Project_Based_Learning_Case_02.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "id": "p7sZoO1LfoV_"
   },
   "source": [
    "# Pendahuluan\n",
    "\n",
    "Dalam tugas kali ini, Anda diminta untuk melakukan EDA pada [dataset \"Housing Price\"](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data) menggunakan teknik visualisasi 1D dan 2D. Dataset \"Housing Price\" berisi berbagai informasi mengenai properti-properti yang dijual, misalnya zona lokasi, jumlah kamar tidur, ukuran tanah, dll."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "A2u9hR78h_eQ"
   },
   "source": [
    "# Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "McePNz2WR-ir"
   },
   "outputs": [],
   "source": [
    "# Import Libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import statistics as stats\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1817,
     "status": "ok",
     "timestamp": 1605877959165,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "nyVm2NWLvtEO",
    "outputId": "c13661a6-f23f-44aa-bb03-c728a67445e4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PoolQC         0.995205\n",
      "MiscFeature    0.963014\n",
      "Alley          0.937671\n",
      "Fence          0.807534\n",
      "MasVnrType     0.597260\n",
      "                 ...   \n",
      "ExterQual      0.000000\n",
      "Exterior2nd    0.000000\n",
      "Exterior1st    0.000000\n",
      "RoofMatl       0.000000\n",
      "SalePrice      0.000000\n",
      "Length: 81, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Import data -- Silakan di-import berdasarkan direktori masing-masing\n",
    "house = pd.read_csv('train_house.csv')\n",
    "print(house.isnull().mean(axis=0).sort_values(ascending=False)) #mencari presentase data missing setiap kolom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "vqXZOtHK2fXd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LotFrontage     0.177397\n",
       "GarageYrBlt     0.055479\n",
       "GarageCond      0.055479\n",
       "GarageType      0.055479\n",
       "GarageFinish    0.055479\n",
       "                  ...   \n",
       "BsmtUnfSF       0.000000\n",
       "TotalBsmtSF     0.000000\n",
       "MSSubClass      0.000000\n",
       "HeatingQC       0.000000\n",
       "SalePrice       0.000000\n",
       "Length: 75, dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop variabel NaN\n",
    "NaN_percentage= house.isnull().mean()\n",
    "deleted_column = NaN_percentage[NaN_percentage>0.4].index #memfilter baris-baris yang memiliki data kosong lebih dari 40% dari semua kolomnya\n",
    "house = house.drop(columns=deleted_column, inplace=False) #menghapus baris yang memiliki data kosong lebih dari 40% dari semua kolomnya\n",
    "house.isnull().mean().sort_values(ascending=False) #melihat presentase missing value setelah di drop "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "1hlZDunc3XtB"
   },
   "outputs": [],
   "source": [
    "# Memisahkan data menjadi numerikal & kategorikal\n",
    "house.dtypes\n",
    "numerical = house.select_dtypes(include=['int64', 'float64']).columns\n",
    "categorical = house.select_dtypes('object').columns\n",
    "house_numerical = house.filter(items=numerical)\n",
    "house_kategorical = house.filter(items=categorical)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "b8p7K8uLMUaA"
   },
   "source": [
    "# 1D Visualization "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "d6fIqr1OXHv1"
   },
   "source": [
    "## Soal 1\n",
    "\n",
    "1. Buatlah visualisasi barplot dan analisis untuk variabel kategorikal:\n",
    "    * `Utilities`\n",
    "    * `HouseStyle`\n",
    "    * `ExterQual` \n",
    "\n",
    "2. Buatlah visualisasi histogram dan analisis untuk variabel numerikal:\n",
    "    * `SalePrice`\n",
    "    * `GrLivArea`\n",
    "    * `PoolArea`\n",
    "\n",
    "3. Terapkan pemrosesan data yang sesuai untuk masing-masing variabel dan tulis penjelasan serta analisisnya!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "frBp37XBcO8q"
   },
   "source": [
    "## Variabel Kategorikal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jFuLyJZWXCKa"
   },
   "source": [
    "### Utilities\n",
    "\n",
    "* `Utilities` berisi informasi mengenai fasilitas apa saja yang tersedia di properti tersebut\n",
    "\t\t\n",
    "       AllPub\tAll public Utilities (E,G,W,& S)\t\n",
    "       NoSeWa\tElectricity and Gas Only\t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "executionInfo": {
     "elapsed": 1019,
     "status": "ok",
     "timestamp": 1605878291900,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "GEDKOx1zTBEf",
    "outputId": "bf84b456-8c4e-461e-b77a-fce02654f545"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Total Utilities')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Tulis kode Anda di sini\n",
