\"\n",
+ " f\"Percentage:: {100 * found_words / embedding_matrix.shape[0]}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sequence_input = Input(shape=(MAX_LEN,), dtype='int32')\n",
+ "embedded_sequences = Embedding(len(word_index), EMBED_SIZE, \n",
+ " weights=embedding_matrix, trainable=False)(sequence_input)\n",
+ "# starting sequence size is 500 (words) by 50 (embedded features)\n",
+ "x = Conv1D(64, 5, activation='relu',\n",
+ " kernel_initializer='he_uniform')(embedded_sequences)\n",
+ "\n",
+ "# pool across time\n",
+ "x = MaxPooling1D(3)(x)\n",
+ "x = Dropout(0.2)(x)\n",
+ "\n",
+ "# extract additional features\n",
+ "x = Conv1D(64, 5, activation='relu',\n",
+ " kernel_initializer='he_uniform')(x)\n",
+ "x = MaxPooling1D(3)(x)\n",
+ "x = Dropout(0.2)(x)\n",
+ "\n",
+ "# more features through CNN processing\n",
+ "x = Conv1D(64, 5, activation='relu',\n",
+ " kernel_initializer='he_uniform')(x)\n",
+ "x = Dropout(0.2)(x)\n",
+ "\n",
+ "# Take the average of these elements across features\n",
+ "x_mean = GlobalAveragePooling1D()(x) # average across the 500 features\n",
+ "\n",
+ "# Take the variance of these elements across features\n",
+ "x_tmp = Subtract()([x, x_mean]) # subtract the mean\n",
+ "x_std = GlobalAveragePooling1D()(x_tmp**2) # average of the squared differences\n",
+ "\n",
+ "# concatenate the two features\n",
+ "x = Concatenate(name='concat_1')([x_mean, x_std])\n",
+ "\n",
+ "x = Dense(64, activation='relu', kernel_initializer='he_uniform')(x)\n",
+ "\n",
+ "preds = Dense(1, activation='sigmoid', kernel_initializer='glorot_uniform')(x)\n",
+ "\n",
+ "cnn_numberbatch_model = Model(sequence_input, preds)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "lr_schedule = ExponentialDecay(\n",
+ " initial_learning_rate=0.001,\n",
+ " decay_steps=10000,\n",
+ " decay_rate=0.95,\n",
+ " staircase=True)\n",
+ "# clipnorm=1.0,\n",
+ "\n",
+ "opt = Adam(epsilon=0.0001, learning_rate=lr_schedule)\n",
+ "cnn_numberbatch_model.compile(loss='binary_crossentropy',\n",
+ " optimizer=opt,\n",
+ " metrics=['precision', 'recall'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1/5\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 8ms/step - loss: 0.6932 - precision: 0.4619 - recall: 0.1251\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.6384 - precision: 0.6540 - recall: 0.4483\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.4971 - precision: 0.7221 - recall: 0.7408\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.4154 - precision: 0.7916 - recall: 0.8014\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.3443 - precision: 0.8374 - recall: 0.8264\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 0.4717 - precision: 0.7614 - recall: 0.7402\n",
+ "Epoch 1/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1809 - precision: 0.9285 - recall: 0.9071\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1628 - precision: 0.9360 - recall: 0.9204\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1601 - precision: 0.9381 - recall: 0.9170\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1559 - precision: 0.9449 - recall: 0.9124\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1579 - precision: 0.9346 - recall: 0.9225\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.2056 - precision: 0.8788 - recall: 0.9512\n",
+ "Epoch 1/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.3377 - precision: 0.8473 - recall: 0.8393\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.2696 - precision: 0.8833 - recall: 0.8658\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.2222 - precision: 0.9038 - recall: 0.8957\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1934 - precision: 0.9117 - recall: 0.9028\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1630 - precision: 0.9348 - recall: 0.9138\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - loss: 0.4158 - precision: 0.8815 - recall: 0.7386\n",
