diff --git a/service/app.py b/service/app.py
index 461addf..b126532 100644
--- a/service/app.py
+++ b/service/app.py
@@ -45,10 +45,11 @@ async def results(request: Request):
req = await request.json()
# Extract action from the request
- action = req.get('queryResult', {}).get('action', 'unknown')
-
+ # action = req.get('queryResult', {}).get('action', 'unknown')
+ response_text = req.get('queryResult', {}).get('fulfillmentText', 'Default response')
+ return JSONResponse(content={"fulfillmentText": response_text})
# Return a fulfillment response
- return {"fulfillmentText": f"This is a response from webhook. Action: {action}"}
+ # return {"fulfillmentText": f"This is a response from webhook. Action: {action}"}
except Exception as e:
raise HTTPException(status_code=500, detail=f"Error processing request: {e}")
diff --git a/service/server.py b/service/server.py
index d6494a4..cd0acfa 100644
--- a/service/server.py
+++ b/service/server.py
@@ -1,23 +1,25 @@
import socket
import os
-from datetime import datetime
import threading
import time
+from datetime import datetime
+import requests
class AudioStreamServer:
- def __init__(self, host=socket.gethostname(), port=5000, chunk_duration=10):
+ def __init__(self, host=socket.gethostname(), port=5000, chunk_duration=10, webhook_url="http://localhost:8000/upload-audio"):
self.host = host
self.port = port
self.chunk_duration = chunk_duration
+ self.webhook_url = webhook_url
self.buffer = bytearray()
self.buffer_lock = threading.Lock()
-
+
self.save_dir = "raw_chunks"
os.makedirs(self.save_dir, exist_ok=True)
self.socket_chunk_size = 8192
self.bytes_per_chunk = 44100 * 2 * 2 * self.chunk_duration # 44.1kHz, 16-bit, stereo
-
+
def start(self):
server_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
server_socket.bind((self.host, self.port))
@@ -37,11 +39,11 @@ def handle_client(self, conn):
data = conn.recv(self.socket_chunk_size)
if not data:
break
-
+
with self.buffer_lock:
self.buffer.extend(data)
print(f"Received {len(data)} bytes")
-
+
except Exception as e:
print(f"Client handling error: {e}")
finally:
@@ -53,22 +55,36 @@ def process_chunks(self):
if len(self.buffer) >= self.bytes_per_chunk:
chunk_data = bytes(self.buffer[:self.bytes_per_chunk])
self.buffer = self.buffer[self.bytes_per_chunk:]
- self.save_chunk_as_raw(chunk_data)
+ self.save_and_send_chunk(chunk_data)
time.sleep(0.1)
- def save_chunk_as_raw(self, chunk_data):
+ def save_and_send_chunk(self, chunk_data):
try:
+ # Save the chunk locally
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
filename = f"chunk_{timestamp}.raw"
filepath = os.path.join(self.save_dir, filename)
with open(filepath, 'wb') as f:
f.write(chunk_data)
-
+
print(f"Saved chunk as RAW: {filename}")
+ # Send the chunk to the webhook
+ self.send_chunk_to_webhook(filepath)
+
+ except Exception as e:
+ print(f"Error saving/sending RAW file: {e}")
+
+ def send_chunk_to_webhook(self, filepath):
+ try:
+ with open(filepath, 'rb') as f:
+ files = {'file': (os.path.basename(filepath), f, 'application/octet-stream')}
+ response = requests.post(self.webhook_url, files=files)
+ print(f"Webhook response: {response.status_code}, {response.json()}")
+
except Exception as e:
- print(f"Error saving RAW file: {e}")
+ print(f"Error sending file to webhook: {e}")
if __name__ == '__main__':
diff --git a/service/stt-scam-detection.ipynb b/service/stt-scam-detection.ipynb
new file mode 100644
index 0000000..4cd953a
--- /dev/null
+++ b/service/stt-scam-detection.ipynb
@@ -0,0 +1 @@
+{"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"colab":{"provenance":[]},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":10259118,"sourceType":"datasetVersion","datasetId":6346348},{"sourceId":10259134,"sourceType":"datasetVersion","datasetId":6346360},{"sourceId":10259140,"sourceType":"datasetVersion","datasetId":6346364},{"sourceId":10259181,"sourceType":"datasetVersion","datasetId":6346375},{"sourceId":10259248,"sourceType":"datasetVersion","datasetId":6346425}],"dockerImageVersionId":30823,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# Importing necessary libraries for EDA\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nimport string\nimport nltk\nfrom nltk.corpus import stopwords\nfrom wordcloud import WordCloud\nnltk.download('stopwords')\n\n# Importing libraries necessary for Model Building and Training\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing.text import Tokenizer\nfrom tensorflow.keras.preprocessing.sequence import pad_sequences\nfrom sklearn.model_selection import train_test_split\nfrom keras.callbacks import EarlyStopping, ReduceLROnPlateau\n\nimport warnings\nwarnings.filterwarnings('ignore')\n","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Rg97PLHn-Oam","outputId":"7e6fc24b-bf50-4c31-ac9c-dd9e1f91020c","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:42.717209Z","iopub.execute_input":"2024-12-21T05:32:42.717544Z","iopub.status.idle":"2024-12-21T05:32:51.455663Z","shell.execute_reply.started":"2024-12-21T05:32:42.717506Z","shell.execute_reply":"2024-12-21T05:32:51.454995Z"}},"outputs":[{"name":"stdout","text":"[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n[nltk_data] Package stopwords is already up-to-date!