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‎Deep Learning/Multi Layer Perceptron.ipynb‎

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{
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"cells": [
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-07-26T03:53:57.373426Z",
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"start_time": "2025-07-26T03:53:57.357899Z"
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}
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},
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"source": "import pandas as pd",
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"outputs": [],
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"execution_count": 2
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-26T03:54:42.793832Z",
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"start_time": "2025-07-26T03:54:41.771959Z"
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}
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},
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"cell_type": "code",
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"source": "pd.read_xml('/home/hammadali08/Downloads/preprocessed_unlabelled_data_bert.xlsx')",
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"id": "aea92e048fda51d7",
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"outputs": [
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{
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"ename": "UnicodeDecodeError",
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"evalue": "'utf-8' codec can't decode bytes in position 15-16: invalid continuation byte",
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"output_type": "error",
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"traceback": [
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"\u001B[31m---------------------------------------------------------------------------\u001B[39m",
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"\u001B[31mUnicodeDecodeError\u001B[39m Traceback (most recent call last)",
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"\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[3]\u001B[39m\u001B[32m, line 1\u001B[39m\n\u001B[32m----> \u001B[39m\u001B[32m1\u001B[39m \u001B[43mpd\u001B[49m\u001B[43m.\u001B[49m\u001B[43mread_xml\u001B[49m\u001B[43m(\u001B[49m\u001B[33;43m'\u001B[39;49m\u001B[33;43m/home/hammadali08/Downloads/preprocessed_unlabelled_data_bert.xlsx\u001B[39;49m\u001B[33;43m'\u001B[39;49m\u001B[43m)\u001B[49m\n",
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"\u001B[36mFile \u001B[39m\u001B[32m~/.local/lib/python3.12/site-packages/pandas/io/xml.py:1160\u001B[39m, in \u001B[36mread_xml\u001B[39m\u001B[34m(path_or_buffer, xpath, namespaces, elems_only, attrs_only, names, dtype, converters, parse_dates, encoding, parser, stylesheet, iterparse, compression, storage_options, dtype_backend)\u001B[39m\n\u001B[32m 888\u001B[39m \u001B[38;5;250m\u001B[39m\u001B[33mr\u001B[39m\u001B[33;03m\"\"\"\u001B[39;00m\n\u001B[32m 889\u001B[39m \u001B[33;03mRead XML document into a :class:`~pandas.DataFrame` object.\u001B[39;00m\n\u001B[32m 890\u001B[39m \n\u001B[32m (...)\u001B[39m\u001B[32m 1156\u001B[39m \u001B[33;03m1 1 <NA> 4.5 False b 2019-12-31\u001B[39;00m\n\u001B[32m 1157\u001B[39m \u001B[33;03m\"\"\"\u001B[39;00m\n\u001B[32m 1158\u001B[39m check_dtype_backend(dtype_backend)\n\u001B[32m-> \u001B[39m\u001B[32m1160\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43m_parse\u001B[49m\u001B[43m(\u001B[49m\n\u001B[32m 1161\u001B[39m \u001B[43m \u001B[49m\u001B[43mpath_or_buffer\u001B[49m\u001B[43m=\u001B[49m\u001B[43mpath_or_buffer\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1162\u001B[39m \u001B[43m \u001B[49m\u001B[43mxpath\u001B[49m\u001B[43m=\u001B[49m\u001B[43mxpath\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1163\u001B[39m \u001B[43m \u001B[49m\u001B[43mnamespaces\u001B[49m\u001B[43m=\u001B[49m\u001B[43mnamespaces\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1164\u001B[39m \u001B[43m \u001B[49m\u001B[43melems_only\u001B[49m\u001B[43m=\u001B[49m\u001B[43melems_only\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1165\u001B[39m \u001B[43m \u001B[49m\u001B[43mattrs_only\u001B[49m\u001B[43m=\u001B[49m\u001B[43mattrs_only\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1166\u001B[39m \u001B[43m \u001B[49m\u001B[43mnames\u001B[49m\u001B[43m=\u001B[49m\u001B[43mnames\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1167\u001B[39m \u001B[43m \u001B[49m\u001B[43mdtype\u001B[49m\u001B[43m=\u001B[49m\u001B[43mdtype\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1168\u001B[39m \u001B[43m \u001B[49m\u001B[43mconverters\u001B[49m\u001B[43m=\u001B[49m\u001B[43mconverters\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1169\u001B[39m \u001B[43m \u001B[49m\u001B[43mparse_dates\u001B[49m\u001B[43m=\u001B[49m\u001B[43mparse_dates\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1170\u001B[39m \u001B[43m \u001B[49m\u001B[43mencoding\u001B[49m\u001B[43m=\u001B[49m\u001B[43mencoding\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1171\u001B[39m \u001B[43m \u001B[49m\u001B[43mparser\u001B[49m\u001B[43m=\u001B[49m\u001B[43mparser\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1172\u001B[39m \u001B[43m \u001B[49m\u001B[43mstylesheet\u001B[49m\u001B[43m=\u001B[49m\u001B[43mstylesheet\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1173\u001B[39m \u001B[43m \u001B[49m\u001B[43miterparse\u001B[49m\u001B[43m=\u001B[49m\u001B[43miterparse\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1174\u001B[39m \u001B[43m \u001B[49m\u001B[43mcompression\u001B[49m\u001B[43m=\u001B[49m\u001B[43mcompression\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1175\u001B[39m \u001B[43m \u001B[49m\u001B[43mstorage_options\u001B[49m\u001B[43m=\u001B[49m\u001B[43mstorage_options\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1176\u001B[39m \u001B[43m \u001B[49m\u001B[43mdtype_backend\u001B[49m\u001B[43m=\u001B[49m\u001B[43mdtype_backend\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1177\u001B[39m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n",
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"\u001B[36mFile \u001B[39m\u001B[32m~/.local/lib/python3.12/site-packages/pandas/io/xml.py:852\u001B[39m, in \u001B[36m_parse\u001B[39m\u001B[34m(path_or_buffer, xpath, namespaces, elems_only, attrs_only, names, dtype, converters, parse_dates, encoding, parser, stylesheet, iterparse, compression, storage_options, dtype_backend, **kwargs)\u001B[39m\n\u001B[32m 849\u001B[39m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[32m 850\u001B[39m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[33m\"\u001B[39m\u001B[33mValues for parser can only be lxml or etree.\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m--> \u001B[39m\u001B[32m852\u001B[39m data_dicts = \u001B[43mp\u001B[49m\u001B[43m.\u001B[49m\u001B[43mparse_data\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 854\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m _data_to_frame(\n\u001B[32m 855\u001B[39m data=data_dicts,\n\u001B[32m 856\u001B[39m dtype=dtype,\n\u001B[32m (...)\u001B[39m\u001B[32m 860\u001B[39m **kwargs,\n\u001B[32m 861\u001B[39m )\n",
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"\u001B[36mFile \u001B[39m\u001B[32m~/.local/lib/python3.12/site-packages/pandas/io/xml.py:556\u001B[39m, in \u001B[36m_LxmlFrameParser.parse_data\u001B[39m\u001B[34m(self)\u001B[39m\n\u001B[32m 553\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mlxml\u001B[39;00m\u001B[34;01m.\u001B[39;00m\u001B[34;01metree\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m iterparse\n\u001B[32m 555\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mself\u001B[39m.iterparse \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[32m--> \u001B[39m\u001B[32m556\u001B[39m \u001B[38;5;28mself\u001B[39m.xml_doc = \u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43m_parse_doc\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mpath_or_buffer\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 558\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mself\u001B[39m.stylesheet:\n\u001B[32m 559\u001B[39m \u001B[38;5;28mself\u001B[39m.xsl_doc = \u001B[38;5;28mself\u001B[39m._parse_doc(\u001B[38;5;28mself\u001B[39m.stylesheet)\n",
