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       "        </script>\n",
       "        "
      ]
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from catboost import CatBoostClassifier\n",
    "\n",
    "# Viz with Plotly\n",
    "from plotly.offline import init_notebook_mode, iplot\n",
    "init_notebook_mode(connected=True)\n",
    "import plotly.graph_objs as go\n",
    "import plotly_express as px\n",
    "\n",
    "# Seaborn and matplotlib\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = pd.read_csv('flight_delays_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>DayofMonth</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>DepTime</th>\n",
       "      <th>UniqueCarrier</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Dest</th>\n",
       "      <th>Distance</th>\n",
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       "      <td>c-8</td>\n",
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       "      <td>c-7</td>\n",
       "      <td>1934</td>\n",
       "      <td>AA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>DFW</td>\n",
       "      <td>732</td>\n",
       "      <td>N</td>\n",
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       "      <td>WN</td>\n",
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       "  Month DayofMonth DayOfWeek  DepTime UniqueCarrier Origin Dest  Distance  \\\n",
       "0   c-8       c-21       c-7     1934            AA    ATL  DFW       732   \n",
       "1   c-4       c-20       c-3     1548            US    PIT  MCO       834   \n",
       "2   c-9        c-2       c-5     1422            XE    RDU  CLE       416   \n",
       "3  c-11       c-25       c-6     1015            OO    DEN  MEM       872   \n",
       "4  c-10        c-7       c-6     1828            WN    MDW  OMA       423   \n",
       "\n",
       "  dep_delayed_15min  \n",
       "0                 N  \n",
       "1                 N  \n",
       "2                 N  \n",
       "3                 N  \n",
       "4                 Y  "
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     "execution_count": 89,
     "metadata": {},
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   "source": [
    "train_df.head()"
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  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df = pd.read_csv('flight_delays_test.csv')"
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  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
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     "metadata": {},
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   ],
   "source": [
    "# Check the target variable dep_delayed_15min\n",
    "trace = [go.Bar(\n",
    "            x = train_df['dep_delayed_15min'].value_counts().index.values,\n",
    "            y = train_df['dep_delayed_15min'].value_counts().values,\n",
    "            marker = dict(color='red', opacity=0.6)\n",
    "    )]\n",
    "\n",
    "\n",
    "layout = dict(title=\"Target variable '15 min Delay' distribution\", \n",
    "              margin=dict(l=100), \n",
    "              width=400, \n",
    "              height=400)\n",
    "\n",
    "fig = go.Figure(data=trace, layout=layout)\n",
    "\n",
    "iplot(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The target 15 mins delay(Y) has around 20k rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
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     "metadata": {},
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   ],
   "source": [
    "# Plot the UniqueCarrier wise frequency of flights\n",
    "trace = [go.Bar(\n",
    "            x = train_df['UniqueCarrier'].value_counts().index.values,\n",
    "            y = train_df['UniqueCarrier'].value_counts().values,\n",
    "            marker = dict(color='blue', opacity=0.6)\n",
    "    )]\n",
    "\n",
    "\n",
    "layout = dict(title=\"Carrier wise flight distribution\", \n",
    "              width=800, \n",
    "              height=400,\n",
    "                 xaxis=dict(title='Unique Carrier',tickmode='linear',tickangle=-45))\n",
    "\n",
    "fig = go.Figure(data=trace, layout=layout)\n",
    "\n",
