Linear Regression ML Implementation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "dlopen(/Users/saharatif/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/linalg/_isolve/_iterative.cpython-39-darwin.so, 2): Library not loaded: @rpath/liblapack.3.dylib\n  Referenced from: /Users/saharatif/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/linalg/_isolve/_iterative.cpython-39-darwin.so\n  Reason: image not found",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[14], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39msklearn\u001b[39;00m\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/sklearn/__init__.py:82\u001b[0m\n\u001b[1;32m     80\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m \u001b[39mimport\u001b[39;00m _distributor_init  \u001b[39m# noqa: F401\u001b[39;00m\n\u001b[1;32m     81\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m \u001b[39mimport\u001b[39;00m __check_build  \u001b[39m# noqa: F401\u001b[39;00m\n\u001b[0;32m---> 82\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mbase\u001b[39;00m \u001b[39mimport\u001b[39;00m clone\n\u001b[1;32m     83\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mutils\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39m_show_versions\u001b[39;00m \u001b[39mimport\u001b[39;00m show_versions\n\u001b[1;32m     85\u001b[0m __all__ \u001b[39m=\u001b[39m [\n\u001b[1;32m     86\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mcalibration\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m     87\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mcluster\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    128\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mshow_versions\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m    129\u001b[0m ]\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/sklearn/base.py:17\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m \u001b[39mimport\u001b[39;00m __version__\n\u001b[1;32m     16\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_config\u001b[39;00m \u001b[39mimport\u001b[39;00m get_config\n\u001b[0;32m---> 17\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mutils\u001b[39;00m \u001b[39mimport\u001b[39;00m _IS_32BIT\n\u001b[1;32m     18\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mutils\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39m_set_output\u001b[39;00m \u001b[39mimport\u001b[39;00m _SetOutputMixin\n\u001b[1;32m     19\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mutils\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39m_tags\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m     20\u001b[0m     _DEFAULT_TAGS,\n\u001b[1;32m     21\u001b[0m )\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/sklearn/utils/__init__.py:17\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mwarnings\u001b[39;00m\n\u001b[1;32m     16\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mnp\u001b[39;00m\n\u001b[0;32m---> 17\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39msparse\u001b[39;00m \u001b[39mimport\u001b[39;00m issparse\n\u001b[1;32m     19\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mmurmurhash\u001b[39;00m \u001b[39mimport\u001b[39;00m murmurhash3_32\n\u001b[1;32m     20\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mclass_weight\u001b[39;00m \u001b[39mimport\u001b[39;00m compute_class_weight, compute_sample_weight\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/__init__.py:283\u001b[0m\n\u001b[1;32m    278\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_arrays\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m    279\u001b[0m     csr_array, csc_array, lil_array, dok_array, coo_array, dia_array, bsr_array\n\u001b[1;32m    280\u001b[0m )\n\u001b[1;32m    282\u001b[0m \u001b[39m# For backward compatibility with v0.19.\u001b[39;00m\n\u001b[0;32m--> 283\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m \u001b[39mimport\u001b[39;00m csgraph\n\u001b[1;32m    285\u001b[0m \u001b[39m# Deprecated namespaces, to be removed in v2.0.0\u001b[39;00m\n\u001b[1;32m    286\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m    287\u001b[0m     base, bsr, compressed, construct, coo, csc, csr, data, dia, dok, extract,\n\u001b[1;32m    288\u001b[0m     lil, sparsetools, sputils\n\u001b[1;32m    289\u001b[0m )\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/csgraph/__init__.py:185\u001b[0m\n\u001b[1;32m    157\u001b[0m __docformat__ \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mrestructuredtext en\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    159\u001b[0m __all__ \u001b[39m=\u001b[39m [\u001b[39m'\u001b[39m\u001b[39mconnected_components\u001b[39m\u001b[39m'\u001b[39m,\n\u001b[1;32m    160\u001b[0m            \u001b[39m'\u001b[39m\u001b[39mlaplacian\u001b[39m\u001b[39m'\u001b[39m,\n\u001b[1;32m    161\u001b[0m            \u001b[39m'\u001b[39m\u001b[39mshortest_path\u001b[39m\u001b[39m'\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    182\u001b[0m            \u001b[39m'\u001b[39m\u001b[39mcsgraph_to_masked\u001b[39m\u001b[39m'\u001b[39m,\n\u001b[1;32m    183\u001b[0m            \u001b[39m'\u001b[39m\u001b[39mNegativeCycleError\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[0;32m--> 185\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_laplacian\u001b[39;00m \u001b[39mimport\u001b[39;00m laplacian\n\u001b[1;32m    186\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_shortest_path\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m    187\u001b[0m     shortest_path, floyd_warshall, dijkstra, bellman_ford, johnson,\n\u001b[1;32m    188\u001b[0m     NegativeCycleError\n\u001b[1;32m    189\u001b[0m )\n\u001b[1;32m    190\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_traversal\u001b[39;00m \u001b[39mimport\u001b[39;00m (\n\u001b[1;32m    191\u001b[0m     breadth_first_order, depth_first_order, breadth_first_tree,\n\u001b[1;32m    192\u001b[0m     depth_first_tree, connected_components\n\u001b[1;32m    193\u001b[0m )\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/csgraph/_laplacian.py:7\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mnp\u001b[39;00m\n\u001b[1;32m      6\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39msparse\u001b[39;00m \u001b[39mimport\u001b[39;00m isspmatrix\n\u001b[0;32m----> 7\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39msparse\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mlinalg\u001b[39;00m \u001b[39mimport\u001b[39;00m LinearOperator\n\u001b[1;32m     10\u001b[0m \u001b[39m###############################################################################\u001b[39;00m\n\u001b[1;32m     11\u001b[0m \u001b[39m# Graph laplacian\u001b[39;00m\n\u001b[1;32m     12\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mlaplacian\u001b[39m(\n\u001b[1;32m     13\u001b[0m     csgraph,\n\u001b[1;32m     14\u001b[0m     normed\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     21\u001b[0m     symmetrized\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m     22\u001b[0m ):\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/linalg/__init__.py:120\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[39mSparse linear algebra (:mod:`scipy.sparse.linalg`)\u001b[39;00m\n\u001b[1;32m      3\u001b[0m \u001b[39m==================================================\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    117\u001b[0m \n\u001b[1;32m    118\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m--> 120\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_isolve\u001b[39;00m \u001b[39mimport\u001b[39;00m \u001b[39m*\u001b[39m\n\u001b[1;32m    121\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_dsolve\u001b[39;00m \u001b[39mimport\u001b[39;00m \u001b[39m*\u001b[39m\n\u001b[1;32m    122\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39m_interface\u001b[39;00m \u001b[39mimport\u001b[39;00m \u001b[39m*\u001b[39m\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/linalg/_isolve/__init__.py:4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mIterative Solvers for Sparse Linear Systems\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m      3\u001b[0m \u001b[39m#from info import __doc__\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39miterative\u001b[39;00m \u001b[39mimport\u001b[39;00m \u001b[39m*\u001b[39m\n\u001b[1;32m      5\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mminres\u001b[39;00m \u001b[39mimport\u001b[39;00m minres\n\u001b[1;32m      6\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mlgmres\u001b[39;00m \u001b[39mimport\u001b[39;00m lgmres\n",
      "File \u001b[0;32m~/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/linalg/_isolve/iterative.py:9\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mtextwrap\u001b[39;00m \u001b[39mimport\u001b[39;00m dedent\n\u001b[1;32m      7\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mnp\u001b[39;00m\n\u001b[0;32m----> 9\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m \u001b[39mimport\u001b[39;00m _iterative\n\u001b[1;32m     11\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39msparse\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mlinalg\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39m_interface\u001b[39;00m \u001b[39mimport\u001b[39;00m LinearOperator\n\u001b[1;32m     12\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mutils\u001b[39;00m \u001b[39mimport\u001b[39;00m make_system\n",
      "\u001b[0;31mImportError\u001b[0m: dlopen(/Users/saharatif/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/linalg/_isolve/_iterative.cpython-39-darwin.so, 2): Library not loaded: @rpath/liblapack.3.dylib\n  Referenced from: /Users/saharatif/EndToEndProjects/bostonhousepricing/boston/lib/python3.9/site-packages/scipy/sparse/linalg/_isolve/_iterative.cpython-39-darwin.so\n  Reason: image not found"
     ]
    }
   ],
   "source": [
    "import sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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