Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Star 1 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save Donges-Niklas/6e06c65523854c38436c1a36d0353e83 to your computer and use it in GitHub Desktop.
Save Donges-Niklas/6e06c65523854c38436c1a36d0353e83 to your computer and use it in GitHub Desktop.
Predicting Housing Prices with Linear Regression
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {
"_cell_guid": "cd4d1c6a-62cb-49bc-894c-01fe97969566",
"_uuid": "11582f505dec40e2cc9517af06a3c4c907c8b587"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "1f260a17-5d82-4866-9f30-36dd97176ef8",
"_uuid": "957428a0e602110ad43111adcb19d940941e08e4"
},
"cell_type": "markdown",
"source": "## **Tools & Techniques used in this Kernel:**\n\n* **Numpy**\n* **Pandas**\n* **Matplotlib**\n* **Sklearn**\n* **Scipy**\n* **Seaborn**\n* **Label Encoding**\n* **Univariate & Bivariate analysis**\n* **LogisticRegression**\n* **Log Transformation **\n* **Standardize Data**"
},
{
"metadata": {
"_cell_guid": "6c12d404-fa4e-40ed-a9a7-e0a75c429998",
"_uuid": "3a32d6e2b25fb1c1fd94a9e003cb3d30ce5ae23f"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "62f23ae5-8e6d-4bb5-b5e1-9b6743f73eff",
"_uuid": "321bba8175cd3f61e9a30e3c06ebbdf3d1fc0e81"
},
"cell_type": "markdown",
"source": "## **Table of Contents:**\n\n* **Part 1: Data Exploration**\n* **Part 2: Missing Data**\n* **Part 3: Out liars**\n* **Part 4: Kurtosis, Skewedness etc.**\n* **Part 5: Deleting Categorical Features**\n* **Part 6: Converting Categorical features**\n* **Part 7: repeat feature-engineering at test_df**\n* **Part 8: Train & Test the Model**"
},
{
"metadata": {
"_cell_guid": "0e046667-742e-466d-8483-5e0705bcf946",
"_uuid": "a203facce6939f985dabecac9e29748c93700f74"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "ad9e2212-4841-42d8-8419-53bd45d9f149",
"_uuid": "12758e49d447303ec824d00ab6e4d34fc3ae5748",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np \nimport pandas as pd \nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\nimport seaborn as sns\nimport numpy as np\nfrom scipy.stats import norm\nfrom sklearn.preprocessing import StandardScaler\nfrom scipy import stats",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"_cell_guid": "778e1c12-4a1b-42f5-9765-29ec9962dc03",
"_uuid": "f2b35d9c11d20d07039580f61dfaccc456843464",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "train_df = pd.read_csv('../input/train.csv')\n#test_df = pd.read_csv('../input/test.csv')",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"_cell_guid": "cb9554b7-debb-47d5-923b-a5813a8e67cf",
"_uuid": "cdea30aa6b586812e7c88fefc1ec125b8b301811",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "test_df = train_df.drop(train_df[train_df['Id'] < 1167].index)\ntrain_df = train_df.drop(train_df[train_df['Id'] > 1167].index)",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"_cell_guid": "85dab4c3-e44b-421c-81d0-8f93345254d4",
"_uuid": "96da4ec6dfa9c4e98a9a35a2517d807b843dd703",
"trusted": true
},
"cell_type": "code",
"source": "train_df.head()",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n0 1 60 RL 65.0 8450 Pave NaN Reg \n1 2 20 RL 80.0 9600 Pave NaN Reg \n2 3 60 RL 68.0 11250 Pave NaN IR1 \n3 4 70 RL 60.0 9550 Pave NaN IR1 \n4 5 60 RL 84.0 14260 Pave NaN IR1 \n\n LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n0 Lvl AllPub ... 0 NaN NaN NaN 0 \n1 Lvl AllPub ... 0 NaN NaN NaN 0 \n2 Lvl AllPub ... 0 NaN NaN NaN 0 \n3 Lvl AllPub ... 0 NaN NaN NaN 0 \n4 Lvl AllPub ... 0 NaN NaN NaN 0 \n\n MoSold YrSold SaleType SaleCondition SalePrice \n0 2 2008 WD Normal 208500 \n1 5 2007 WD Normal 181500 \n2 9 2008 WD Normal 223500 \n3 2 2006 WD Abnorml 140000 \n4 12 2008 WD Normal 250000 \n\n[5 rows x 81 columns]",
"text/html": "<div>\n<style>\n .dataframe thead tr:only-child th {\n text-align: right;\n }\n\n .dataframe thead th {\n text-align: left;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Id</th>\n <th>MSSubClass</th>\n <th>MSZoning</th>\n <th>LotFrontage</th>\n <th>LotArea</th>\n <th>Street</th>\n <th>Alley</th>\n <th>LotShape</th>\n <th>LandContour</th>\n <th>Utilities</th>\n <th>...</th>\n <th>PoolArea</th>\n <th>PoolQC</th>\n <th>Fence</th>\n <th>MiscFeature</th>\n <th>MiscVal</th>\n <th>MoSold</th>\n <th>YrSold</th>\n <th>SaleType</th>\n <th>SaleCondition</th>\n <th>SalePrice</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>60</td>\n <td>RL</td>\n <td>65.0</td>\n <td>8450</td>\n <td>Pave</td>\n <td>NaN</td>\n <td>Reg</td>\n <td>Lvl</td>\n <td>AllPub</td>\n <td>...</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0</td>\n <td>2</td>\n <td>2008</td>\n <td>WD</td>\n <td>Normal</td>\n <td>208500</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>20</td>\n <td>RL</td>\n <td>80.0</td>\n <td>9600</td>\n <td>Pave</td>\n <td>NaN</td>\n <td>Reg</td>\n <td>Lvl</td>\n <td>AllPub</td>\n <td>...</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0</td>\n <td>5</td>\n <td>2007</td>\n <td>WD</td>\n <td>Normal</td>\n <td>181500</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>60</td>\n <td>RL</td>\n <td>68.0</td>\n <td>11250</td>\n <td>Pave</td>\n <td>NaN</td>\n <td>IR1</td>\n <td>Lvl</td>\n <td>AllPub</td>\n <td>...</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0</td>\n <td>9</td>\n <td>2008</td>\n <td>WD</td>\n <td>Normal</td>\n <td>223500</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4</td>\n <td>70</td>\n <td>RL</td>\n <td>60.0</td>\n <td>9550</td>\n <td>Pave</td>\n <td>NaN</td>\n <td>IR1</td>\n <td>Lvl</td>\n <td>AllPub</td>\n <td>...</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0</td>\n <td>2</td>\n <td>2006</td>\n <td>WD</td>\n <td>Abnorml</td>\n <td>140000</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5</td>\n <td>60</td>\n <td>RL</td>\n <td>84.0</td>\n <td>14260</td>\n <td>Pave</td>\n <td>NaN</td>\n <td>IR1</td>\n <td>Lvl</td>\n <td>AllPub</td>\n <td>...</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0</td>\n <td>12</td>\n <td>2008</td>\n <td>WD</td>\n <td>Normal</td>\n <td>250000</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 81 columns</p>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "2d47291d-f093-497a-88e4-4616adb57e14",
"_uuid": "d2afe9e7f0067b0128d7a1f3e2fc0c199c256cab"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "fa6075c6-a0d2-4df3-8e35-8232c8527e93",
"_uuid": "f52cc1d07df3aea753d98d28a2d5883d87d4d911"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "ca9c7da7-5188-4cbf-853c-cd2839892f06",
"_uuid": "343def8a2f0af7079b5587f76cb97a0f91e982c7"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "dd69e125-9701-49ff-b27a-0093596551a4",
"_uuid": "81f117fa812ba97fd66bd97e0790d3d743ad97be"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n# **Part 1: Data Exploration**\n"
},
{
"metadata": {
"_cell_guid": "e5ac4b26-a649-4af5-a039-b062927fa0d2",
"_uuid": "c0a058f82af06f3291d92d4fa852f7cb3fc851ca"
},
"cell_type": "markdown",
"source": "## Eploration Part 1"
},
{
"metadata": {
"_cell_guid": "acf4b686-b111-4c1c-81b8-4d23fd25970f",
"_uuid": "e5329d09c9f9e95ab268a4d7498c5405232604cb",
"trusted": true
},
"cell_type": "code",
"source": "#descriptive statistics summary\ntrain_df['SalePrice'].describe()",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "count 1167.000000\nmean 180596.781491\nstd 78849.174539\nmin 34900.000000\n25% 129900.000000\n50% 162900.000000\n75% 214000.000000\nmax 755000.000000\nName: SalePrice, dtype: float64"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "13077245-0a88-4b3e-a42d-e42a2677cb3a",
"_uuid": "f6b51e9ad289c5dc8e7c22894f44ac328a0f5547"
},
"cell_type": "markdown",
"source": "**Conclusion**: Minimum price is larger than zero. If not it would destroy the model."