    "iplot(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is lot of difference between the head and tail in the frequencies. If we plan to use this variable in our model, potentiialy we can see if we can merger a few of them together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
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\"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Carrier wise flight distribution by Delay\"}, \"xaxis\": {\"tickangle\": -45, \"title\": {\"text\": \"Unique Carrier\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
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       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
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       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "# Plot UniqueCarrier and Delay\n",
    "trace1 = go.Bar(\n",
    "            x = train_df[train_df['dep_delayed_15min'] == 'Y']['UniqueCarrier'].value_counts().index.values,\n",
    "            y = train_df[train_df['dep_delayed_15min'] == 'Y']['UniqueCarrier'].value_counts().values,\n",
    "            name='Yes',\n",
    "            marker=dict(color='red',opacity=0.6)\n",
    ")\n",
    "trace2 = go.Bar(\n",
    "            x = train_df[train_df['dep_delayed_15min'] == 'N']['UniqueCarrier'].value_counts().index.values,\n",
    "            y = train_df[train_df['dep_delayed_15min'] == 'N']['UniqueCarrier'].value_counts().values,\n",
    "            name='No',\n",
    "            marker=dict(color='grey',opacity=0.8)\n",
    ")\n",
    "\n",
    "data = [trace1, trace2]\n",
    "    \n",
    "layout = go.Layout(title=\"Carrier wise flight distribution by Delay\",\n",
    "    xaxis=dict(title='Unique Carrier',tickangle=-45),\n",
    "    barmode='group'\n",
    ")\n",
    "\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "iplot(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
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     "metadata": {},
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   ],
   "source": [
    "# Plot the Distance variable\n",
    "data = [go.Histogram(x=train_df['Distance'])]\n",
    "iplot(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are quite a few outliers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
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       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('544efe68-cbe5-4de3-a296-64c7780960e5');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the histogram of Distance with Delay\n",
    "trace1 = go.Histogram(\n",
    "    x=train_df[train_df['dep_delayed_15min'] == 'Y']['Distance'],\n",
    "    name='Yes',\n",
    "    marker=dict(color='red',opacity=0.6)\n",
    ")\n",
    "trace2 = go.Histogram(\n",
    "    x=train_df[train_df['dep_delayed_15min'] == 'N']['Distance'],\n",
    "    name='No',\n",
    "    marker=dict(color='blue',opacity=0.2)\n",
    ")\n",
    "\n",
    "data = [trace1, trace2]\n",
    "layout = go.Layout(title=\"Distance travelled and Delay\",\n",
    "                   barmode='overlay')\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "iplot(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observe less delays in long distance flights."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Create new features**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ['Month', 'DayofMonth', 'DayOfWeek']:\n",
    "    train_df[col] = train_df[col].apply(lambda x: x.split('-')[1]).astype(np.int32) - 1\n",
    "\n",
    "for col in ['Month', 'DayofMonth', 'DayOfWeek']:\n",
    "    test_df[col] = test_df[col].apply(lambda x: x.split('-')[1]).astype(np.int32) - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
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    "train_df['flight'] = train_df['Origin'] + '-->' + train_df['Dest']\n",
    "test_df['flight'] = test_df['Origin'] + '-->' + test_df['Dest']\n",
    "\n",
    "train_df['hour'] = train_df['DepTime'] // 100\n",
    "train_df.loc[train_df['hour'] == 24, 'hour'] = 0\n",
    "train_df.loc[train_df['hour'] == 25, 'hour'] = 1\n",
    "train_df['minute'] = train_df['DepTime'] % 100\n",
    "test_df['hour'] = test_df['DepTime'] // 100\n",
    "test_df.loc[test_df['hour'] == 24, 'hour'] = 0\n",
    "test_df.loc[test_df['hour'] == 25, 'hour'] = 1\n",
    "test_df['minute'] = test_df['DepTime'] % 100\n",
    "\n",