    "utilities= house_kategorical.groupby('Utilities').size().reset_index(name='Total')\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.barplot(data=utilities,x='Utilities',y='Total')\n",
    "plt.title('Total Utilities', fontsize=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vj3PeefjPdzH"
   },
   "source": [
    "### HouseStyle\n",
    "\n",
    "HouseStyle: Style properti (misal: 1 lantai, 2 lantai, dst)\n",
    "\t\n",
    "       1Story\tOne story\n",
    "       1.5Fin\tOne and one-half story: 2nd level finished\n",
    "       1.5Unf\tOne and one-half story: 2nd level unfinished\n",
    "       2Story\tTwo story\n",
    "       2.5Fin\tTwo and one-half story: 2nd level finished\n",
    "       2.5Unf\tTwo and one-half story: 2nd level unfinished\n",
    "       SFoyer\tSplit Foyer\n",
    "       SLvl\tSplit Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "executionInfo": {
     "elapsed": 1960,
     "status": "ok",
     "timestamp": 1605878364690,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "Gj6sQNFPR1yy",
    "outputId": "70a9ad19-0dbc-43e5-cd27-45170c22653d",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Tulis kode Anda di sini\n",
    "houseStyle = house_kategorical.groupby('HouseStyle').size().reset_index(name='Total')\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.barplot(data=houseStyle, x= 'HouseStyle',y='Total')\n",
    "plt.title('Total House Style',fontsize=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "f0sOAGmBXchv"
   },
   "source": [
    "### ExterQual\n",
    "\n",
    "ExterQual: Kualitas material eksterior \n",
    "\t\t\n",
    "       Ex\tExcellent\n",
    "       Gd\tGood\n",
    "       TA\tAverage/Typical\n",
    "       Fa\tFair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "executionInfo": {
     "elapsed": 2129,
     "status": "ok",
     "timestamp": 1605874123883,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "8Ot8pCm6URga",
    "outputId": "4d9c3e5f-f8f0-4df9-dd63-8ffb0a6dc5c3",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Tulis kode Anda di sini\n",
    "ExterQual= house_kategorical.groupby('ExterQual').size().reset_index(name='Total')\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.barplot(data= ExterQual,x='ExterQual',y='Total')\n",
    "plt.title('Total Exter Quality',fontsize=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DQguvJ0wkglw"
   },
   "source": [
    "#### **Analisis tentang variabel kategorikal**\n",
    "\n",
    "* Dari grafik yang muncul, diketahui sebagian besar didominasi bangunan 1 lantai dengan kualitas yang cukup bagus dengan sebagian besar sudah memiliki fasilitas yang lengkap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xZ5WZlO4cf3V"
   },
   "source": [
    "## Variabel Numerikal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B6WqUYdqdDtD"
   },
   "source": [
    "### SalePrice\n",
    "\n",
    "* SalePrice merupakan variabel target yang ingin diprediksi\n",
    "* Secara fisik, ini berarti harga properti yang dijual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 341
    },
    "executionInfo": {
     "elapsed": 2691,
     "status": "ok",
     "timestamp": 1605872466349,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "OOtmqFkxdQtK",
    "outputId": "580a9fb1-cd8a-4c6f-a708-9cdffd92eb88"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean = 180921\n",
      "Median = 163000\n",
      "Standard Deviation = 79415\n"
     ]
    }
   ],
   "source": [
    "### Tulis kode Anda di sini\n",
    "# Median\n",
    "# Mean\n",
    "# Std Dev\n",
    "\n",
    "print(f\"Mean = {round(np.mean(house_numerical['SalePrice']))}\")\n",
    "print(f\"Median = {round(np.median(house_numerical['SalePrice']))}\")\n",
    "print(f\"Standard Deviation = {round(np.std(house_numerical['SalePrice']))}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XrVzyBQFl2MI"
   },
   "source": [
    "#### **Analisis tentang variabel `SalePrice`**\n",
    "\n",
    "*Rata-rata (mean) lebih besar daripada median. Ini biasanya menunjukkan bahwa distribusi data mungkin memiliki skewness (kemiringan) positif, artinya ada beberapa nilai yang sangat besar yang menarik rata-rata ke arah yang lebih tinggi."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wWdqDOgScimy"
   },
   "source": [
    "### GrLivArea\n",
    "\n",
    "* GrLivArea berisi informasi mengenai luas area tinggal di atas permukaan tanah (tidak termasuk basement)\n",
    "* Satuan yang digunakan adalah *square feet*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 330
    },
    "executionInfo": {
     "elapsed": 2501,
     "status": "ok",