+ "Epoch 1/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1797 - precision: 0.9243 - recall: 0.9099\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1621 - precision: 0.9396 - recall: 0.9187\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1597 - precision: 0.9395 - recall: 0.9221\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1543 - precision: 0.9381 - recall: 0.9161\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1491 - precision: 0.9416 - recall: 0.9214\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.1623 - precision: 0.9609 - recall: 0.8955\n",
+ "Epoch 1/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.2118 - precision: 0.9127 - recall: 0.9028\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - loss: 0.1680 - precision: 0.9329 - recall: 0.9170\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1452 - precision: 0.9401 - recall: 0.9274\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1311 - precision: 0.9502 - recall: 0.9264\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1151 - precision: 0.9585 - recall: 0.9397\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - loss: 0.2633 - precision: 0.8758 - recall: 0.9000\n",
+ "Epoch 1/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1646 - precision: 0.9431 - recall: 0.9119\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1541 - precision: 0.9445 - recall: 0.9162\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1470 - precision: 0.9461 - recall: 0.9232\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1455 - precision: 0.9408 - recall: 0.9240\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1382 - precision: 0.9485 - recall: 0.9227\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.1728 - precision: 0.9498 - recall: 0.9003\n",
+ "Epoch 1/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1628 - precision: 0.9362 - recall: 0.9213\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1299 - precision: 0.9489 - recall: 0.9308\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - loss: 0.1156 - precision: 0.9565 - recall: 0.9371\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1165 - precision: 0.9571 - recall: 0.9399\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - loss: 0.1039 - precision: 0.9617 - recall: 0.9452\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - loss: 0.1475 - precision: 0.9651 - recall: 0.9041\n",
+ "Epoch 1/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1653 - precision: 0.9378 - recall: 0.9128\n",
+ "Epoch 2/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1492 - precision: 0.9419 - recall: 0.9198\n",
+ "Epoch 3/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1398 - precision: 0.9487 - recall: 0.9280\n",
+ "Epoch 4/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1374 - precision: 0.9519 - recall: 0.9247\n",
+ "Epoch 5/5\n",
+ "\u001b[1m358/358\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1374 - precision: 0.9506 - recall: 0.9286\n",
+ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.1495 - precision: 0.9509 - recall: 0.9090\n"
+ ]
+ }
+ ],
+ "source": [
+ "models = OrderedDict({\"CNN_Numberbatch\": cnn_numberbatch_model, \"CNN_GLOVE\": cnn_glove_model})\n",
+ "results = [[] for _ in range(len(models))]\n",
+ "for split, (train_index, test_index) in enumerate(shuffle_split.split(X)):\n",
+ " X_train, X_test = X[train_index], X[test_index]\n",
+ " y_train, y_test = y_bin.iloc[train_index], y_bin.iloc[test_index]\n",
+ " \n",
+ " for idx, (model_name, model) in enumerate(models.items()):\n",