},
{
"metadata": {
"_cell_guid": "f48544dd-9583-4423-8bf3-00a10e8b90f7",
"_uuid": "0094b3be9483d5a7076e7e6c480689c92f2d2f73"
},
"cell_type": "markdown",
"source": "## Eploration Part 2"
},
{
"metadata": {
"_cell_guid": "4fc2a4fd-cd0b-4ec6-a369-bb31a1fd776c",
"_uuid": "ed0152e9abd077ebee4f8c516d937c9377c0bd36"
},
"cell_type": "markdown",
"source": "### **Important features: **\n\n**OverallQual**: Overall material and finish quality\n\n**YearBuilt**\n\n**TotalBsmtSF**: Total square feet of basement area\n\n**GrLivArea**: Above grade (ground) living area square feet"
},
{
"metadata": {
"_cell_guid": "78ffd399-7592-4f28-86bc-9b6c88b447c1",
"_uuid": "14612415676863c309fbfd928b6017a5e9797be1",
"trusted": true
},
"cell_type": "code",
"source": "#box plot overallqual/saleprice\nvar = 'OverallQual'\ndata = pd.concat([train_df['SalePrice'], train_df[var]], axis=1)\nf, ax = plt.subplots(figsize=(8, 6))\nfig = sns.boxplot(x=var, y=\"SalePrice\", data=data)\nfig.axis(ymin=0, ymax=800000);",
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c582eddd8>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgoAAAF3CAYAAADElWPXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noiAiIiIl/X/FEsQu4HGEnAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "ae0bb686-5a3f-4de8-b315-6b0f53695c37",
"_uuid": "530e817e536b65ba7d25cdefca85ad05ee79ec1e"
},
"cell_type": "markdown",
"source": "**Conclusion**: Upward trend, which means that they are correlated."
},
{
"metadata": {
"_cell_guid": "d6eba092-d570-4ea6-8213-8c8d015e4089",
"_uuid": "3162808d39e9d18d78df0079af1ae31bb4d983c4",
"trusted": true
},
"cell_type": "code",
"source": "var = 'YearBuilt'\ndata = pd.concat([train_df['SalePrice'], train_df[var]], axis=1)\nf, ax = plt.subplots(figsize=(16, 8))\nfig = sns.boxplot(x=var, y=\"SalePrice\", data=data)\nfig.axis(ymin=0, ymax=800000);\nplt.xticks(rotation=90);",
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c54efe128>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA8kAAAHzCAYAAAATsl97AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "5c834f40-a9a8-4947-b39c-21ed9f069dcc",
"_uuid": "4304c51012ff55818fda833f203e3c695eb899f2"
},
"cell_type": "markdown",
"source": "**Conclusion**: weak Upward trend, but I still think they are correlated."
},
{
"metadata": {
"_cell_guid": "d458e90a-07cc-41db-a494-7cd115c61528",
"_uuid": "91ec51be980d2d504ae5ddec9aca51411015264d",
"trusted": true
},
"cell_type": "code",
"source": "#scatter plot grlivarea/saleprice\nvar = 'GrLivArea'\ndata = pd.concat([train_df['SalePrice'], train_df[var]], axis=1)\ndata.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));",
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c54efec88>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAEKCAYAAADEovgeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkfP/AaN2PWtl6d9MAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "17520968-4dce-4407-bc0a-8bd6f054e5c2",
"_uuid": "eb43191a47a34ccace1bb1c1434c88c643c52c8c"
},
"cell_type": "markdown",
"source": "**Conclusion**: Upward trend, which means that they are correlated."
},
{
"metadata": {
"_cell_guid": "3eb548b1-17c3-4492-8828-608db15eaa26",
"_uuid": "6640f624ac766a0086f0de782af777e596c96e4f",
"trusted": true
},
"cell_type": "code",
"source": "#scatter plot totalbsmtsf/saleprice\nvar = 'TotalBsmtSF'\ndata = pd.concat([train_df['SalePrice'], train_df[var]], axis=1)\ndata.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c546f3c50>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAEKCAYAAADEovgeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDMMwAuf/B7v9FDgBdV0JAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "afe1c58c-8bf1-46df-a826-6c6cb9962845",
"_uuid": "a624bfef50975c24042ecca8c110c5675a1d4a93"
},
"cell_type": "markdown",
"source": "**Conclusion**: Strong upward trend, which means that they are correlated."