    "train_df['UniqueCarrier_x'] = ((train_df['UniqueCarrier'].isin(['EV','WN', 'MQ']))).astype('str')\n",
    "test_df['UniqueCarrier_x'] = ((test_df['UniqueCarrier'].isin(['EV', 'WN', 'MQ']))).astype('str')\n",
    "\n",
    "train_df['Origin_x'] = ((train_df['Origin'].isin(['ATL', 'EWR', 'ORD', 'MDW', 'PHL']))).astype('str')\n",
    "test_df['Origin_x'] = ((test_df['Origin'].isin(['ATL', 'EWR', 'ORD', 'MDW', 'PHL']))).astype('str')\n",
    "\n",
    "train_df['Dest_x'] = ((train_df['Dest'].isin(['EWR', 'ATL', 'LGA', 'ORD']))).astype('str')\n",
    "test_df['Dest_x'] = ((test_df['Dest'].isin(['EWR', 'ATL', 'LGA', 'ORD']))).astype('str')\n",
    "\n",
    "train_df['month_x'] = ((train_df['Month'].isin([6, 7, 12]))).astype('str')\n",
    "test_df['month_x'] = ((test_df['Month'].isin([6, 7, 12]))).astype('str')\n",
    "\n",
    "train_df['DayOfWeek_x'] = ((train_df['DayOfWeek'].isin([4, 5]))).astype('str')\n",
    "test_df['DayOfWeek_x'] = ((test_df['DayOfWeek'].isin([4, 5]))).astype('str')\n",
    "\n",
    "train_df['DayofMonth_x'] = ((train_df['DayofMonth'] >= 15) & (train_df['DayofMonth'] < 28)).astype('str')\n",
    "test_df['DayofMonth_x'] = ((test_df['DayofMonth'] >= 15) & (test_df['DayofMonth'] < 28)).astype('str')"
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  {
   "cell_type": "code",
   "execution_count": 99,
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       "      <th>dep_delayed_15min</th>\n",
       "      <th>N</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "dep_delayed_15min    N    Y\n",
       "hour                       \n",
       "0                  145  186\n",
       "1                   30   52\n",
       "2                   15   12\n",
       "3                    3    5\n",
       "4                   35    3"
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           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Departure Hour and Delay"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -1.3476628017209946,
          24.347662801720993
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -447.69745222929936,
          6606.697452229299
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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\"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Departure Hour and Delay\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('a1758b35-dd8d-4245-9575-06e9f4a83c09');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the departure hour and the delay\n",
    "trace0 = go.Scatter(\n",
    "    x = df_t.index,\n",
    "    y = df_t['N'],\n",
    "    mode = 'lines+markers',\n",
    "    name = 'No Delay'\n",
    ")\n",
    "trace1 = go.Scatter(\n",
    "    x = df_t.index,\n",
    "    y = df_t['Y'],\n",
    "    #mode = 'markers',\n",
    "    mode = 'lines+markers',\n",
    "    name = 'Delays'\n",
    ")\n",
    "data = [trace0, trace1]\n",
    "layout = go.Layout(title=\"Departure Hour and Delay\")\n",
    "\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "\n",
    "iplot(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df['minute'] = train_df['minute'].astype(str) \n",
    "test_df['minute'] = test_df['minute'].astype(str) \n",
    "\n",
    "train_df['minute'] = np.where(train_df['minute'].str.len() < 2, '0' + train_df['minute'], train_df['minute'])\n",
    "train_df['minute'] = train_df['minute'].str[:1]\n",
    "test_df['minute'] = np.where(test_df['minute'].str.len() < 2, '0' + test_df['minute'], test_df['minute'])\n",
    "test_df['minute'] = test_df['minute'].str[:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Changing types\n",
    "train_df['hour'] = train_df['hour'].astype(str) \n",
    "test_df['hour'] = test_df['hour'].astype(str) \n",
    "train_df['Month'] = train_df['Month'].astype(str) \n",
    "test_df['Month'] = test_df['Month'].astype(str) \n",
    "train_df['DayOfWeek'] = train_df['DayOfWeek'].astype(str) \n",
    "test_df['DayOfWeek'] = test_df['DayOfWeek'].astype(str) \n",
    "train_df['DayofMonth'] = train_df['DayofMonth'].astype(str) \n",
    "test_df['DayofMonth'] = test_df['DayofMonth'].astype(str) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adding more new features\n",
    "train_df['Origin_Dest_Uniq'] = train_df['Origin_x'] + '-->' +train_df['Dest_x'] + '-->' +train_df['UniqueCarrier_x']\n",