+ " model.fit(X_train, y_train, epochs=5, batch_size=64, verbose=1,\n",
+ " callbacks=[EarlyStopping(monitor='loss', patience=2)])\n",
+ " res = model.evaluate(X_test, y_test, batch_size=64)\n",
+ " results[idx].append(res)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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pMSaZryeg8b56PpF98803AkD2798/YrvY2FipqqqS3t5eMZvNUldXJyLXn4ESEcnOzpbFixeLyNhmhdvb26WlpUX0er10dnaKyNhnhd977z2lvr6+XgCI0+lUyioqKiQxMVFZt9vtMn36dBkYGFDKampqxGQyicfjkUuXLsnUqVPl6NGjqn3n5eVJTk6OiFydFf70009VbcrKymTSpEny559/KmWff/65hISESE9PT8DXxOPxiNlslgMHDox47qmpqfLcc88F7EPkyvu4cuVKZd3r9cqMGTOkpqbmutvQnafFuMzIyJDk5GRV2bZt2yQsLExZfN9sGGlmOCMjQzmWQCwWi6xZs0ZErsyAG41GJZ5FRJ5//nlJS0tTbQNAjEaj6ljCwsLk1KlTo54X0d1Ei2MDc7Y/5uzgocWYZL4mGn9aHBuYr/0xXwcPLcYk8/XEw29e30YiclPto6KisGHDBpSWlmJwcHDEtm+88QYOHz6ML774YszHl56ejrS0NGzevHnMfQBQZmMBYObMmQCA+++/X1XW29ur2mb+/PmYOnWqsp6amgq3243Tp0+js7MTFy5cwOOPPw6TyaQsdXV1+O2331T92Gw2v+O59957MXv2bFXfXq9XmZ09c+YM8vPzYbVaER4eDovFArfbja6urhHP0+VyYcmSJTf8Wuh0OkRHR/udO40vrcelT25uLlwuF2prazEwMHDDx32j7aZNm4asrCy8//77AID+/n40NjYiLy/Pr21VVRVcLpdqmTVr1o2fDNFdQOtjA3M2c3aw0XpM+jBfE91ZWh8bmK+Zr4ON1mPSh/n67saL17eR1WqFTqfDzz//fMPbFBYW4uLFi9i5c+eI7eLj45Gfn4+SkpKbHiyGq6ysRENDg+ppqz46nc6v76GhIb92er1etU2gstF+EjKc2+0GcOUnRMOD+aeffsLHH3+sahvoZymjsdvtcLlcqK6uxtGjR+FyuRARETHqwDllypRR+x5+3sDNnzvdflqMS6vVipMnT6ria9q0aUhISFB9SBzNvHnzcPLkyYD/y93d3ejv78e8efOUsry8POVnhw0NDZg0aRKWL1/ut210dDQSEhJUS2ho6A0fF9HdQItjw7WYs5mzg4kWY5L5mmj8aXFsuBbzNfN1MNFiTDJfTzy8eH0bTZ8+Henp6dixY4fqvjc+fX19fmUmkwmbN29GeXm5cn+o6yktLcUvv/yCjz76aMzHmJKSgqysLJSUlPjVRUVFoaenR1n/9ddfceHChTHva7gffvgBFy9eVNbb2tpgMpkQExOD++67DwaDAV1dXX4BHRMTM2rfXV1d6O7uVvUdEhKCxMREAMCRI0ewbt06ZGZmIikpCQaDAf/884+qD71eD4/HoypLTk6G0+m8ldMmDdBiXObk5MDtdo+avEeTnZ0Nt9uN2tpav7qtW7dCr9fj6aefVsoeffRRxMXFweFwwOFwIDs7e0wfVokmAi2ODddizmbODiZajEnma6Lxp8Wx4VrM18zXwUSLMcl8PfHw0v5ttmPHDixatAgpKSnYsmULkpOTcfnyZXz55ZeoqalBR0eH3zarVq1CVVUV9uzZgwcffPC6fc+cOROFhYV46623bukYy8vLkZSU5DfTs3jxYrz77rtITU2Fx+NBcXGx36znWA0ODiIvLw+bNm3CH3/8gbKyMrz00ksICQmB2WzGhg0bsH79eni9XqSlpeH8+fM4cuQILBYL7Hb7iH0bjUbY7XZs3boV/f39WLduHZ599llER0cDuDIL98EHH8Bms6G/vx8bN270m/GdO3cunE4nFi1aBIPBgHvuuQdlZWVYsmQJ4uPjkZ2djcuXL6O5uRnFxcX/l9eE7hytxWVqaiqKiopQVFSEU6dOISsrCzExMejp6cHu3buh0+kQEnJ1rtHj8cDlcqn6MBgMSE1Nxcsvv4yNGzdicHAQy5Ytw9DQED788ENUV1dj+/btqg+nOp0Oubm5ePvtt3Hu3DlUVVUFPL6+vj78/fffqjKz2cxETBOO1saGQJizmbODidZikvmaSBu0NjYEwnzNfB1MtBaTzNcT0B29w3aQ6u7ulrVr10psbKxMnjxZZs+eLU8++aS0traKyNUb1w+3Z88eAXDdG9f7nD9/XiIjI8f0MInhVq1aJQBUD5P466+/5IknnpCwsDCxWq3S3Nwc8GESw/vyPeTh3LlzStm1N8C32+2ydOlSKS0tlYiICDGZTJKfny+XLl1S2ni9Xtm+fbskJiaKXq+XqKgoSU9Pl0OHDl13P8Nfo507d8qsWbPEaDTKM888I2fPnlXaHD9+XGw2mxiNRrFarbJv3z6/96CpqUkSEhIkNDRUYmNjlfLGxkZ54IEHZPLkyRIZGSlZWVlKXaD38doHdJB2aCkufRoaGuSRRx6R8PBw0ev1MmfOHFmxYoW0tbUpbRwOhwDwW+Lj45U2u3fvloULFyoPgnjooYekqakp4D5Pnz4tISEhkpSUFLA+0L4ASEVFxQ2fF9HdREtjA3M2czZpKyZ9mK+Jxp+Wxgbma+Zr0lZM+jBfTxw6kVu4mRMRERERERERERER0W3Ae14TERERERERERERkebw4vUEU1BQAJPJFHApKCgY78MjCkqMSyIKhGMDkbYwJokoEI4NRNrCmAw+vG3IBNPb24v+/v6AdRaLBTNmzLjDR0REjEsiCoRjA5G2MCaJKBCODUTawpgMPrx4TURERERERERERESaw9uGEBEREREREREREZHm8OI1EREREREREREREWkOL14TERERERERERERkebw4jURERERERERERERaQ4vXhMRERERERERERGR5vDiNRERERERERERERFpDi9eExEREREREREREZHm8OI1EREREREREREREWnO/wATqlGrMpFSvAAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "results = np.array(results).transpose((1,0,2))\n",
+ "plt.figure(figsize=(18, 6))\n",
+ "\n",
+ "for i, title in enumerate(['Loss', 'Precision', 'Recall']):\n",
+ " ax = plt.subplot(1, 3, i+1)\n",
+ " ax.set_title(title)\n",
+ " ax.boxplot(results[:, :, i], labels=models.keys())\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Based on the results above, it is clear that the pre-trained GloVe embedding leads to better reuslts, compared to pre-trained ConceptNet Numberbatch embedding."