},
{
"metadata": {
"_cell_guid": "22d158c0-0040-42a2-9b35-95d019669ca6",
"_uuid": "43ba9c4342651afb680a9ad97ecdd320e704e32a"
},
"cell_type": "markdown",
"source": "### **Summary:**\n\n* YearBuilt - weak upward trend\n* OverallQual - upward trend\n* GrLivArea - upward trend\n* TotalBsmtSF - strong upward trend\n\n\n"
},
{
"metadata": {
"_cell_guid": "c78c514b-6475-4216-9d3b-4f9902461277",
"_uuid": "8aeccd77d01018c5d609e58aa5b995c66ccd83c0"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "5f828374-4653-4598-9f57-579fd1f871d9",
"_uuid": "9122e1adceea9efa3135bb65c03dd477b8ec6171"
},
"cell_type": "markdown",
"source": "## Eploration Part 3"
},
{
"metadata": {
"_cell_guid": "5e4f9faf-e4e8-4e67-bcde-564221cc7f91",
"_uuid": "c4760b676cc07c9957e8867bc3abc6c5427e99b7",
"trusted": true
},
"cell_type": "code",
"source": "correlations = train_df.corr()\ncorrelations[\"SalePrice\"].sort_values(ascending=False)",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "SalePrice 1.000000\nOverallQual 0.793989\nGrLivArea 0.731805\nGarageCars 0.654081\nGarageArea 0.640047\nTotalBsmtSF 0.639043\n1stFlrSF 0.616321\nFullBath 0.567813\nTotRmsAbvGrd 0.564760\nYearBuilt 0.534460\nYearRemodAdd 0.524153\nGarageYrBlt 0.503378\nMasVnrArea 0.481716\nFireplaces 0.462169\nBsmtFinSF1 0.390756\nLotFrontage 0.363292\n2ndFlrSF 0.328118\nOpenPorchSF 0.327239\nWoodDeckSF 0.321581\nHalfBath 0.299181\nLotArea 0.264947\nBsmtFullBath 0.222108\nBsmtUnfSF 0.220086\nBedroomAbvGr 0.178140\nScreenPorch 0.130317\nMoSold 0.045172\nPoolArea 0.012655\n3SsnPorch 0.011523\nBsmtFinSF2 -0.000679\nBsmtHalfBath -0.024749\nLowQualFinSF -0.029916\nYrSold -0.030373\nMiscVal -0.037145\nId -0.039070\nOverallCond -0.077869\nMSSubClass -0.082542\nEnclosedPorch -0.116078\nKitchenAbvGr -0.134027\nName: SalePrice, dtype: float64"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "856fc63a-8e4f-4500-ac7d-52369719390b",
"_uuid": "b9650965914537aff4bd84f4701d7d618d672088"
},
"cell_type": "markdown",
"source": "**Conclusion:**\n* 'OverallQual', 'GrLivArea' and 'TotalBsmtSF' have a strong correlation to SalePrice.\n* 'GarageCars' and 'GarageArea' are like twin brothers. \n* 'TotalBsmtSF' and '1stFlrSF' also seem to be twin brothers.\n* 'TotRmsAbvGrd' and 'GrLivArea', twin brothers again.\n* We can delete the less correlated twins.\n\n**Todo-List:**\n* Delete: GarageArea, 1stFlrSF and TotRmsAbvGrd."
},
{
"metadata": {
"_cell_guid": "d6cc8964-7e48-4157-a2e8-cb976270146c",
"_uuid": "1ec3e475ff2fdbe82b4a6e614abff9da523c0758",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "Deletion = ['GarageArea', '1stFlrSF', 'TotRmsAbvGrd']",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"_cell_guid": "d6c70331-e1ef-4556-bd8b-b5fc1474dc27",
"_uuid": "287741d1d6305d615aeaaa84dc5d48960aa7150d",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "train_df['TotalSF'] = train_df['TotalBsmtSF'] + train_df['1stFlrSF'] + train_df['2ndFlrSF']",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"_cell_guid": "6a93e693-8a0d-4b5d-bcad-cbd16f0686e2",
"_uuid": "63c7c9b371ba3f49b45e4beebfd2bbf436adcd78",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "test_df['TotalSF'] = test_df['TotalBsmtSF'] + test_df['1stFlrSF'] + test_df['2ndFlrSF']",
"execution_count": 13,
"outputs": []
},
{
"metadata": {
"_cell_guid": "191e7efe-66e7-4e44-8ce1-2e07a78e3db0",
"_uuid": "9e7f7827cad6ecb567d8a5171aefbe3aea92335f",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "for feature in Deletion:\n train_df = train_df.drop(feature, axis=1)",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"_cell_guid": "cccca679-5b52-48ce-9478-99a86e55d8a6",
"_uuid": "2edfe04a19b68b30862217d9ba301665e93b7620"
},
"cell_type": "markdown",
"source": "## Eploration Part 4"
},
{
"metadata": {
"_cell_guid": "18de4ae4-0740-4710-b9fa-fdb9b3c3edd5",
"_uuid": "aed0fa0e2759a6fbe4765abf163b69bb0497fdf3",
"trusted": true
},
"cell_type": "code",
"source": "#scatterplot\nsns.set()\ncols = ['SalePrice', 'OverallQual', 'GrLivArea', 'GarageCars', 'TotalBsmtSF', 'FullBath', 'YearBuilt']\nsns.pairplot(train_df[cols], size = 2.5)\nplt.show();",
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c5462d390>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAABO4AAATeCAYAAAB+AmseAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCGEEEI46P8BJoTd4U+2JUYAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "2ac909f8-bc1e-4cee-bfb3-1d0bb5dde78e",
"_uuid": "e8edbf6f45b5c6391322dec7927123d36b89d6a2"
},
"cell_type": "markdown",
"source": "**Conclusion:**\n* **TotalBsmtSF' VS. 'GrLiveArea' figure:** Dots drawing a linear line, like a border. \n* **'SalePrice' VS. 'YearBuilt' figure: **In the bottom of the 'dots cloud', we see a weak exponential function. Same tendency in the upper limit of the 'dots cloud'. The set of dots regarding the last years tend to stay above this limit (e.g prices are increasing faster now).\n\n\n "
},
{
"metadata": {
"_cell_guid": "067625eb-dc1c-4468-ab0c-5e74dcc71d69",
"_uuid": "703889af1e20912b4b1466db2c6934e27cf0e851"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "e49b5e21-17da-4cea-bd3a-79156d68108e",
"_uuid": "757ab0c814655fa76f296919116a374473d068cb"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "6bc165db-bb4c-42cf-b7ca-372e830aca06",
"_uuid": "33cc124a44bd83525b7d52c1fc2738c0e6de60b5"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "9c2eabf0-f088-4d9c-9d0a-87df433891f5",
"_uuid": "9e0226122d22de3a542d1712cb87a3f54f97d949"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n# **Part 2: Missing Data**\n\nImportant questions in regards of missing data:\n\n* How prevalent is the missing data?\n* Is it random or does it have a pattern?"