    "test_df['Origin_Dest_Uniq'] = test_df['Origin_x'] + '-->' +test_df['Dest_x'] + '-->' +test_df['UniqueCarrier_x']\n",
    "\n",
    "train_df['Origin_hours'] = train_df['Origin_x'] + '-->' +train_df['hour']\n",
    "test_df['Origin_hours'] = test_df['Origin_x'] + '-->' +test_df['hour']\n",
    "\n",
    "train_df['Origin_uniqueCarrier'] = train_df['Origin_x'] + '-->' +train_df['UniqueCarrier_x']\n",
    "test_df['Origin_uniqueCarrier'] = test_df['Origin_x'] + '-->' +test_df['UniqueCarrier_x']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Throw out similar features \n",
    "train_df = train_df.drop('Origin_x', axis=1)\n",
    "train_df = train_df.drop('Dest_x', axis=1)\n",
    "train_df = train_df.drop('UniqueCarrier_x', axis=1)\n",
    "train_df = train_df.drop('month_x', axis=1)\n",
    "train_df = train_df.drop('DayOfWeek_x', axis=1)\n",
    "train_df = train_df.drop('DepTime', axis=1)\n",
    "\n",
    "test_df = test_df.drop('Origin_x', axis=1)\n",
    "test_df = test_df.drop('Dest_x', axis=1)\n",
    "test_df = test_df.drop('UniqueCarrier_x', axis=1)\n",
    "test_df = test_df.drop('month_x', axis=1)\n",
    "test_df = test_df.drop('DayOfWeek_x', axis=1)\n",
    "test_df = test_df.drop('DepTime', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "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>Month</th>\n",
       "      <th>DayofMonth</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>UniqueCarrier</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Dest</th>\n",
       "      <th>Distance</th>\n",
       "      <th>dep_delayed_15min</th>\n",
       "      <th>flight</th>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "      <th>DayofMonth_x</th>\n",
       "      <th>Origin_Dest_Uniq</th>\n",
       "      <th>Origin_hours</th>\n",
       "      <th>Origin_uniqueCarrier</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>AA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>DFW</td>\n",
       "      <td>732</td>\n",
       "      <td>N</td>\n",
       "      <td>ATL--&gt;DFW</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>True--&gt;False--&gt;False</td>\n",
       "      <td>True--&gt;19</td>\n",
       "      <td>True--&gt;False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>US</td>\n",
       "      <td>PIT</td>\n",
       "      <td>MCO</td>\n",
       "      <td>834</td>\n",
       "      <td>N</td>\n",
       "      <td>PIT--&gt;MCO</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "      <td>False--&gt;False--&gt;False</td>\n",
       "      <td>False--&gt;15</td>\n",
       "      <td>False--&gt;False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>XE</td>\n",
       "      <td>RDU</td>\n",
       "      <td>CLE</td>\n",
       "      <td>416</td>\n",
       "      <td>N</td>\n",
       "      <td>RDU--&gt;CLE</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>False--&gt;False--&gt;False</td>\n",
       "      <td>False--&gt;14</td>\n",
       "      <td>False--&gt;False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>OO</td>\n",
       "      <td>DEN</td>\n",
       "      <td>MEM</td>\n",
       "      <td>872</td>\n",
       "      <td>N</td>\n",
       "      <td>DEN--&gt;MEM</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False--&gt;False--&gt;False</td>\n",
       "      <td>False--&gt;10</td>\n",
       "      <td>False--&gt;False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>WN</td>\n",
       "      <td>MDW</td>\n",
       "      <td>OMA</td>\n",
       "      <td>423</td>\n",
       "      <td>Y</td>\n",
       "      <td>MDW--&gt;OMA</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>True--&gt;False--&gt;True</td>\n",
       "      <td>True--&gt;18</td>\n",
       "      <td>True--&gt;True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Month DayofMonth DayOfWeek UniqueCarrier Origin Dest  Distance  \\\n",
       "0     7         20         6            AA    ATL  DFW       732   \n",
       "1     3         19         2            US    PIT  MCO       834   \n",
       "2     8          1         4            XE    RDU  CLE       416   \n",
       "3    10         24         5            OO    DEN  MEM       872   \n",
       "4     9          6         5            WN    MDW  OMA       423   \n",
       "\n",
       "  dep_delayed_15min     flight hour minute DayofMonth_x  \\\n",