+ ]
},
{
"cell_type": "markdown",
@@ -1788,7 +2861,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.7"
+ "version": "3.11.5"
}
},
"nbformat": 4,
diff --git a/LabAssignments/LabAssignment7/data/Sarcasm_Headlines_Dataset.json b/LabAssignments/LabAssignment7/data/Sarcasm_Headlines_Dataset.json
index a3ac9644..319c60f2 100644
--- a/LabAssignments/LabAssignment7/data/Sarcasm_Headlines_Dataset.json
+++ b/LabAssignments/LabAssignment7/data/Sarcasm_Headlines_Dataset.json
@@ -1,26709 +1,26709 @@
-{"article_link": "https://www.huffingtonpost.com/entry/versace-black-code_us_5861fbefe4b0de3a08f600d5", "headline": "former versace store clerk sues over secret 'black code' for minority shoppers", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/roseanne-revival-review_us_5ab3a497e4b054d118e04365", "headline": "the 'roseanne' revival catches up to our thorny political mood, for better and worse", "is_sarcastic": 0}
-{"article_link": "https://local.theonion.com/mom-starting-to-fear-son-s-web-series-closest-thing-she-1819576697", "headline": "mom starting to fear son's web series closest thing she will have to grandchild", "is_sarcastic": 1}
-{"article_link": "https://politics.theonion.com/boehner-just-wants-wife-to-listen-not-come-up-with-alt-1819574302", "headline": "boehner just wants wife to listen, not come up with alternative debt-reduction ideas", "is_sarcastic": 1}
-{"article_link": "https://www.huffingtonpost.com/entry/jk-rowling-wishes-snape-happy-birthday_us_569117c4e4b0cad15e64fdcb", "headline": "j.k. rowling wishes snape happy birthday in the most magical way", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/advancing-the-worlds-women_b_6810038.html", "headline": "advancing the world's women", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/how-meat-is-grown-in-a-lab_us_561d1189e4b0c5a1ce607e86", "headline": "the fascinating case for eating lab-grown meat", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/boxed-college-tuition-ben_n_7445644.html", "headline": "this ceo will send your kids to school, if you work for his company", "is_sarcastic": 0}
-{"article_link": "https://politics.theonion.com/top-snake-handler-leaves-sinking-huckabee-campaign-1819578231", "headline": "top snake handler leaves sinking huckabee campaign", "is_sarcastic": 1}
-{"article_link": "https://www.huffingtonpost.com/entry/fridays-morning-email-inside-trumps-presser-for-the-ages_us_58a6e33ee4b07602ad53a315", "headline": "friday's morning email: inside trump's presser for the ages", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/airline-passengers-tackle-man-who-rushes-cockpit-in-bomb-threat_us_59302e57e4b07572bdbf9460", "headline": "airline passengers tackle man who rushes cockpit in bomb threat", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/facebook-healthcare_n_5926140.html", "headline": "facebook reportedly working on healthcare features and apps", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.comhttp://www.theguardian.com/world/2016/may/31/north-korea-praises-trump-and-urges-us-voters-to-reject-dull-hillary", "headline": "north korea praises trump and urges us voters to reject 'dull hillary'", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/jeffrey-lord-worst-comments_us_598cd410e4b09071f6989d91", "headline": "actually, cnn's jeffrey lord has been 'indefensible' for a while", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/barcelona-refugee-protest_us_58aa040ce4b037d17d290230", "headline": "barcelona holds huge protest in support of refugees", "is_sarcastic": 0}
-{"article_link": "https://entertainment.theonion.com/nuclear-bomb-detonates-during-rehearsal-for-spider-man-1819572009", "headline": "nuclear bomb detonates during rehearsal for 'spider-man' musical", "is_sarcastic": 1}