     "timestamp": 1605872379060,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "Xpw30InEcwrg",
    "outputId": "5a4dc318-1feb-4457-c009-6f3bddd6bcce"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean = 1515\n",
      "Median = 1464\n",
      "Standard Deviation = 525\n"
     ]
    }
   ],
   "source": [
    "### Tulis kode Anda di sini\n",
    "# Median\n",
    "# Mean\n",
    "# Std Dev\n",
    "print(f\"Mean = {round(np.mean(house_numerical['GrLivArea']))}\")\n",
    "print(f\"Median = {round(np.median(house_numerical['GrLivArea']))}\")\n",
    "print(f\"Standard Deviation = {round(np.std(house_numerical['GrLivArea']))}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r2SK2uRzl5Q8"
   },
   "source": [
    "#### **Analisis tentang variabel `GrlivArea`**\n",
    "\n",
    "* Karena mean lebih besar dari median, distribusi data kemungkinan besar skewed ke kanan. Ini berarti bahwa sebagian besar data berada di bawah mean, dengan beberapa nilai yang cukup besar di sisi kanan (lebih besar dari mean)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FDN9gtdtl-6f"
   },
   "source": [
    "### GarageArea\n",
    "\n",
    "* GarageArea berisi informasi mengenai luas garasi (jika ada)\n",
    "* Satuan yang digunakan adalah *square feet*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 330
    },
    "executionInfo": {
     "elapsed": 3594,
     "status": "ok",
     "timestamp": 1605876835546,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "A_hGXgvGmj7x",
    "outputId": "5616c676-c283-475f-d6cc-5ba684df5ad6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean = 473\n",
      "Median = 480\n",
      "Standard Deviation = 214\n"
     ]
    }
   ],
   "source": [
    "### Tulis kode Anda di sini\n",
    "# Median\n",
    "# Mean\n",
    "# Std Dev\n",
    "print(f\"Mean = {round(np.mean(house_numerical['GarageArea']))}\")\n",
    "print(f\"Median = {round(np.median(house_numerical['GarageArea']))}\")\n",
    "print(f\"Standard Deviation = {round(np.std(house_numerical['GarageArea']))}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Zr0u5NO9muLB"
   },
   "source": [
    "#### **Analisis tentang variabel `GarageArea`**\n",
    "\n",
    "* Karena median lebih besar dari mean (meskipun sedikit), distribusi data kemungkinan besar memiliki kemiringan negatif yang lemah. Ini berarti sebagian besar data berada di atas mean, dengan beberapa nilai yang cukup rendah di sisi kiri (lebih kecil dari mean).ini*]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "id": "Z3fIQpAonsjw"
   },
   "source": [
    "## Pemrosesan Data Variabel Numerikal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 330
    },
    "executionInfo": {
     "elapsed": 2650,
     "status": "ok",
     "timestamp": 1605877584437,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "p5H_MyMasJOM",
    "outputId": "361b1b25-75e7-4b97-eef9-a7a952dbc219"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean = 5.22\n",
      "Median = 5.21\n",
      "Standard Deviation = 0.17\n"
     ]
    }
   ],
   "source": [
    "# Transformasi log-10 SalePrice\n",
    "house_numerical['SalePrice_log10']= np.log10(house_numerical['SalePrice'])\n",
    "### Tulis kode Anda di sini\n",
    "print(f\"Mean = {round(np.mean(house_numerical['SalePrice_log10']),2)}\")\n",
    "print(f\"Median = {round(np.median(house_numerical['SalePrice_log10']),2)}\")\n",
    "print(f\"Standard Deviation = {round(np.std(house_numerical['SalePrice_log10']),2)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 330
    },
    "executionInfo": {
     "elapsed": 1953,
     "status": "ok",
     "timestamp": 1605877588090,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "dHLX1hLywxSq",
    "outputId": "0a6806ce-13b6-469b-ed45-acf3dff63592"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean = 3.16\n",
      "Median = 3.17\n",
      "Standard Deviation = 0.14\n"
     ]
    }
   ],
   "source": [
    "# Transformasi log-10 GrLivArea\n",
    "\n",
    "### Tulis kode Anda di sini\n",
    "house_numerical['GrLivArea_log10']= np.log10(house_numerical['GrLivArea'])\n",
    "print(f\"Mean = {round(np.mean(house_numerical['GrLivArea_log10']),2)}\")\n",
    "print(f\"Median = {round(np.median(house_numerical['GrLivArea_log10']),2)}\")\n",
    "print(f\"Standard Deviation = {round(np.std(house_numerical['GrLivArea_log10']),2)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 330
    },
    "executionInfo": {
     "elapsed": 1549,
     "status": "ok",
     "timestamp": 1605877661134,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "Ax4xIW0Jw4AB",
    "outputId": "a6c93646-813e-4d89-944c-b4d326440b92"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean = 2.52\n",
      "Median = 2.68\n",
      "Standard Deviation = 0.63\n"
     ]
    }
   ],
