decision_tree.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "\n",
    "data = pd.read_csv(\"datasets/titanic.csv\")\n",
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>714.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.383838</td>\n",
       "      <td>2.308642</td>\n",
       "      <td>29.699118</td>\n",
       "      <td>0.523008</td>\n",
       "      <td>0.381594</td>\n",
       "      <td>32.204208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>257.353842</td>\n",
       "      <td>0.486592</td>\n",
       "      <td>0.836071</td>\n",
       "      <td>14.526497</td>\n",
       "      <td>1.102743</td>\n",
       "      <td>0.806057</td>\n",
       "      <td>49.693429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.420000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>223.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.910400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.454200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>668.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>512.329200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       PassengerId    Survived      Pclass         Age       SibSp  \\\n",
       "count   891.000000  891.000000  891.000000  714.000000  891.000000   \n",
       "mean    446.000000    0.383838    2.308642   29.699118    0.523008   \n",
       "std     257.353842    0.486592    0.836071   14.526497    1.102743   \n",
       "min       1.000000    0.000000    1.000000    0.420000    0.000000   \n",
       "25%     223.500000    0.000000    2.000000   20.125000    0.000000   \n",
       "50%     446.000000    0.000000    3.000000   28.000000    0.000000   \n",
       "75%     668.500000    1.000000    3.000000   38.000000    1.000000   \n",
       "max     891.000000    1.000000    3.000000   80.000000    8.000000   \n",
       "\n",
       "            Parch        Fare  \n",
       "count  891.000000  891.000000  \n",
       "mean     0.381594   32.204208  \n",
       "std      0.806057   49.693429  \n",
       "min      0.000000    0.000000  \n",
       "25%      0.000000    7.910400  \n",
       "50%      0.000000   14.454200  \n",
       "75%      0.000000   31.000000  \n",
       "max      6.000000  512.329200  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Survived', ylabel='count'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.countplot(x=\"Survived\", data=data, hue=\"Sex\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age            177\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13bd3dfd0>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.displot(x='Age', data=data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill the empty age data with the mean\n",
    "data[\"Age\"] = data[\"Age\"].fillna(data[\"Age\"].mean())\n",
    "\n",
    "# Remove the cabin column\n",
    "data = data.drop(columns=[\"Cabin\"], axis=1)\n",
    "\n",
    "data = data.dropna()\n",
    "\n",
    "data = data.drop(columns=[\"Name\", \"PassengerId\", \"Ticket\"], axis=1)\n",
    "\n",
    "# Dummies\n",
    "dummies_gender = pd.get_dummies(data[\"Sex\"], dtype=int, drop_first=True)\n",
    "data = data.join(dummies_gender)\n",
    "data = data.drop(columns=[\"Sex\"], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dummies_embarked = pd.get_dummies(data[\"Embarked\"], dtype=int, drop_first=True)\n",
    "data = data.join(dummies_embarked)\n",
    "data = data.drop(columns=[\"Embarked\"], axis=1)\n",
    "\n",
    "data.head()\n",
    "\n",
    "sb.set(rc={\"figure.figsize\": (15, 8)})\n",
    "sb.heatmap(data.corr(), annot=True, cmap=\"YlGnBu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Survived', ylabel='count'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.countplot(x='Survived', data=data, hue='Pclass')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = data.drop(\"Survived\", axis=1)\n",
    "y = data[\"Survived\"]\n",
    "\n",
    "# Train models\n",
    "\n",