-{"article_link": "https://www.theonion.com/cosby-lawyer-asks-why-accusers-didn-t-come-forward-to-b-1819577265", "headline": "cosby lawyer asks why accusers didn't come forward to be smeared by legal team years ago", "is_sarcastic": 1}
-{"article_link": "https://www.theonion.com/stock-analysts-confused-frightened-by-boar-market-1819567580", "headline": "stock analysts confused, frightened by boar market", "is_sarcastic": 1}
-{"article_link": "https://www.huffingtonpost.com/entry/bloomberg-philanthropies-what-works-cities-expands_us_566746f3e4b080eddf55ee73", "headline": "bloomberg's program to build better cities just got bigger", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/craig-hicks-indicted-chapel-hill_n_6692980.html", "headline": "craig hicks indicted", "is_sarcastic": 0}
-{"article_link": "https://local.theonion.com/courtroom-sketch-artist-has-clear-manga-influences-1820298494", "headline": "courtroom sketch artist has clear manga influences", "is_sarcastic": 1}
-{"article_link": "https://politics.theonion.com/trump-assures-nation-that-decision-for-syrian-airstrike-1819579813", "headline": "trump assures nation that decision for syrian airstrikes came after carefully considering all his passing whims", "is_sarcastic": 1}
-{"article_link": "https://www.huffingtonpost.com/entry/qatar-dutch-woman-raped_us_575eb891e4b00f97fba8cead", "headline": "qatar deporting dutch woman who reported she was drugged and raped", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.comhttp://pubx.co/dnWZew", "headline": "this is why you shouldn't go to the circus", "is_sarcastic": 0}
-{"article_link": "https://www.huffingtonpost.com/entry/ted-cruz-republicans-lose-congress_us_5a9f60cee4b0e9381c135ba6", "headline": "ted cruz hits the panic button: 'we could lose both houses of congress'", "is_sarcastic": 0}
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-{"article_link": "https://www.huffingtonpost.comhttp://m.pghcitypaper.com/pittsburgh/at-78-and-with-a-myriad-of-health-issues-surf-rock-legend-dick-dale-plays-through-the-pain/Content?oid=1843341", "headline": "surf-rock legend dick dale plays through the pain at 78", "is_sarcastic": 0}
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-{"article_link": "https://www.huffingtonpost.comhttp://www.realclearpolitics.com/articles/2016/02/23/bush_like_gop_reset_plan_was_blindsided_by_trump_129757.html", "headline": "how bush was blindsided by trump", "is_sarcastic": 0}
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-{"article_link": "https://local.theonion.com/man-at-salad-bar-has-to-say-every-item-aloud-as-he-adds-1819575309", "headline": "man at salad bar has to say every item aloud as he adds it to salad", "is_sarcastic": 1}
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-{"article_link": "https://www.huffingtonpost.com/entry/brazilian-artists-pay-tribute-to-olympic-refugee-team-in-stunning-murals_us_57b5cc0be4b095b2f542ce91", "headline": "brazilian artists pay tribute to olympic refugee team in stunning murals", "is_sarcastic": 0}
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-{"article_link": "https://www.huffingtonpost.com/entry/trump-is-a-crook-house-should-start-impeachment-probe_us_59149bcde4b016248243f28e", "headline": "trump is a crook; house should start impeachment probe", "is_sarcastic": 0}
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-{"article_link": "https://www.huffingtonpost.com/entry/northern-california-shooter-killed-wife_us_5a0c861ae4b0bc648a0f8525", "headline": "california shooter killed wife the night before attacking elementary school", "is_sarcastic": 0}
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-{"article_link": "https://www.huffingtonpost.com/entry/i-am-not-a-prostitute-im-a-solo-female-traveler_us_59d89e53e4b0cf2548b3375f", "headline": "i am not a prostitute. i'm a female solo traveler!", "is_sarcastic": 0}
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