},
{
"metadata": {
"_cell_guid": "c32fd8c7-535f-4b91-8f5a-b375846b874d",
"_uuid": "440979759f1e414c58493d528b6cf063edc339cf",
"trusted": true
},
"cell_type": "code",
"source": "#missing data\ntotal = train_df.isnull().sum().sort_values(ascending=False)\npercent = (train_df.isnull().sum()/train_df.isnull().count()).sort_values(ascending=False)\nmissing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])\nmissing_data.head(20)",
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 16,
"data": {
"text/plain": " Total Percent\nPoolQC 1165 0.998286\nMiscFeature 1121 0.960583\nAlley 1097 0.940017\nFence 948 0.812339\nFireplaceQu 551 0.472151\nLotFrontage 206 0.176521\nGarageType 65 0.055698\nGarageCond 65 0.055698\nGarageYrBlt 65 0.055698\nGarageFinish 65 0.055698\nGarageQual 65 0.055698\nBsmtExposure 32 0.027421\nBsmtFinType2 32 0.027421\nBsmtCond 31 0.026564\nBsmtQual 31 0.026564\nBsmtFinType1 31 0.026564\nMasVnrArea 6 0.005141\nMasVnrType 6 0.005141\nUtilities 0 0.000000\nYearBuilt 0 0.000000",
"text/html": "<div>\n<style>\n .dataframe thead tr:only-child th {\n text-align: right;\n }\n\n .dataframe thead th {\n text-align: left;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Total</th>\n <th>Percent</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>PoolQC</th>\n <td>1165</td>\n <td>0.998286</td>\n </tr>\n <tr>\n <th>MiscFeature</th>\n <td>1121</td>\n <td>0.960583</td>\n </tr>\n <tr>\n <th>Alley</th>\n <td>1097</td>\n <td>0.940017</td>\n </tr>\n <tr>\n <th>Fence</th>\n <td>948</td>\n <td>0.812339</td>\n </tr>\n <tr>\n <th>FireplaceQu</th>\n <td>551</td>\n <td>0.472151</td>\n </tr>\n <tr>\n <th>LotFrontage</th>\n <td>206</td>\n <td>0.176521</td>\n </tr>\n <tr>\n <th>GarageType</th>\n <td>65</td>\n <td>0.055698</td>\n </tr>\n <tr>\n <th>GarageCond</th>\n <td>65</td>\n <td>0.055698</td>\n </tr>\n <tr>\n <th>GarageYrBlt</th>\n <td>65</td>\n <td>0.055698</td>\n </tr>\n <tr>\n <th>GarageFinish</th>\n <td>65</td>\n <td>0.055698</td>\n </tr>\n <tr>\n <th>GarageQual</th>\n <td>65</td>\n <td>0.055698</td>\n </tr>\n <tr>\n <th>BsmtExposure</th>\n <td>32</td>\n <td>0.027421</td>\n </tr>\n <tr>\n <th>BsmtFinType2</th>\n <td>32</td>\n <td>0.027421</td>\n </tr>\n <tr>\n <th>BsmtCond</th>\n <td>31</td>\n <td>0.026564</td>\n </tr>\n <tr>\n <th>BsmtQual</th>\n <td>31</td>\n <td>0.026564</td>\n </tr>\n <tr>\n <th>BsmtFinType1</th>\n <td>31</td>\n <td>0.026564</td>\n </tr>\n <tr>\n <th>MasVnrArea</th>\n <td>6</td>\n <td>0.005141</td>\n </tr>\n <tr>\n <th>MasVnrType</th>\n <td>6</td>\n <td>0.005141</td>\n </tr>\n <tr>\n <th>Utilities</th>\n <td>0</td>\n <td>0.000000</td>\n </tr>\n <tr>\n <th>YearBuilt</th>\n <td>0</td>\n <td>0.000000</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "482ebae5-eaac-4138-b158-600a6e36bfb8",
"_uuid": "51c83e08cd6e7a8067e7d4e9deda4aaf85b33b4e"
},
"cell_type": "markdown",
"source": "* 15% missing data ? Delete the variable.\n\n* Will we miss this data? None of them seem to be important, since they are not aspects in which we think when buying a house.\n\n* 'PoolQC', 'MiscFeature' and 'FireplaceQu' are strong candidates for outliers, so we'll delete them.\n \n* Delete the mentioned 'GarageX' variables, except GarageCars. Same applies to 'BsmtX' variables.\n \n* 'MasVnrArea' and 'MasVnrType' are not essential. They also have a strong correlation with 'YearBuilt' and 'OverallQual' which are already considered. Delete them !\n\n**Conclusion:**\n\nDelete all the variables with missing data, except the 'Electrical', where we just delete the observation with missing data.\n\n**ToDo:**\n\nDelte GarageX and BsmtX variables."
},
{
"metadata": {
"_cell_guid": "43ec9d90-2084-4ebe-9a02-39e32ff0d209",
"_uuid": "4bdaaba8068d779118f96f257941fe182e3926d6",
"trusted": true
},
"cell_type": "code",
"source": "#dealing with missing data\ntrain_df = train_df.drop((missing_data[missing_data['Total'] > 1]).index,1)\ntrain_df = train_df.drop(train_df.loc[train_df['Electrical'].isnull()].index)\ntrain_df.isnull().sum().max() #just checking that there's no missing data missing...",
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 17,
"data": {
"text/plain": "0"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "a383cb64-3b5d-42f1-92d2-3a5ba22554f2",
"_uuid": "4983efcf1a2951844f81ed7547a202700c7b9ae5",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "array = ['BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF', 'BsmtFullBath', 'BsmtHalfBath']",
"execution_count": 18,
"outputs": []
},
{
"metadata": {
"_cell_guid": "4825053a-f9c1-454b-9345-891a8d0cff05",
"_uuid": "bafd0bbf9fc562cdb75140c9b45d1436993cda9a",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "for feature in array:\n train_df = train_df.drop(feature, axis=1)",
"execution_count": 19,
"outputs": []
},
{
"metadata": {
"_cell_guid": "49672a18-3ee7-464f-b05c-52ddf8ec1070",
"_uuid": "b9fb295bef4d28f84ecd017cc5bde3154d35951c"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------"
},
{
"metadata": {
"_cell_guid": "40c11b17-7d94-46b5-a40b-83e013e66a2a",
"_uuid": "5d173821b73a9677c4a3760c3676fd23ea1f1d0b"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "cb3fa8f7-502a-4065-a875-d8698b11ef20",
"_uuid": "95c3c4cfd6fad6994dd6457f72fb572941ab5a5f"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "f048113f-3b52-4dad-8547-00f72127aee4",
"_uuid": "0b108c68cc349429d640332dfe04153772f8f8c9"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n# **Part 3: Out liars**\n\n### **Out liars**\nCan affect our model but can also be a valuable source of information.\n\nWe'll just do a quick **analysis through standard deviation of 'SalePrice' and scatter plots**.\n\n\n\n**1. Univariate analysis**\n\nEstablishing a **threshold that defines an outlier**. How ? **Standardize the data** (converting data values to have mean of 0 and a standard deviation of 1)."
},
{
"metadata": {
"_cell_guid": "1f4cc5dc-c841-406c-a552-e9523050faca",
"_uuid": "32ca92b46dd682af8fec79a62a6bf2247a7e487b",
"trusted": true
},
"cell_type": "code",
"source": "#standardizing data\nfrom sklearn.preprocessing import StandardScaler\nscale_label = StandardScaler().fit_transform(train_df['SalePrice'][:,np.newaxis]);\nlow = scale_label[scale_label[:,0].argsort()][:10]\nhigh = scale_label[scale_label[:,0].argsort()][-10:]\nprint('outer range (low) of the distribution:')\nprint(low)\nprint('\\nouter range (high) of the distribution:')\nprint(high)",
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"text": "outer range (low) of the distribution:\n[[-1.84858302]\n [-1.8433683 ]\n [-1.81051939]\n [-1.79275636]\n [-1.78387484]\n [-1.6316203 ]\n [-1.59355667]\n [-1.58095761]\n [-1.53011728]\n [-1.53011728]]\n\nouter range (high) of the distribution:\n[[ 3.44289659]\n [ 3.73535219]\n [ 3.86223097]\n [ 4.07585677]\n [ 4.53468851]\n [ 4.75038244]\n [ 4.77044198]\n [ 5.10479295]\n [ 5.46923956]\n [ 7.28795809]]\n",
"name": "stdout"
},
{
"output_type": "stream",
"text": "/opt/conda/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n warnings.warn(msg, DataConversionWarning)\n",
"name": "stderr"
}
]
},
{
"metadata": {
"_cell_guid": "6a4b06f5-b50c-440a-ab36-0aae2e03ccf7",
"_uuid": "1741e9acd822fce92b07c424c33d359e906dade0"
},
"cell_type": "markdown",
"source": "**Conclusion:** \n\n**------------------------------------------------**\n\n\n**Low range values:**\n*Similar and not too far from 0.*\n\n\n**High range values:**\n*Far from 0 and the 7.something values are really out of range.*\n\n\nFor now, we'll not consider any of these values as an outlier but we should be careful with those two 7.something values."