    "x_test, x_train, y_test, y_train = train_test_split(x, y, test_size=0.3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7652733118971061"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Tree decision starts\n",
    "\n",
    "model = DecisionTreeClassifier(max_depth=50)\n",
    "model.fit(x_train, y_train)\n",
    "\n",
    "predictions = model.predict(x_test)\n",
    "accuracy_score(y_test, predictions)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Result for: 1: 0.7797427652733119\n",
      "Result for: 2: 0.7797427652733119\n",
      "Result for: 3: 0.7829581993569131\n",
      "Result for: 4: 0.797427652733119\n",
      "Result for: 5: 0.792604501607717\n",
      "Result for: 6: 0.7942122186495176\n",
      "Result for: 7: 0.7717041800643086\n",
      "Result for: 8: 0.7636655948553055\n",
      "Result for: 9: 0.7781350482315113\n",
      "Result for: 10: 0.7717041800643086\n",
      "Result for: 11: 0.7636655948553055\n",
      "Result for: 12: 0.7797427652733119\n",
      "Result for: 13: 0.7684887459807074\n",
      "Result for: 14: 0.77491961414791\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Testing different max_depth values\n",
    "\n",
    "accuracy_data = set()\n",
    "\n",
    "for i in range(1, 15):\n",
    "    model = DecisionTreeClassifier(max_depth=i)\n",
    "    model.fit(x_train, y_train)\n",
    "\n",
    "    predictions = model.predict(x_test)\n",
    "    results = accuracy_score(y_test, predictions)\n",
    "    accuracy_data.add(results)\n",
    "    print(f\"Result for: {i}: {results}\")\n",
    "\n",
    "# Showing the best results\n",
    "sb.lineplot(data=accuracy_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7829581993569131\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pred: No</th>\n",
       "      <th>Pred: Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Actual: No</th>\n",
       "      <td>321</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Actual: Yes</th>\n",
       "      <td>80</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Pred: No  Pred: Yes\n",
       "Actual: No        321         55\n",
       "Actual: Yes        80        166"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = DecisionTreeClassifier(max_depth=3)\n",
    "model.fit(x_train, y_train)\n",
    "\n",
    "predictions = model.predict(x_test)\n",
    "results = accuracy_score(y_test, predictions)\n",
    "print(results)\n",
    "\n",
    "pd.DataFrame(\n",
    "    confusion_matrix(y_test, predictions),\n",
    "    columns=[\"Pred: No\", \"Pred: Yes\"],\n",
    "    index=[\"Actual: No\", \"Actual: Yes\"],\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0.875, 'male <= 0.5\\n0.456\\n267\\n[173, 94]\\nDied'),\n",
       " Text(0.25, 0.625, 'Pclass <= 2.5\\n0.399\\n91\\n[25, 66]\\nSurvived'),\n",
       " Text(0.125, 0.375, 'Fare <= 26.875\\n0.12\\n47\\n[3, 44]\\nSurvived'),\n",
       " Text(0.0625, 0.125, '0.245\\n21\\n[3, 18]\\nSurvived'),\n",
       " Text(0.1875, 0.125, '0.0\\n26\\n[0, 26]\\nSurvived'),\n",
       " Text(0.375, 0.375, 'S <= 0.5\\n0.5\\n44\\n[22, 22]\\nDied'),\n",
       " Text(0.3125, 0.125, '0.32\\n15\\n[3, 12]\\nSurvived'),\n",
       " Text(0.4375, 0.125, '0.452\\n29\\n[19, 10]\\nDied'),\n",
       " Text(0.75, 0.625, 'Pclass <= 1.5\\n0.268\\n176\\n[148, 28]\\nDied'),\n",
       " Text(0.625, 0.375, 'Fare <= 30.598\\n0.488\\n38\\n[22, 16]\\nDied'),\n",
       " Text(0.5625, 0.125, '0.408\\n14\\n[4, 10]\\nSurvived'),\n",
       " Text(0.6875, 0.125, '0.375\\n24\\n[18, 6]\\nDied'),\n",
       " Text(0.875, 0.375, 'Age <= 10.0\\n0.159\\n138\\n[126, 12]\\nDied'),\n",
       " Text(0.8125, 0.125, '0.444\\n3\\n[1, 2]\\nSurvived'),\n",
       " Text(0.9375, 0.125, '0.137\\n135\\n[125, 10]\\nDied')]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plot_tree(\n",
    "    model,\n",
    "    feature_names=x_train.columns,\n",
    "    class_names=[\"Died\", \"Survived\"],\n",
    "    filled=True,\n",
    "    label=\"none\",\n",
    ")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}