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"\u001B[36mFile \u001B[39m\u001B[32m~/.local/lib/python3.12/site-packages/pandas/io/xml.py:631\u001B[39m, in \u001B[36m_LxmlFrameParser._parse_doc\u001B[39m\u001B[34m(self, raw_doc)\u001B[39m\n\u001B[32m 622\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34m_parse_doc\u001B[39m(\n\u001B[32m 623\u001B[39m \u001B[38;5;28mself\u001B[39m, raw_doc: FilePath | ReadBuffer[\u001B[38;5;28mbytes\u001B[39m] | ReadBuffer[\u001B[38;5;28mstr\u001B[39m]\n\u001B[32m 624\u001B[39m ) -> etree._Element:\n\u001B[32m 625\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mlxml\u001B[39;00m\u001B[34;01m.\u001B[39;00m\u001B[34;01metree\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m (\n\u001B[32m 626\u001B[39m XMLParser,\n\u001B[32m 627\u001B[39m fromstring,\n\u001B[32m 628\u001B[39m parse,\n\u001B[32m 629\u001B[39m )\n\u001B[32m--> \u001B[39m\u001B[32m631\u001B[39m handle_data = \u001B[43mget_data_from_filepath\u001B[49m\u001B[43m(\u001B[49m\n\u001B[32m 632\u001B[39m \u001B[43m \u001B[49m\u001B[43mfilepath_or_buffer\u001B[49m\u001B[43m=\u001B[49m\u001B[43mraw_doc\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 633\u001B[39m \u001B[43m \u001B[49m\u001B[43mencoding\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mencoding\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 634\u001B[39m \u001B[43m \u001B[49m\u001B[43mcompression\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mcompression\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 635\u001B[39m \u001B[43m \u001B[49m\u001B[43mstorage_options\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mstorage_options\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 636\u001B[39m \u001B[43m \u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 638\u001B[39m \u001B[38;5;28;01mwith\u001B[39;00m preprocess_data(handle_data) \u001B[38;5;28;01mas\u001B[39;00m xml_data:\n\u001B[32m 639\u001B[39m curr_parser = XMLParser(encoding=\u001B[38;5;28mself\u001B[39m.encoding)\n",
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"\u001B[36mFile \u001B[39m\u001B[32m~/.local/lib/python3.12/site-packages/pandas/io/xml.py:708\u001B[39m, in \u001B[36mget_data_from_filepath\u001B[39m\u001B[34m(filepath_or_buffer, encoding, compression, storage_options)\u001B[39m\n\u001B[32m 691\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m (\n\u001B[32m 692\u001B[39m \u001B[38;5;28misinstance\u001B[39m(filepath_or_buffer, \u001B[38;5;28mstr\u001B[39m)\n\u001B[32m 693\u001B[39m \u001B[38;5;129;01mand\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m filepath_or_buffer.startswith((\u001B[33m\"\u001B[39m\u001B[33m<?xml\u001B[39m\u001B[33m\"\u001B[39m, \u001B[33m\"\u001B[39m\u001B[33m<\u001B[39m\u001B[33m\"\u001B[39m))\n\u001B[32m (...)\u001B[39m\u001B[32m 698\u001B[39m \u001B[38;5;129;01mor\u001B[39;00m file_exists(filepath_or_buffer)\n\u001B[32m 699\u001B[39m ):\n\u001B[32m 700\u001B[39m \u001B[38;5;28;01mwith\u001B[39;00m get_handle(\n\u001B[32m 701\u001B[39m filepath_or_buffer,\n\u001B[32m 702\u001B[39m \u001B[33m\"\u001B[39m\u001B[33mr\u001B[39m\u001B[33m\"\u001B[39m,\n\u001B[32m (...)\u001B[39m\u001B[32m 705\u001B[39m storage_options=storage_options,\n\u001B[32m 706\u001B[39m ) \u001B[38;5;28;01mas\u001B[39;00m handle_obj:\n\u001B[32m 707\u001B[39m filepath_or_buffer = (\n\u001B[32m--> \u001B[39m\u001B[32m708\u001B[39m \u001B[43mhandle_obj\u001B[49m\u001B[43m.\u001B[49m\u001B[43mhandle\u001B[49m\u001B[43m.\u001B[49m\u001B[43mread\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 709\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mhasattr\u001B[39m(handle_obj.handle, \u001B[33m\"\u001B[39m\u001B[33mread\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m 710\u001B[39m \u001B[38;5;28;01melse\u001B[39;00m handle_obj.handle\n\u001B[32m 711\u001B[39m )\n\u001B[32m 713\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m filepath_or_buffer\n",
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"\u001B[36mFile \u001B[39m\u001B[32m<frozen codecs>:322\u001B[39m, in \u001B[36mdecode\u001B[39m\u001B[34m(self, input, final)\u001B[39m\n",
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"\u001B[31mUnicodeDecodeError\u001B[39m: 'utf-8' codec can't decode bytes in position 15-16: invalid continuation byte"
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]
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}
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],
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"execution_count": 3
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "c100d423e3337c33"
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}
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],
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 2
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython2",
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"version": "2.7.6"
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