\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"data = pd.read_csv('/kaggle/input/spam-ds/spam.csv')\ndata.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"eENlly-W-jRN","outputId":"a2d3843a-1b7e-483e-d5c4-783f28060b67","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.456675Z","iopub.execute_input":"2024-12-21T05:32:51.457245Z","iopub.status.idle":"2024-12-21T05:32:51.497026Z","shell.execute_reply.started":"2024-12-21T05:32:51.457213Z","shell.execute_reply":"2024-12-21T05:32:51.496434Z"}},"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":" Category Message\n0 ham Go until jurong point, crazy.. Available only ...\n1 ham Ok lar... Joking wif u oni...\n2 spam Free entry in 2 a wkly comp to win FA Cup fina...\n3 ham U dun say so early hor... U c already then say...\n4 ham Nah I don't think he goes to usf, he lives aro...","text/html":"
\n\n
\n \n
\n
\n
Category
\n
Message
\n
\n \n \n
\n
0
\n
ham
\n
Go until jurong point, crazy.. Available only ...
\n
\n
\n
1
\n
ham
\n
Ok lar... Joking wif u oni...
\n
\n
\n
2
\n
spam
\n
Free entry in 2 a wkly comp to win FA Cup fina...
\n
\n
\n
3
\n
ham
\n
U dun say so early hor... U c already then say...
\n
\n
\n
4
\n
ham
\n
Nah I don't think he goes to usf, he lives aro...
\n
\n \n
\n
"},"metadata":{}}],"execution_count":2},{"cell_type":"code","source":"data['Spam']=data['Category'].apply(lambda x:1 if x=='spam' else 0)\ndata.head(5)","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"NDdLTtZU_gS0","outputId":"ea6fd253-cba8-4242-ecdc-232c37da679b","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.498733Z","iopub.execute_input":"2024-12-21T05:32:51.498951Z","iopub.status.idle":"2024-12-21T05:32:51.508809Z","shell.execute_reply.started":"2024-12-21T05:32:51.498932Z","shell.execute_reply":"2024-12-21T05:32:51.508092Z"}},"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham Go until jurong point, crazy.. Available only ... 0\n1 ham Ok lar... Joking wif u oni... 0\n2 spam Free entry in 2 a wkly comp to win FA Cup fina... 1\n3 ham U dun say so early hor... U c already then say... 0\n4 ham Nah I don't think he goes to usf, he lives aro... 0","text/html":"
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\n"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"# Downsampling to balance the dataset\nham_msg = data[data.Spam == 0]\nspam_msg = data[data.Spam == 1]\nham_msg = ham_msg.sample(n=len(spam_msg),\n\t\t\t\t\t\trandom_state=42)\n\n# Plotting the counts of down sampled dataset\n# Use pd.concat instead of append\nbalanced_data = pd.concat([ham_msg, spam_msg]).reset_index(drop=True)\nplt.figure(figsize=(8, 6))\nsns.countplot(data = balanced_data, x='Spam') # Changed 'spam' to 'Spam' to match column name\nplt.title('Distribution of Ham and Spam email messages after downsampling')\nplt.xlabel('Message types')","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":581},"id":"SJwnDzN7ABM7","outputId":"a0ec0c60-03a8-4743-bf9f-453731111921","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.731267Z","iopub.execute_input":"2024-12-21T05:32:51.731654Z","iopub.status.idle":"2024-12-21T05:32:51.969462Z","shell.execute_reply.started":"2024-12-21T05:32:51.731538Z","shell.execute_reply":"2024-12-21T05:32:51.968711Z"}},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 0, 'Message types')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"balanced_data['Message'] = balanced_data['Message'].str.replace('Subject', '')\nbalanced_data.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"iwhn-eX-ASXF","outputId":"a80532d5-c962-4ea5-abc1-7db99e02f9c6","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.970193Z","iopub.execute_input":"2024-12-21T05:32:51.970489Z","iopub.status.idle":"2024-12-21T05:32:51.979745Z","shell.execute_reply.started":"2024-12-21T05:32:51.970465Z","shell.execute_reply":"2024-12-21T05:32:51.979099Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham If i not meeting ü all rite then i'll go home ... 0\n1 ham I.ll always be there, even if its just in spir... 0\n2 ham Sorry that took so long, omw now 0\n3 ham I thk 50 shd be ok he said plus minus 10.. Did... 0\n4 ham Dunno i juz askin cos i got a card got 20% off... 0","text/html":"
\n\n
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Category
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Spam
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0
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ham
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If i not meeting ü all rite then i'll go home ...
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0
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1
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ham
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I.ll always be there, even if its just in spir...
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ham