   "source": [
    "# Menghilangkan nilai nol pada GarageArea\n",
    "\n",
    "### Tulis kode Anda di sini\n",
    "house_numerical['GarageArea']=house_numerical['GarageArea'].replace(0,1) #--> avoid inf \n",
    "house_numerical['GarageArea_log10']= np.log10(house_numerical['GarageArea'])\n",
    "print(f\"Mean = {round(np.mean(house_numerical['GarageArea_log10']),2)}\")\n",
    "print(f\"Median = {round(np.median(house_numerical['GarageArea_log10']),2)}\")\n",
    "print(f\"Standard Deviation = {round(np.std(house_numerical['GarageArea_log10']),2)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "j_iVINnexJE-",
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "#### **Penjelasan dan analisis tentang pemrosesan data**\n",
    "\n",
    "* Dengan adanya normalisasi dengan log10, maka data lebih mudah untuk dimengerti dan dipahami karena lebih relevan (data menjadi lebih kecil tanpa mengubah isi data (kedudukan mean , median dan std nya)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-o3wBffm0gAF"
   },
   "source": [
    "# 2D Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CGbJRSE60nbE"
   },
   "source": [
    "## Soal 2\n",
    "\n",
    "1. Buat visualisasi tentang hubungan antara:\n",
    "    * `GrLivArea` dengan `SalePrice`\n",
    "    * `GarageArea` dengan `SalePrice`\n",
    "\n",
    "2. Buat hipotesis Anda tentang hubungan antar-variabel"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `GrLivArea` dengan `SalePrice`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 279
    },
    "executionInfo": {
     "elapsed": 10688,
     "status": "ok",
     "timestamp": 1605879019634,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "vJtwKTfG1q0R",
    "outputId": "894c4cce-6207-42e6-bff7-95230d0b96fe"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Corelation Value Between Girlive area and sale price:0.730254851198229 \n",
      "Graphic:\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(f\"Corelation Value Between Girlive area and sale price:{house_numerical['GrLivArea_log10'].corr(house_numerical['SalePrice_log10'])} \")\n",
    "print(\"Graphic:\")\n",
    "plt.figure(figsize=(10, 5))\n",
    "ay = sns.scatterplot(data=house_numerical,x='GrLivArea_log10',y='SalePrice_log10')\n",
    "plt.title(\"Corelation Between Girlive Area and Sale price\",fontsize=25)\n",
    "plt.xlabel('Girlive Area',fontsize=15)\n",
    "plt.ylabel('Sale Price',fontsize=15)\n",
    "plt.savefig('5.jpg')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `GarageArea` dengan `SalePrice`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 279
    },
    "executionInfo": {
     "elapsed": 1455,
     "status": "ok",
     "timestamp": 1605880736535,
     "user": {
      "displayName": "Nikita Setyagar",
      "photoUrl": "",
      "userId": "11963739043015391724"
     },
     "user_tz": -420
    },
    "id": "m6VY0FnE8yJk",
    "outputId": "80ff3a98-d7e7-4ca8-e027-7a41f5fa5cac",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Corelation Value Between Garage area area and sale price:0.4551967502329481 \n",
      "Graphic:\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "house_numerical_filter = house_numerical[house_numerical['GarageArea_log10']>0.4]\n",
    "print(f\"Corelation Value Between Garage area area and sale price:{house_numerical['GarageArea_log10'].corr(house_numerical['SalePrice_log10'])} \")\n",
    "print(\"Graphic:\")\n",
    "plt.figure(figsize=(10, 8))\n",
    "ax = sns.scatterplot(data=house_numerical_filter,x='GarageArea_log10',y='SalePrice_log10') \n",
    "plt.title(\"Corelation Between Garage Area Area and Sale price\",fontsize=25)\n",
    "plt.xlabel('Garage Area',fontsize=15)\n",
    "plt.ylabel('Sale Price',fontsize=15)\n",
    "plt.savefig(\"6.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8oQ1SFo287ix"
   },
   "source": [
    "#### **Hipotesis tentang hubungan antar-variabel**\n",
    "\n",
    "* Dari perhitungan koefisien antara grliveare dengan sale price memiliki koefisien value 0.73 yang artinya berkorelasi kuat dan juga dari grafik terlihat bahwa semakin luas girlive suatu rumah maka harga jual nya juga akan cenderung semakin tinggi dan sebaliknya\n",
    "* Untuk mencari hubungan antara garagae area dengan sale price maka untuk rumah yang tidak memiliki garasi tidak akan dihitung tidak masuk akal kalau rumah yang tidak memiliki tetap dimasukan. Dan dari perhitungan koefisien antara garagae area dengan sale price memiliki koefisien value 0.45 yang artinya berkorelasi sedang dan juga dari grafik terlihat bahwa untuk rumah yang memiliki garasi, semakin luas garasinya maka akan cenderung semakin mahal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
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