},
{
"metadata": {
"_cell_guid": "3c30f4c3-8412-4081-8908-1181a59ea477",
"_uuid": "f246742d4f48eedba76be51341bb9b40a4e2632c"
},
"cell_type": "markdown",
"source": "**2. Bivariate analysis**"
},
{
"metadata": {
"_cell_guid": "4cdf8bc3-456a-439a-8290-540718031f87",
"_uuid": "72c7013301aa836b02595571d4fc31c3407775da",
"trusted": true
},
"cell_type": "code",
"source": "#bivariate analysis saleprice vs. grlivarea\nvar = 'GrLivArea'\ndata = pd.concat([train_df['SalePrice'], train_df[var]], axis=1)\ndata.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));",
"execution_count": 21,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c54743320>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEKCAYAAADenhiQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njrgAAMwRFwCAOeICADB3A9a/yjbwnHMdAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "b34052a3-29b6-4126-a22e-c7e9f5853350",
"_uuid": "dcfb93e580b648aed0c96ee26409e85aa8c5c0fc"
},
"cell_type": "markdown",
"source": "**Conclusion:** The two values with bigger 'GrLivArea' seem strange. We'll delete them.\n\n"
},
{
"metadata": {
"_cell_guid": "8714a629-81af-4999-a891-ac2034ba9ba6",
"_uuid": "88f3808abc45008b21ecd3fb401333058bda25ce",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "#deleting \ntrain_df.sort_values(by = 'GrLivArea', ascending = False)[:2]\ntrain_df = train_df.drop(train_df[train_df['Id'] == 1299].index)\ntrain_df = train_df.drop(train_df[train_df['Id'] == 524].index)",
"execution_count": 22,
"outputs": []
},
{
"metadata": {
"_cell_guid": "1f07dfd9-d7eb-4ab4-95ab-fed395aadd06",
"_uuid": "12873f8acb58c291fbac4a12d01e693b94af6d54"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------"
},
{
"metadata": {
"_cell_guid": "efbe2909-3a92-4672-abfa-b76f475a5165",
"_uuid": "b267cc485c4c6dd41877311154d7e9ba398a4e05"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "96448955-6c99-41d1-b39b-c5d25302bc16",
"_uuid": "eb612849500471e1d0fa317654fccbfffaefa1b6"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "7fcad030-03eb-4813-ac9b-d2a5947b1644",
"_uuid": "51e066a54f2578c300c6e9ecdbc5d8d9929941da"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n# **Part 4: Kurtosis, Skewedness etc.**"
},
{
"metadata": {
"_cell_guid": "b14abecc-ed18-4ae2-80dd-53fecfa3642a",
"_uuid": "ddb2cefca8d3f543e5c85ee4c4e63ca6f471f818"
},
"cell_type": "markdown",
"source": "Test the label and several features after:\n* Histogram - Kurtosis and skewness.\n* Normal probability plot - Data distribution should closely follow the diagonal that represents the normal distribution."
},
{
"metadata": {
"_cell_guid": "c8cabb87-406d-41f0-adab-c04a740d14da",
"_uuid": "7438c7e924c86a79410f8c1a71fc28e850701f18"
},
"cell_type": "markdown",
"source": "#### **with 'SalePrice':**"
},
{
"metadata": {
"_cell_guid": "4fc97e1f-763f-4d51-b50b-d364035eac34",
"_uuid": "450dc50c1c7f474bdd4b95e8b25fb9367b0ef846",
"trusted": true
},
"cell_type": "code",
"source": "#histogram and normal probability plot\nsns.distplot(train_df['SalePrice'], fit=norm);\nfig = plt.figure()\nres = stats.probplot(train_df['SalePrice'], plot=plt)",
"execution_count": 23,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c50e4fe48>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEGCAYAAACgt3iRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c50e4f860>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEWCAYAAAAgpUMxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKYqiKHNCJSBFURRlTqgEpCiKosyJPwCvl6is93cwtAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "67ca0cf8-6f36-4103-9bcd-e84f5327d25f",
"_uuid": "64c77c01c2f176d96adc513ce7b2c447b0d66c67"
},
"cell_type": "markdown",
"source": "**Conclusion:**\n\nSalePrice shows 'peakedness', positive skewness and does not follow the diagonal line.\n\n**Solution:** Data transformation with np.log()"
},
{
"metadata": {
"_cell_guid": "c9845b66-8211-41c3-85b3-718bfe8c11e4",
"_uuid": "2d062e5e30acdaa413fee8ed1c2d2698f77268d6",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "# log transformation with np.log()\ntrain_df['SalePrice'] = np.log(train_df['SalePrice'])",
"execution_count": 24,
"outputs": []
},
{
"metadata": {
"_cell_guid": "996249f5-4b77-4996-8b81-0c0210914096",
"_uuid": "d07735c46e569f80059e17b5f370c56c62563185",
"trusted": true
},
"cell_type": "code",
"source": "# Result:\nsns.distplot(train_df['SalePrice'], fit=norm);\nfig = plt.figure()\nres = stats.probplot(train_df['SalePrice'], plot=plt)",
"execution_count": 25,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c488b9748>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQrgZKfxCCOFmpPALIYSb+f+M36w16PYB/QAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c488b96d8>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkASEEEIIgyQghBBCGPT/d3iQCjk3CNIAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "f2a2984b-b508-4ab4-9832-3c514397a2f3",
"_uuid": "c5c108ec7a78bce38ca51a2e4c1668639c0fbd38"
},
"cell_type": "markdown",
"source": "#### **with 'GrLivArea':**"
},
{
"metadata": {
"_cell_guid": "4deac3fd-3941-46be-96f4-362d6c6b885b",
"_uuid": "eefcd538e952caea24b70be01d523f5f5ac0bd91",
"trusted": true
},
"cell_type": "code",
"source": "#histogram and normal probability plot\nsns.distplot(train_df['GrLivArea'], fit=norm);\nfig = plt.figure()\nres = stats.probplot(train_df['GrLivArea'], plot=plt)",
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c487fa5c0>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEGCAYAAABhMDI9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9lJvpAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c487fa748>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEWCAYAAACXGLsWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "7a9c33a9-82ff-48bd-a935-8052bd14af17",
"_uuid": "24b6ca7afe9c4b044de9c867b5a376d07ebd4ead"
},
"cell_type": "markdown",
"source": "**Conclusion:** Same shit."
},
{
"metadata": {
"_cell_guid": "ace0e994-2e1c-4446-8010-eab97fbc6275",
"_uuid": "bbda9a22576bddd3901e40697fd79a29e121bc98",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "# log transformation with np.log()\ntrain_df['GrLivArea'] = np.log(train_df['GrLivArea'])",
"execution_count": 27,
"outputs": []
},
{
"metadata": {
"_cell_guid": "c953a9ea-baab-4e8e-9c51-c32f2f585f89",
"_uuid": "c38c8388e0d0ac47c45f0ace4018fb354ecd1751",
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "#transformed histogram and normal probability plot\nsns.distplot(train_df['GrLivArea'], fit=norm);\nfig = plt.figure()\nres = stats.probplot(train_df['GrLivArea'], plot=plt)",
"execution_count": 28,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c4871dbe0>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEGCAYAAAB1iW6ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIRyEFHQhhHAQ/z92SVF+kYTMPQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c4871dd30>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCIQQwsZJEAghhI37f74CVT0qHztnAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "25b5fd98-d10d-4dc8-ad1b-ff3cd14e63db",
"_uuid": "daa59d893f268318ea1603a3ee7f0a0288c0e0df"
},
"cell_type": "markdown",
"source": "#### **with 'TotalBsmtSF':**"
},
{
"metadata": {
"_cell_guid": "cd3b6d05-2b58-423f-b98a-12a33a8ce073",
"_uuid": "1b3a53e730f2c61e54ee697b52b9fb73168364ef",
"trusted": true
},
"cell_type": "code",
"source": "#histogram and normal probability plot\nsns.distplot(train_df['TotalBsmtSF'], fit=norm);\nfig = plt.figure()\nres = stats.probplot(train_df['TotalBsmtSF'], plot=plt)",
"execution_count": 29,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c48851320>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEGCAYAAABhMDI9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUhiEEEI4kcIghBDCiRQGIYQQTv4H7OxMwxcdvwEAAAAASUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c48851828>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEWCAYAAACXGLsWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBre/cAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "b6e72d15-7621-45d0-8bdd-6db84863cc70",
"_uuid": "79772ffc0519d0c213b0c59cf74f685ad73c19a0"
},
"cell_type": "markdown",
"source": "**Conclusion:**\n\n* Skewness \n* Many zero values (e.g. houses without basement).\n* We can't use np.log() becaus of the zeros. \n\n**Solution:** (not sure if this works)\n\nWe'll create a variable that can get the effect of having or not having basement (binary variable). Then, we'll do a log transformation to all the values bigger than 0. This way we can transform data, without losing the effect of having or not basement."