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Sorry that took so long, omw now
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ham
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I thk 50 shd be ok he said plus minus 10.. Did...
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ham
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Dunno i juz askin cos i got a card got 20% off...
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"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"punctuations_list = string.punctuation\ndef remove_punctuations(text):\n\ttemp = str.maketrans('', '', punctuations_list)\n\treturn text.translate(temp)\n\nbalanced_data['Message']= balanced_data['Message'].apply(lambda x: remove_punctuations(x))\nbalanced_data.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"8yBTO72EAahy","outputId":"e1ed9540-303c-493b-adf9-aacdeed2f25d","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.982019Z","iopub.execute_input":"2024-12-21T05:32:51.982208Z","iopub.status.idle":"2024-12-21T05:32:52.005579Z","shell.execute_reply.started":"2024-12-21T05:32:51.982192Z","shell.execute_reply":"2024-12-21T05:32:52.004820Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham If i not meeting ü all rite then ill go home l... 0\n1 ham Ill always be there even if its just in spirit... 0\n2 ham Sorry that took so long omw now 0\n3 ham I thk 50 shd be ok he said plus minus 10 Did ü... 0\n4 ham Dunno i juz askin cos i got a card got 20 off ... 0","text/html":"
\n\n
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Category
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Message
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Spam
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0
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ham
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If i not meeting ü all rite then ill go home l...
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0
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1
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ham
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Ill always be there even if its just in spirit...
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0
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ham
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Sorry that took so long omw now
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0
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ham
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I thk 50 shd be ok he said plus minus 10 Did ü...
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ham
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Dunno i juz askin cos i got a card got 20 off ...
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\n
"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"def remove_stopwords(text):\n\tstop_words = stopwords.words('english')\n\n\timp_words = []\n\n\t# Storing the important words\n\tfor word in str(text).split():\n\t\tword = word.lower()\n\n\t\tif word not in stop_words:\n\t\t\timp_words.append(word)\n\n\toutput = \" \".join(imp_words)\n\n\treturn output\n\n\nbalanced_data['Message'] = balanced_data['Message'].apply(lambda text: remove_stopwords(text))\nbalanced_data.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"uRbU9FdUA6p_","outputId":"97acaf9e-bca8-4346-97f3-c0210ae0e6fe","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:52.006560Z","iopub.execute_input":"2024-12-21T05:32:52.006756Z","iopub.status.idle":"2024-12-21T05:32:52.217866Z","shell.execute_reply.started":"2024-12-21T05:32:52.006740Z","shell.execute_reply":"2024-12-21T05:32:52.217214Z"}},"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham meeting ü rite ill go home lor ü dun feel like... 0\n1 ham ill always even spirit ill get bb soon trying ... 0\n2 ham sorry took long omw 0\n3 ham thk 50 shd ok said plus minus 10 ü leave line ... 0\n4 ham dunno juz askin cos got card got 20 4 salon ca... 0","text/html":"
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\n"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"data.head()","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"1hIy2k2fDOZI","outputId":"fad74d5f-00e0-4aa5-bf51-584bb887dd3c","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.484224Z","iopub.execute_input":"2024-12-21T05:32:53.484480Z","iopub.status.idle":"2024-12-21T05:32:53.492082Z","shell.execute_reply.started":"2024-12-21T05:32:53.484458Z","shell.execute_reply":"2024-12-21T05:32:53.491364Z"}},"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham Go until jurong point, crazy.. Available only ... 0\n1 ham Ok lar... Joking wif u oni... 0\n2 spam Free entry in 2 a wkly comp to win FA Cup fina... 1\n3 ham U dun say so early hor... U c already then say... 0\n4 ham Nah I don't think he goes to usf, he lives aro... 0","text/html":"
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ham
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Go until jurong point, crazy.. Available only ...
