amaarora

import os
from slack_sdk.web import WebClient
from slack_sdk.socket_mode import SocketModeClient
from slack_sdk.socket_mode.response import SocketModeResponse
from slack_sdk.socket_mode.request import SocketModeRequest
import dotenv
import logging
from src.utils import (
    get_thread,
    apply_chat_template,

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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "abstract-destruction",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis (EDA) on Property Sales Dataset\n",
    "\n",
    "This Jupyter notebook presents an exploratory data analysis (EDA) of a property sales dataset. <br/>\n",

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3344492e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get dataset\n",

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class FeatureExtractor(nn.Module):
    def __init__(self, model, layer_names):
        super().__init__()
        self.model = model
        self.layer_names = layer_names
        self._features = defaultdict(list)
        
        layer_dict = dict([*self.model.named_modules()])
        for layer_name in layer_names:
            layer = layer_dict[layer_name]

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