},
{
"metadata": {
"_cell_guid": "172cb069-4239-4efd-9c93-c3ffa952141b",
"_uuid": "5dbf53100969f7268ee229d6ecaf3d0e1bb5b9af",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "#create column for new variable (one is enough because it's a binary categorical feature)\n#if area>0 it gets 1, for area==0 it gets 0\ntrain_df['HasBsmt'] = pd.Series(len(train_df['TotalBsmtSF']), index=train_df.index)\ntrain_df['HasBsmt'] = 0 \ntrain_df.loc[train_df['TotalBsmtSF']>0,'HasBsmt'] = 1",
"execution_count": 30,
"outputs": []
},
{
"metadata": {
"_cell_guid": "b6df48a7-53bb-47bd-9e1e-4b73a3062020",
"_uuid": "32c29425c84b0a30b72ba0520771b9575a80c43c",
"trusted": true
},
"cell_type": "code",
"source": "#transform data\ntrain_df.loc[train_df['HasBsmt']==1,'TotalBsmtSF'] = np.log(train_df['TotalBsmtSF'])",
"execution_count": 31,
"outputs": [
{
"output_type": "stream",
"text": "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: divide by zero encountered in log\n \n",
"name": "stderr"
}
]
},
{
"metadata": {
"_cell_guid": "caafa502-1ff3-42f6-acc7-79ed2627bb68",
"_uuid": "a7423f67e5faa6739aec587160bed9c704ea1776",
"trusted": true
},
"cell_type": "code",
"source": "#histogram and normal probability plot\nsns.distplot(train_df[train_df['TotalBsmtSF']>0]['TotalBsmtSF'], fit=norm);\nfig = plt.figure()\nres = stats.probplot(train_df[train_df['TotalBsmtSF']>0]['TotalBsmtSF'], plot=plt)",
"execution_count": 32,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c52ca4ac8>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEGCAYAAABvtY4XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f0c52c7c780>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSuW4IgAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "38442b3b-e379-44e3-8682-b1687b025ad8",
"_uuid": "bd85cb664e4b717ed4ca6f947e20eed123064be0"
},
"cell_type": "markdown",
"source": "**Conclusion to the Solution:**\n\nDidn't worked well for the histogram but looks good at the probability plot."
},
{
"metadata": {
"_cell_guid": "12c9e37f-4572-4e30-98c5-d25a327bcd56",
"_uuid": "9aff17d651bfcf9006e2f4218a3849f6e964fada"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "9adee593-335b-41a7-8a10-29b86408e92e",
"_uuid": "181f2ed9f0cefbb96ad8b9d5ed916c82b18b710e"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "63356f6e-ed32-4c07-8859-68d4358392d7",
"_uuid": "663c76e34dcd2918778407c804dbe7e7266b18ce"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "6002d673-5c51-4349-8053-5f57fc62b142",
"_uuid": "ac4fd5cf2147a80089c3d1547809347490e17fa4"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n# **Part 5: Deleting Categorical Features**\n\nFor simplicity reasons I will just delete all categorical features that doesn't seem important."
},
{
"metadata": {
"_cell_guid": "7dcb173b-7e0e-4707-809b-ca624d67fe6f",
"_uuid": "dbd7f8b03aeb3b81b1d7538a369b7a094e1db2e1",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "arr2 = ['MSZoning', 'LandContour', 'Utilities', 'LotConfig', \n 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', \n 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', \n 'Foundation', 'Heating', 'Electrical', \n 'SaleType', 'SaleCondition']\n\n",
"execution_count": 33,
"outputs": []
},
{
"metadata": {
"_cell_guid": "65449599-158c-4a2e-952c-d99878d8f9a9",
"_uuid": "09db29d6ee5425874b59c8dbb0262126e6340923",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "for feature in arr2:\n train_df = train_df.drop(feature, axis=1)",
"execution_count": 34,
"outputs": []
},
{
"metadata": {
"_cell_guid": "fcce59b4-8f6b-4098-82f0-602352a60fa0",
"_uuid": "7094a78fb43e685187632b763273e218ad1e2c51"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "3301eda1-e83d-4bd8-96e6-2dad4af6eef1",
"_uuid": "777872c20097b90613354bbad4f0347e4f8ce3a7"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "1d8ed930-eb2a-4eb0-bce6-74ac4fe42102",
"_uuid": "a66900793f1bd0f27b149ea78f53afea446d85c8"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "d583d295-bd59-4e87-9b4d-fc49b19ef1dd",
"_uuid": "287e375cd54b3b5e35398f29cc363b089f2a94cf"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n# **Part 6: Converting Categorical features**"
},
{
"metadata": {
"_cell_guid": "bbf05d3b-652e-41cb-86f2-3b49bc4813d4",
"_uuid": "102657b9d393e60b7b6cd174086c9bf18e34620d"
},
"cell_type": "markdown",
"source": "### Transforming some numerical variables that are really categorical"
},
{
"metadata": {
"_cell_guid": "b3565094-6fd9-4ab6-b352-09a54d120460",
"_uuid": "907b5803bd67290197f498a3964dcd0087f86dc6",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "#MSSubClass=The building class\ntrain_df['MSSubClass'] = train_df['MSSubClass'].apply(str)\n\n\n#Changing OverallCond into a categorical variable\ntrain_df['OverallCond'] = train_df['OverallCond'].astype(str)\n\n\n#Year and month sold are transformed into categorical features.\ntrain_df['YrSold'] = train_df['YrSold'].astype(str)\ntrain_df['MoSold'] = train_df['MoSold'].astype(str)",
"execution_count": 35,
"outputs": []
},
{
"metadata": {
"_cell_guid": "fe465553-219e-4866-9e77-5d172e1a86d3",
"_uuid": "a465ccaa583fe765be6f6ed475338e78fb74c0af"
},
"cell_type": "markdown",
"source": "### Label Encoding some categorical variables that may contain information in their ordering set"
},
{
"metadata": {
"_cell_guid": "96f166cf-1d02-432b-bb89-9db03de47a6a",
"_uuid": "6ee95af1b8282344a2c76eb85f2ab32a199ad052",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "from sklearn.preprocessing import LabelEncoder\ncols = ('ExterQual', 'ExterCond','HeatingQC', 'KitchenQual', \n 'Functional', 'LandSlope',\n 'LotShape', 'PavedDrive', 'Street', 'CentralAir', 'MSSubClass', 'OverallCond', \n 'YrSold', 'MoSold')\n# process columns, apply LabelEncoder to categorical features\nfor c in cols:\n lbl = LabelEncoder() \n lbl.fit(list(train_df[c].values)) \n train_df[c] = lbl.transform(list(train_df[c].values))",