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1
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ham
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Ok lar... Joking wif u oni...
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spam
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Free entry in 2 a wkly comp to win FA Cup fina...
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ham
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U dun say so early hor... U c already then say...
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ham
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Nah I don't think he goes to usf, he lives aro...
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"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"","metadata":{"id":"fZ4HZJTkQzNu","trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"#train test split\ntrain_X, test_X, train_Y, test_Y = train_test_split(balanced_data['Message'],\n\t\t\t\t\t\t\t\t\t\t\t\t\tbalanced_data['Spam'],\n\t\t\t\t\t\t\t\t\t\t\t\t\ttest_size = 0.2,\n\t\t\t\t\t\t\t\t\t\t\t\t\trandom_state = 42)\n","metadata":{"id":"yg5nY2LXBXOI","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.492839Z","iopub.execute_input":"2024-12-21T05:32:53.493101Z","iopub.status.idle":"2024-12-21T05:32:53.503793Z","shell.execute_reply.started":"2024-12-21T05:32:53.493078Z","shell.execute_reply":"2024-12-21T05:32:53.502957Z"}},"outputs":[],"execution_count":12},{"cell_type":"code","source":"# Tokenize the text data\ntokenizer = Tokenizer()\ntokenizer.fit_on_texts(train_X)\n\n# Convert text to sequences\ntrain_sequences = tokenizer.texts_to_sequences(train_X)\ntest_sequences = tokenizer.texts_to_sequences(test_X)\n\n# Pad sequences to have the same length\nmax_len = 100 # maximum sequence length\ntrain_sequences = pad_sequences(train_sequences,\n\t\t\t\t\t\t\t\tmaxlen=max_len,\n\t\t\t\t\t\t\t\tpadding='post',\n\t\t\t\t\t\t\t\ttruncating='post')\ntest_sequences = pad_sequences(test_sequences,\n\t\t\t\t\t\t\tmaxlen=max_len,\n\t\t\t\t\t\t\tpadding='post',\n\t\t\t\t\t\t\ttruncating='post')\n","metadata":{"id":"lKFpA4J-BtNc","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.504600Z","iopub.execute_input":"2024-12-21T05:32:53.504807Z","iopub.status.idle":"2024-12-21T05:32:53.560478Z","shell.execute_reply.started":"2024-12-21T05:32:53.504790Z","shell.execute_reply":"2024-12-21T05:32:53.559902Z"}},"outputs":[],"execution_count":13},{"cell_type":"code","source":"# Model 1 - Random Forest Classifier\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.feature_extraction.text import TfidfVectorizer # Import TfidfVectorizer\n\n# Create a TfidfVectorizer to convert text to numerical features\nvectorizer = TfidfVectorizer()\ntrain_X_vec = vectorizer.fit_transform(train_X) # Fit and transform training data\n\n\n# Create and train the RandomForestClassifier using the vectorized data\nmodel1 = RandomForestClassifier()\nmodel1.fit(train_X_vec,train_Y)","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"WErxWs7cSQLF","outputId":"186c6139-79be-44e3-ea5b-f16e6c3e8710","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.561139Z","iopub.execute_input":"2024-12-21T05:32:53.561417Z","iopub.status.idle":"2024-12-21T05:32:54.207447Z","shell.execute_reply.started":"2024-12-21T05:32:53.561380Z","shell.execute_reply":"2024-12-21T05:32:54.206595Z"}},"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"RandomForestClassifier()","text/html":"
RandomForestClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
RandomForestClassifier()