       "0                 N  ATL-->DFW   19      3         True   \n",
       "1                 N  PIT-->MCO   15      4         True   \n",
       "2                 N  RDU-->CLE   14      2        False   \n",
       "3                 N  DEN-->MEM   10      1         True   \n",
       "4                 Y  MDW-->OMA   18      2        False   \n",
       "\n",
       "        Origin_Dest_Uniq Origin_hours Origin_uniqueCarrier  \n",
       "0   True-->False-->False    True-->19         True-->False  \n",
       "1  False-->False-->False   False-->15        False-->False  \n",
       "2  False-->False-->False   False-->14        False-->False  \n",
       "3  False-->False-->False   False-->10        False-->False  \n",
       "4    True-->False-->True    True-->18          True-->True  "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Month                   object\n",
       "DayofMonth              object\n",
       "DayOfWeek               object\n",
       "UniqueCarrier           object\n",
       "Origin                  object\n",
       "Dest                    object\n",
       "Distance                 int64\n",
       "dep_delayed_15min       object\n",
       "flight                  object\n",
       "hour                    object\n",
       "minute                  object\n",
       "DayofMonth_x            object\n",
       "Origin_Dest_Uniq        object\n",
       "Origin_hours            object\n",
       "Origin_uniqueCarrier    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Remember indexes of categorical features (to be passed to CatBoost)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  7,  8,  9, 10, 11, 12, 13], dtype=int64)"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categ_feat_idx = np.where(train_df.drop('dep_delayed_15min', axis=1).dtypes == 'object')[0]\n",
    "categ_feat_idx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Allocate a hold-out set (a.k.a. a validation set) to validate the model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = train_df.drop('dep_delayed_15min', axis=1).values\n",
    "y_train = train_df['dep_delayed_15min'].map({'Y': 1, 'N': 0}).values\n",
    "X_test = test_df.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_part, X_valid, y_train_part, y_valid = train_test_split(X_train, y_train, \n",
    "                                                                test_size=0.3, \n",
    "                                                                random_state=17)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Train Catboost with default arguments, passing only the indexes of categorical features.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "ctb = CatBoostClassifier(task_type=\"GPU\", random_seed=17, silent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1min 1s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<catboost.core.CatBoostClassifier at 0x137d49b4d30>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "ctb.fit(X_train_part, y_train_part,\n",
    "        cat_features=categ_feat_idx);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "ctb_valid_pred = ctb.predict_proba(X_valid)[:, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We got some 0.806 ROC AUC on the hold-out set.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8060379148002353"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roc_auc_score(y_valid, ctb_valid_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Train on the whole train set, make prediction on the test set.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1min 5s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<catboost.core.CatBoostClassifier at 0x137d49b4d30>"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "ctb.fit(X_train, y_train,\n",
    "        cat_features=categ_feat_idx);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "ctb_test_pred = ctb.predict_proba(X_test)[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "    \n",
    "    sample_sub = pd.read_csv('sample_submission.csv', \n",
    "                             index_col='id')\n",
    "    sample_sub['dep_delayed_15min'] = ctb_test_pred\n",
    "    sample_sub.to_csv('flight_delay_ctb.csv')"
   ]
  }
 ],
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