"execution_count": 36,
"outputs": []
},
{
"metadata": {
"_cell_guid": "5408260e-2c89-494f-93bc-3cb9903152e3",
"_uuid": "3295f2f2298f66908c7a1a71e3517b82b359752f",
"trusted": true
},
"cell_type": "code",
"source": "\nfrom sklearn.preprocessing import LabelEncoder\ncols = ('SalePrice', 'GrLivArea', 'TotalBsmtSF')\n# process columns, apply LabelEncoder to categorical features\nfor c in cols:\n lbl = LabelEncoder() \n lbl.fit(list(train_df[c].values)) \n train_df[c] = lbl.transform(list(train_df[c].values))\n\ntrain_df.info()",
"execution_count": 37,
"outputs": [
{
"output_type": "stream",
"text": "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 1166 entries, 0 to 1166\nData columns (total 39 columns):\nId 1166 non-null int64\nMSSubClass 1166 non-null int64\nLotArea 1166 non-null int64\nStreet 1166 non-null int64\nLotShape 1166 non-null int64\nLandSlope 1166 non-null int64\nOverallQual 1166 non-null int64\nOverallCond 1166 non-null int64\nYearBuilt 1166 non-null int64\nYearRemodAdd 1166 non-null int64\nExterQual 1166 non-null int64\nExterCond 1166 non-null int64\nTotalBsmtSF 1166 non-null int64\nHeatingQC 1166 non-null int64\nCentralAir 1166 non-null int64\n2ndFlrSF 1166 non-null int64\nLowQualFinSF 1166 non-null int64\nGrLivArea 1166 non-null int64\nFullBath 1166 non-null int64\nHalfBath 1166 non-null int64\nBedroomAbvGr 1166 non-null int64\nKitchenAbvGr 1166 non-null int64\nKitchenQual 1166 non-null int64\nFunctional 1166 non-null int64\nFireplaces 1166 non-null int64\nGarageCars 1166 non-null int64\nPavedDrive 1166 non-null int64\nWoodDeckSF 1166 non-null int64\nOpenPorchSF 1166 non-null int64\nEnclosedPorch 1166 non-null int64\n3SsnPorch 1166 non-null int64\nScreenPorch 1166 non-null int64\nPoolArea 1166 non-null int64\nMiscVal 1166 non-null int64\nMoSold 1166 non-null int64\nYrSold 1166 non-null int64\nSalePrice 1166 non-null int64\nTotalSF 1166 non-null int64\nHasBsmt 1166 non-null int64\ndtypes: int64(39)\nmemory usage: 404.4 KB\n",
"name": "stdout"
}
]
},
{
"metadata": {
"_cell_guid": "c600ade5-7cde-47e7-b8be-37dd65d84e95",
"_uuid": "6c9cdbd126ffd0e89747efbd508e6d7e0f41ef9f"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
},
{
"metadata": {
"_cell_guid": "172d497b-25a3-4820-8315-8d2956d4712b",
"_uuid": "319cd28e7fe5fe00e4bac136cb3b5ba464efc07b"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "41d199d6-8844-47db-950c-f4bc183508f0",
"_uuid": "112aa2b6f3a09755ad200014212523b81006fe30"
},
"cell_type": "markdown",
"source": ""
},
{
"metadata": {
"_cell_guid": "3dc9c89d-8d1c-4999-a2b7-fc4e3f80a685",
"_uuid": "6e035365cf1c460834be62919e25d9404a9aeabc"
},
"cell_type": "markdown",
"source": "----------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n# **Part 7: repeat feature-engineering at test_df**"
},
{
"metadata": {
"_cell_guid": "4a4272ee-cf62-40fc-a706-649c83ddcc94",
"_uuid": "07f85979d6cc43cf15d9a7e23d275e376b4de8b2",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "for feature in Deletion:\n test_df = test_df.drop(feature, axis=1)",
"execution_count": 38,
"outputs": []
},
{
"metadata": {
"_cell_guid": "72fa7ef7-5beb-49a5-8851-027a763989d6",
"_uuid": "b9514a66d368c991abc06bdb382df5419d556fc3",
"trusted": true
},
"cell_type": "code",
"source": "#dealing with missing data\ntest_df = test_df.drop((missing_data[missing_data['Total'] > 1]).index,1)\ntest_df = test_df.drop(test_df.loc[test_df['Electrical'].isnull()].index)\ntest_df.isnull().sum().max() #just checking that there's no missing data missing...",
"execution_count": 39,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 39,
"data": {
"text/plain": "0"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "44e8a91f-09c5-42f3-8a48-f0aca071d23d",
"_uuid": "fe4301ffc83092cdbf63cef064518e7b8be06ced",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "for feature in array:\n test_df = test_df.drop(feature, axis=1)",
"execution_count": 40,
"outputs": []
},
{
"metadata": {
"_cell_guid": "c31d708c-d6fd-41ce-94b2-b30d13e71b63",
"_uuid": "5154d7aa57fb886735d5bd35fb2d61265d0ee2d3",
"trusted": true
},
"cell_type": "code",
"source": "#standardizing data\nfrom sklearn.preprocessing import StandardScaler\nscale_label = StandardScaler().fit_transform(test_df['SalePrice'][:,np.newaxis]);\nlow = scale_label[scale_label[:,0].argsort()][:10]\nhigh = scale_label[scale_label[:,0].argsort()][-10:]\n",
"execution_count": 41,
"outputs": [
{
"output_type": "stream",
"text": "/opt/conda/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n warnings.warn(msg, DataConversionWarning)\n",
"name": "stderr"
}
]
},
{
"metadata": {
"_cell_guid": "5ed5d4dc-b1d6-424b-b93d-7ab468bec9a3",
"_uuid": "6d0b04ae4fe5b026d5e47cc933fd89c4f4743103",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "#deleting \ntest_df.sort_values(by = 'GrLivArea', ascending = False)[:2]\ntest_df = test_df.drop(test_df[test_df['Id'] == 1299].index)\ntest_df = test_df.drop(test_df[test_df['Id'] == 524].index)",
"execution_count": 42,
"outputs": []
},
{
"metadata": {
"_cell_guid": "9c8d871b-d5ea-4540-a341-81db3f314e8b",
"_uuid": "179637cfa8d42aceb5a7d7be1fd1d466f7d62712",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "# log transformation with np.log()\ntest_df['SalePrice'] = np.log(test_df['SalePrice'])",
"execution_count": 43,
"outputs": []
},
{
"metadata": {
"_cell_guid": "afb768cd-312f-458d-b515-cc5b874ed542",
"_uuid": "bc25e3a20bb65c40de8e5e93e925c13c0dc4a894",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "# log transformation with np.log()\ntest_df['GrLivArea'] = np.log(test_df['GrLivArea'])",
"execution_count": 44,
"outputs": []
},
{
"metadata": {
"_cell_guid": "3662b3a3-f934-4b00-82a7-da9922a2494d",
"_uuid": "9635913d41b1b4e8b1136158f2148d8d0fec3788",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "#create column for new variable (one is enough because it's a binary categorical feature)\n#if area>0 it gets 1, for area==0 it gets 0\ntest_df['HasBsmt'] = pd.Series(len(test_df['TotalBsmtSF']), index=train_df.index)\ntest_df['HasBsmt'] = 0 \ntest_df.loc[test_df['TotalBsmtSF']>0,'HasBsmt'] = 1",
