Finding Heavy Traffic Indicators on I-94.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Heavy traffic indicators on I-94\n",
    " Using the dataset of I-94 Interstate highway we are going to look at the factors that causes slowness in traffic in this notebook . Data is <a href=\"https://archive.ics.uci.edu/ml/datasets/Metro+Interstate+Traffic+Volume\">here</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 48204 entries, 0 to 48203\n",
      "Data columns (total 9 columns):\n",
      " #   Column               Non-Null Count  Dtype  \n",
      "---  ------               --------------  -----  \n",
      " 0   holiday              48204 non-null  object \n",
      " 1   temp                 48204 non-null  float64\n",
      " 2   rain_1h              48204 non-null  float64\n",
      " 3   snow_1h              48204 non-null  float64\n",
      " 4   clouds_all           48204 non-null  int64  \n",
      " 5   weather_main         48204 non-null  object \n",
      " 6   weather_description  48204 non-null  object \n",
      " 7   date_time            48204 non-null  object \n",
      " 8   traffic_volume       48204 non-null  int64  \n",
      "dtypes: float64(3), int64(2), object(4)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "traffic = pd.read_csv('Metro_Interstate_Traffic_Volume.csv')\n",
    "traffic.info(verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    48204.000000\n",
      "mean      3259.818355\n",
      "std       1986.860670\n",
      "min          0.000000\n",
      "25%       1193.000000\n",
      "50%       3380.000000\n",
      "75%       4933.000000\n",
      "max       7280.000000\n",
      "Name: traffic_volume, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "traffic['traffic_volume'].hist()\n",
    "plt.grid(False)\n",
    "print(traffic['traffic_volume'].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "traffic['dt_time']=pd.to_datetime(traffic['date_time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "traffic['dt_hr']= traffic['dt_time'].dt.hour"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Traffic : Split to day and night"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "traffic['day_or_night'] = 'night'\n",
    "traffic.loc[(traffic.dt_hr>=7) & (traffic.dt_hr<=19),'day_or_night'] = 'day'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "xlim1 = traffic.loc[:,'traffic_volume'].min()\n",
    "xlim2 = traffic.loc[:,'traffic_volume'].max()\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.subplot(1,2,1)\n",
    "traffic.loc[(traffic.day_or_night=='day')].traffic_volume.plot.hist()\n",
    "plt.xlim(xlim1,xlim2)\n",
    "plt.title('Traffic volume Frequency (Day)')\n",
    "plt.xlabel('Traffic volume')\n",
    "plt.subplot(1,2,2)\n",
    "traffic.loc[(traffic.day_or_night=='night')].traffic_volume.plot.hist()\n",
    "plt.title('Traffic volume Frequency (Night)')\n",
    "plt.xlabel('Traffic volume')\n",
    "plt.xlim(xlim1,xlim2)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. It can be observed that the traffic volume between 4000 to 6000 has maximum frequency during the day and during the night the traffic volume has maximum frequency less than 1000\n",
    "2. The traffic volume frequency is partially symmetric during the day and right skewed during night"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Traffic by month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "month\n",
       "1     4385.217310\n",
       "2     4593.187798\n",
       "3     4761.529676\n",
       "4     4771.232816\n",
       "5     4788.966639\n",
       "6     4791.087488\n",
       "7     4502.628360\n",
       "8     4818.434690\n",
       "9     4755.709916\n",
       "10    4809.481678\n",
       "11    4588.910486\n",
       "12    4276.567081\n",
       "Name: traffic_volume, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "day = traffic[traffic.day_or_night=='day'].copy()\n",
    "day['month'] = pd.to_datetime(day.date_time).dt.month\n",
    "by_month = day.groupby('month').mean()\n",
    "by_month['traffic_volume']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fba48b34580>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "by_month['traffic_volume'].plot.line()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. The volume is consistently high between March and October excpet during the month of July.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dayofweek\n",
       "0    4746.208029\n",
       "1    5036.062431\n",
       "2    5141.231163\n",
       "3    5163.688063\n",
       "4    5161.533588\n",
       "5    3884.065668\n",
       "6    3410.368091\n",
