PROJECT README.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Module 2 Project README- William Newton Online DS FT 030220"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this repo you will find the below deliverables and analysis for the Module 2 Project - Real Estate Multiple Linear Regression for the Full Time Online Data Science Curriculum\n",
    "\n",
    "Data was pulled from the below sources:\n",
    "\n",
    "- King County Real Estate Data Set\n",
    "    - Included in notebook forked from Learn.co\n",
    "    \n",
    "This data was cleaned and combined into one master dataframe from which I derived all visualizations and findings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Findings & Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Through analysis and building a multiple linear regression model, I was able to identify the most important predictors for home prices in the Seattle area and present recommendations to potential home sellers. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Location is the largest predictor of home prices in model. R-squared value increased from .527 to .805 when I included one-hot encoded zipcode columns into my OLS Regression Model. I have included the dataframe in which I kept my model results below so you can see the differences it made between all iterations of the model. "
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The final independent variables I used in my variable were ['bedrooms','bathrooms','sqft_living','condition','grade','has_basement','reno_new']. I also removed outliers in the bedrooms and bathroom column as well as the price column, to increase the normality of my model's QQ Plot. Despite this the distribution of the price column is positively skewed enough so that I was not able to completely satisfy the normality and homoscedacity assumption. Binning categorical features would most likely solve this issue but I was unable to explore this possibility successfully with the pd.cut() method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Price Column Distribution"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Homoscedacity Check for Final Model"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normality Check for Final Model"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multicollinearity Check for Final Model"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Despite these limitations of the final model, I feel like I was able to correctly identify the correct variables to use in the model and build visualizations that are inforrmative and readable to include in my non-technical presentation. Using the gmaps library was an easy way to show geographic visualizations but it is a little limiting in it's functionality. Additional, I would have loved to to map zipcodes on the gmaps figure but I ran out of time. Had to make due with a sns.barplot to visualize the difference in zipcodes"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:learn-env] *",
   "language": "python",
   "name": "conda-env-learn-env-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}