"},"metadata":{}}],"execution_count":14},{"cell_type":"code","source":"test_X_vec = vectorizer.transform(test_X)\n","metadata":{"id":"zFoTNAayS4HX","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.208287Z","iopub.execute_input":"2024-12-21T05:32:54.208630Z","iopub.status.idle":"2024-12-21T05:32:54.220361Z","shell.execute_reply.started":"2024-12-21T05:32:54.208604Z","shell.execute_reply":"2024-12-21T05:32:54.219475Z"}},"outputs":[],"execution_count":15},{"cell_type":"code","source":"pred1 = model1.predict(test_X_vec)","metadata":{"id":"X6O4AyjoPFeF","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.221315Z","iopub.execute_input":"2024-12-21T05:32:54.221583Z","iopub.status.idle":"2024-12-21T05:32:54.251831Z","shell.execute_reply.started":"2024-12-21T05:32:54.221558Z","shell.execute_reply":"2024-12-21T05:32:54.251062Z"}},"outputs":[],"execution_count":16},{"cell_type":"code","source":"from sklearn.metrics import confusion_matrix, accuracy_score","metadata":{"id":"hPrdQSOLTPKF","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.252595Z","iopub.execute_input":"2024-12-21T05:32:54.252826Z","iopub.status.idle":"2024-12-21T05:32:54.256308Z","shell.execute_reply.started":"2024-12-21T05:32:54.252807Z","shell.execute_reply":"2024-12-21T05:32:54.255489Z"}},"outputs":[],"execution_count":17},{"cell_type":"code","source":"print(\"Random Forest Classifier\")\nprint(\"Confusion Matrix: \")\nprint(confusion_matrix(test_Y, pred1)) # Change Y_test to test_Y\nprint(\"Accuracy: \", accuracy_score(test_Y, pred1))\nprint(\"--------------------------------\")","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kTmeHlA3TiYi","outputId":"7c704516-7be7-4bca-9429-5b68a07f5d39","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.257186Z","iopub.execute_input":"2024-12-21T05:32:54.257497Z","iopub.status.idle":"2024-12-21T05:32:54.273268Z","shell.execute_reply.started":"2024-12-21T05:32:54.257455Z","shell.execute_reply":"2024-12-21T05:32:54.272343Z"}},"outputs":[{"name":"stdout","text":"Random Forest Classifier\nConfusion Matrix: \n[[140 5]\n [ 17 137]]\nAccuracy: 0.9264214046822743\n--------------------------------\n","output_type":"stream"}],"execution_count":18},{"cell_type":"code","source":"with open(\"random_forest_model.pkl\", \"wb\") as file:\n pickle.dump(model1, file)","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mfxlO_sGUX3f","outputId":"5d51f788-f25f-46d1-a8c1-a5bc770e6d7b","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.274155Z","iopub.execute_input":"2024-12-21T05:32:54.274496Z","iopub.status.idle":"2024-12-21T05:32:54.645293Z","shell.execute_reply.started":"2024-12-21T05:32:54.274474Z","shell.execute_reply":"2024-12-21T05:32:54.643955Z"}},"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)","\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"random_forest_model.pkl\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"wb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;31mNameError\u001b[0m: name 'pickle' is not defined"],"ename":"NameError","evalue":"name 'pickle' is not defined","output_type":"error"}],"execution_count":19},{"cell_type":"code","source":"\n","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4YLPcA1zUZ23","outputId":"2bc82773-3a5b-4383-ee20-6162cd3a8faf","trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"from sklearn.feature_extraction.text import TfidfVectorizer\ntext = \"Hello Prajwal, you win a lottery of 1L\"\n\n# Transform the text using the same vectorizer used during training\nX_new = vectorizer.transform([text])\n\n# Make prediction\nprediction = model1.predict(X_new)\n\n# Output prediction\nif prediction[0] == 1:\n print(True)\n","metadata":{"id":"C3_5iIhaVAvy","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.645731Z","iopub.status.idle":"2024-12-21T05:32:54.645981Z","shell.execute_reply":"2024-12-21T05:32:54.645879Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}
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