       "Name: traffic_volume, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "day = traffic[traffic.day_or_night=='day'].copy()\n",
    "\n",
    "day['dayofweek'] = pd.to_datetime(day['date_time']).dt.dayofweek\n",
    "by_dayofweek = day.groupby('dayofweek').mean()\n",
    "by_dayofweek['traffic_volume']  # 0 is Monday, 6 is Sunday"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fba4458cf70>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "by_dayofweek['traffic_volume'].plot.line()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Volume drops on Sat and Sunday"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "day['hour'] = pd.to_datetime(day['date_time']).dt.hour\n",
    "bussiness_days = day.copy()[day['dayofweek'] <= 4] # 4 == Friday\n",
    "weekend = day.copy()[day['dayofweek'] >= 5] # 5 == Saturday\n",
    "by_hour_business = bussiness_days.groupby('hour').mean()\n",
    "by_hour_weekend = weekend.groupby('hour').mean()\n",
    "\n",
    "# print(by_hour_business['traffic_volume'])\n",
    "# print(by_hour_weekend['traffic_volume'])\n",
    "import matplotlib.pyplot as plt\n",
    "ylim1 = 0\n",
    "ylim2 = max(by_hour_weekend['traffic_volume'].max(),by_hour_business['traffic_volume'].max())+50\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.subplot(1,2,1)\n",
    "by_hour_business['traffic_volume'].plot.line()\n",
    "plt.title('Business hours')\n",
    "plt.ylim(ylim1,ylim2)\n",
    "plt.subplot(1,2,2)\n",
    "by_hour_weekend['traffic_volume'].plot.line()\n",
    "plt.title('Weekend hours')\n",
    "plt.ylim(ylim1,ylim2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Max peak traffic volume is at 7 am and 4 pm for business days and it drops after 4 pm \n",
    "2. Weekend traffic volume is peak from 12 pm to 4 pm \n",
    "3. Overall traffic volume is higher during business days than weekends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['holiday', 'temp', 'rain_1h', 'snow_1h', 'clouds_all', 'weather_main',\n",
       "       'weather_description', 'date_time', 'traffic_volume', 'dt_time',\n",
       "       'dt_hr', 'day_or_night'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traffic.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation\n",
      "Temperature :  0.13\n",
      "Rain 1h :  0.0\n",
      "Temperature :  0.0\n",
      "Temperature :  0.07\n"
     ]
    }
   ],
   "source": [
    "print('Correlation')\n",
    "print('Temperature : ',round(traffic['traffic_volume'].corr(traffic['temp']),2))\n",
    "print('Rain 1h : ',round(traffic['traffic_volume'].corr(traffic['rain_1h']),2))\n",
    "print('Temperature : ',round(traffic['traffic_volume'].corr(traffic['snow_1h']),2))\n",
    "print('Temperature : ',round(traffic['traffic_volume'].corr(traffic['clouds_all']),2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "by_weather_main = day.groupby('weather_main').mean()\n",
    "by_weather_description = day.groupby('weather_description').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>temp</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>traffic_volume</th>\n",
       "      <th>dt_hr</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weather_main</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Clear</th>\n",
       "      <td>283.884100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.676447</td>\n",
       "      <td>4661.666879</td>\n",
       "      <td>12.958539</td>\n",
       "      <td>3.143518</td>\n",
       "      <td>12.958539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clouds</th>\n",
       "      <td>282.971967</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.700890</td>\n",
       "      <td>4746.375927</td>\n",
       "      <td>13.386734</td>\n",
       "      <td>2.999894</td>\n",
       "      <td>13.386734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drizzle</th>\n",
       "      <td>284.432372</td>\n",
       "      <td>0.168234</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>84.781609</td>\n",
       "      <td>4712.699060</td>\n",
       "      <td>12.825496</td>\n",
       "      <td>2.921630</td>\n",
       "      <td>12.825496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fog</th>\n",
       "      <td>277.378271</td>\n",
       "      <td>0.157739</td>\n",
       "      <td>0.001356</td>\n",
       "      <td>66.281915</td>\n",
       "      <td>4298.933511</td>\n",
       "      <td>10.648936</td>\n",
       "      <td>2.827128</td>\n",
       "      <td>10.648936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haze</th>\n",
       "      <td>275.726381</td>\n",
       "      <td>0.060947</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63.916667</td>\n",
       "      <td>4545.434932</td>\n",
       "      <td>12.780822</td>\n",
       "      <td>2.748858</td>\n",
       "      <td>12.780822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mist</th>\n",
       "      <td>279.342164</td>\n",
       "      <td>0.249371</td>\n",
       "      <td>0.000778</td>\n",
       "      <td>75.518370</td>\n",
       "      <td>4530.901782</td>\n",
       "      <td>11.527828</td>\n",
       "      <td>2.903601</td>\n",
       "      <td>11.527828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rain</th>\n",
       "      <td>287.172515</td>\n",
       "      <td>3.690371</td>\n",
       "      <td>0.000268</td>\n",
       "      <td>75.771069</td>\n",
       "      <td>4686.953503</td>\n",
       "      <td>13.167904</td>\n",
       "      <td>2.905392</td>\n",
       "      <td>13.167904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Smoke</th>\n",
       "      <td>292.530000</td>\n",
       "      <td>0.810769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.307692</td>\n",
       "      <td>4447.307692</td>\n",
       "      <td>13.615385</td>\n",
       "      <td>2.230769</td>\n",
       "      <td>13.615385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Snow</th>\n",
       "      <td>268.052688</td>\n",
       "      <td>0.013233</td>\n",
       "      <td>0.001648</td>\n",
       "      <td>80.945478</td>\n",
       "      <td>4295.594612</td>\n",
       "      <td>12.614496</td>\n",
       "      <td>2.756895</td>\n",
       "      <td>12.614496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Squall</th>\n",
       "      <td>296.730000</td>\n",
       "      <td>1.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>4211.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderstorm</th>\n",
       "      <td>293.542455</td>\n",
       "      <td>1.114671</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>73.742515</td>\n",
       "      <td>4512.479042</td>\n",
       "      <td>13.323353</td>\n",
       "      <td>2.932136</td>\n",
       "      <td>13.323353</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    temp   rain_1h   snow_1h  clouds_all  traffic_volume  \\\n",
       "weather_main                                                               \n",
       "Clear         283.884100  0.000000  0.000000    1.676447     4661.666879   \n",
       "Clouds        282.971967  0.000000  0.000000   62.700890     4746.375927   \n",
       "Drizzle       284.432372  0.168234  0.000000   84.781609     4712.699060   \n",
       "Fog           277.378271  0.157739  0.001356   66.281915     4298.933511   \n",
       "Haze          275.726381  0.060947  0.000000   63.916667     4545.434932   \n",
       "Mist          279.342164  0.249371  0.000778   75.518370     4530.901782   \n",
       "Rain          287.172515  3.690371  0.000268   75.771069     4686.953503   \n",
       "Smoke         292.530000  0.810769  0.000000   49.307692     4447.307692   \n",
       "Snow          268.052688  0.013233  0.001648   80.945478     4295.594612   \n",
       "Squall        296.730000  1.020000  0.000000   75.000000     4211.000000   \n",
       "Thunderstorm  293.542455  1.114671  0.000000   73.742515     4512.479042   \n",
       "\n",
       "                  dt_hr  dayofweek       hour  \n",
       "weather_main                                   \n",
       "Clear         12.958539   3.143518  12.958539  \n",
       "Clouds        13.386734   2.999894  13.386734  \n",
       "Drizzle       12.825496   2.921630  12.825496  \n",
       "Fog           10.648936   2.827128  10.648936  \n",
       "Haze          12.780822   2.748858  12.780822  \n",
       "Mist          11.527828   2.903601  11.527828  \n",
       "Rain          13.167904   2.905392  13.167904  \n",
       "Smoke         13.615385   2.230769  13.615385  \n",
       "Snow          12.614496   2.756895  12.614496  \n",
       "Squall        14.000000   2.000000  14.000000  \n",
       "Thunderstorm  13.323353   2.932136  13.323353  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "by_weather_main"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fba445547f0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "by_weather_main['traffic_volume'].plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fba445ca1f0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "by_weather_description['traffic_volume'].sort_values(ascending=False).plot.barh(figsize=(5,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Traffic exceeds 5000 for proximity thunderstorm with drizzle,shower snow and light rain & snow "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}