"execution_count": 45,
"outputs": []
},
{
"metadata": {
"_cell_guid": "7c7b4002-4bf3-4549-87f4-bb673210e94b",
"_uuid": "a976c75bf983225bcd777b3499b72b7b81291223",
"trusted": true
},
"cell_type": "code",
"source": "#transform data\ntest_df.loc[test_df['HasBsmt']==1,'TotalBsmtSF'] = np.log(test_df['TotalBsmtSF'])",
"execution_count": 46,
"outputs": [
{
"output_type": "stream",
"text": "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: divide by zero encountered in log\n \n",
"name": "stderr"
}
]
},
{
"metadata": {
"_cell_guid": "f906bc63-6ff6-4df4-8f35-6caabcf6fd27",
"_uuid": "d5c6ad1e284d9d59592a28e8f297fc1d3deab531",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "for feature in arr2:\n test_df = test_df.drop(feature, axis=1)",
"execution_count": 47,
"outputs": []
},
{
"metadata": {
"_cell_guid": "12b95cc7-a5c2-4b8a-ac58-9b6295749715",
"_uuid": "35dc80944d4eb3268c4909776d894c8446eb2f06",
"trusted": true
},
"cell_type": "code",
"source": "test_df.head()",
"execution_count": 48,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 48,
"data": {
"text/plain": " Id MSSubClass LotArea Street LotShape LandSlope OverallQual \\\n1166 1167 20 10475 Pave IR1 Gtl 8 \n1167 1168 60 10852 Pave IR1 Gtl 6 \n1168 1169 70 13728 Pave Reg Gtl 6 \n1169 1170 60 35760 Pave IR1 Gtl 10 \n1170 1171 80 9880 Pave Reg Gtl 6 \n\n OverallCond YearBuilt YearRemodAdd ... EnclosedPorch 3SsnPorch \\\n1166 5 2008 2008 ... 0 0 \n1167 5 2000 2000 ... 0 0 \n1168 7 1935 1986 ... 0 0 \n1169 5 1995 1996 ... 0 0 \n1170 6 1977 1977 ... 0 0 \n\n ScreenPorch PoolArea MiscVal MoSold YrSold SalePrice TotalSF \\\n1166 0 0 0 2 2010 12.410441 3388 \n1167 0 0 0 2 2006 12.061047 2630 \n1168 90 0 0 7 2008 12.367341 3235 \n1169 0 0 0 7 2006 13.345507 5557 \n1170 0 576 0 7 2008 12.049419 2214 \n\n HasBsmt \n1166 1 \n1167 1 \n1168 1 \n1169 1 \n1170 1 \n\n[5 rows x 39 columns]",
"text/html": "<div>\n<style>\n .dataframe thead tr:only-child th {\n text-align: right;\n }\n\n .dataframe thead th {\n text-align: left;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Id</th>\n <th>MSSubClass</th>\n <th>LotArea</th>\n <th>Street</th>\n <th>LotShape</th>\n <th>LandSlope</th>\n <th>OverallQual</th>\n <th>OverallCond</th>\n <th>YearBuilt</th>\n <th>YearRemodAdd</th>\n <th>...</th>\n <th>EnclosedPorch</th>\n <th>3SsnPorch</th>\n <th>ScreenPorch</th>\n <th>PoolArea</th>\n <th>MiscVal</th>\n <th>MoSold</th>\n <th>YrSold</th>\n <th>SalePrice</th>\n <th>TotalSF</th>\n <th>HasBsmt</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>1166</th>\n <td>1167</td>\n <td>20</td>\n <td>10475</td>\n <td>Pave</td>\n <td>IR1</td>\n <td>Gtl</td>\n <td>8</td>\n <td>5</td>\n <td>2008</td>\n <td>2008</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>2</td>\n <td>2010</td>\n <td>12.410441</td>\n <td>3388</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1167</th>\n <td>1168</td>\n <td>60</td>\n <td>10852</td>\n <td>Pave</td>\n <td>IR1</td>\n <td>Gtl</td>\n <td>6</td>\n <td>5</td>\n <td>2000</td>\n <td>2000</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>2</td>\n <td>2006</td>\n <td>12.061047</td>\n <td>2630</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1168</th>\n <td>1169</td>\n <td>70</td>\n <td>13728</td>\n <td>Pave</td>\n <td>Reg</td>\n <td>Gtl</td>\n <td>6</td>\n <td>7</td>\n <td>1935</td>\n <td>1986</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>90</td>\n <td>0</td>\n <td>0</td>\n <td>7</td>\n <td>2008</td>\n <td>12.367341</td>\n <td>3235</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1169</th>\n <td>1170</td>\n <td>60</td>\n <td>35760</td>\n <td>Pave</td>\n <td>IR1</td>\n <td>Gtl</td>\n <td>10</td>\n <td>5</td>\n <td>1995</td>\n <td>1996</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>7</td>\n <td>2006</td>\n <td>13.345507</td>\n <td>5557</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1170</th>\n <td>1171</td>\n <td>80</td>\n <td>9880</td>\n <td>Pave</td>\n <td>Reg</td>\n <td>Gtl</td>\n <td>6</td>\n <td>6</td>\n <td>1977</td>\n <td>1977</td>\n <td>...</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>576</td>\n <td>0</td>\n <td>7</td>\n <td>2008</td>\n <td>12.049419</td>\n <td>2214</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 39 columns</p>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"_cell_guid": "94ceae48-aa1b-4ac9-af36-880db034303a",
"_uuid": "89e157597dab6b982a868e6503bb49aafafc688e",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "#MSSubClass=The building class\ntest_df['MSSubClass'] = test_df['MSSubClass'].apply(str)\n\n\n#Changing OverallCond into a categorical variable\ntest_df['OverallCond'] = test_df['OverallCond'].astype(str)\n\n\n#Year and month sold are transformed into categorical features.\ntest_df['YrSold'] = test_df['YrSold'].astype(str)\ntest_df['MoSold'] = test_df['MoSold'].astype(str)",
"execution_count": 49,
"outputs": []
},
{
"metadata": {
"_cell_guid": "c7e62c4c-9093-4d01-82e9-d53606ca2306",
"_uuid": "5fb60fb6cabaeb3fb5c6fa11e346eb33745991d9",
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "from sklearn.preprocessing import LabelEncoder\ncols = ('ExterQual', 'ExterCond','HeatingQC', 'KitchenQual', \n 'Functional', 'LandSlope',\n 'LotShape', 'PavedDrive', 'Street', 'CentralAir', 'MSSubClass', 'OverallCond', \n 'YrSold', 'MoSold')\n# process columns, apply LabelEncoder to categorical features\nfor c in cols:\n lbl = LabelEncoder() \n lbl.fit(list(test_df[c].values)) \n test_df[c] = lbl.transform(list(test_df[c].values))",
"execution_count": 50,
"outputs": []
},
{
"metadata": {
"_cell_guid": "2524adc8-5515-41bb-b7ae-2d8330cc45c8",
"_uuid": "4d3aaa1f523d7fe86e5772394d
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment