DataAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing all the necessary library\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#loading the data monthwise\n",
    "#we have data from april14 to sep14\n",
    "apr14 = pd.read_csv('apr14.csv')\n",
    "may14 = pd.read_csv('may14.csv')\n",
    "jun14 = pd.read_csv('jun14.csv')\n",
    "jul14 = pd.read_csv('jul14.csv')\n",
    "aug14 = pd.read_csv('aug14.csv')\n",
    "sep14 = pd.read_csv('sep14.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#making copies of the data for analysis\n",
    "apr,may,jun,jul,aug,sep = apr14,may14,jun14,jul14,aug14,sep14\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Date/Time      Lat      Lon    Base\n",
      "0  4/1/2014 0:11:00  40.7690 -73.9549  B02512\n",
      "1  4/1/2014 0:17:00  40.7267 -74.0345  B02512\n",
      "2  4/1/2014 0:21:00  40.7316 -73.9873  B02512\n",
      "3  4/1/2014 0:28:00  40.7588 -73.9776  B02512\n",
      "4  4/1/2014 0:33:00  40.7594 -73.9722  B02512\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 564516 entries, 0 to 564515\n",
      "Data columns (total 4 columns):\n",
      "Date/Time    564516 non-null object\n",
      "Lat          564516 non-null float64\n",
      "Lon          564516 non-null float64\n",
      "Base         564516 non-null object\n",
      "dtypes: float64(2), object(2)\n",
      "memory usage: 17.2+ MB\n"
     ]
    }
   ],
   "source": [
    "#for checking how data is organized\n",
    "print(apr.head())\n",
    "apr.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Making Barplots Number of Trips VS Months"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "checking how many trips done in different month from apr to sep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = [apr,may,jun,jul,aug,sep]\n",
    "Y = [len(i) for i in X]\n",
    "X = ['apr','may','jun','jul','aug','sep']\n",
    "\n",
    "plt.bar(X,Y, align='center')\n",
    "plt.title('Total Trips in different Months')\n",
    "plt.xlabel('Months')\n",
    "plt.ylabel('Number of Trips')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preprocessing "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First converting Date/Time column into datetime Timestamp. Then seperating day, hour, month and weekday from the timestamp."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "final = pd.concat([apr,may,jun,jul,aug,sep],ignore_index=True)\n",
    "final['Date/Time'] = pd.to_datetime(final['Date/Time'])\n",
    "final = final.drop(['Lat','Lon'],axis=1)\n",
    "\n",
    "day = []\n",
    "hour = []\n",
    "Month = []\n",
    "weekday = []\n",
    "for i in range(len(final)):\n",
    "    x = final['Date/Time'][i]\n",
    "    day.append(x.day)\n",
    "    hour.append(x.hour)\n",
    "    Month.append(x.month)\n",
    "    weekday.append(x.weekday())\n",
    "final['day'] = day\n",
    "final['month'] = Month\n",
    "final['hour'] = hour\n",
    "final['weekday'] = weekday"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making Different Graphs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we are seperating our data into month and then by weekday using groupby method. Now we are doing this same method for all the graphs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekday = ['Mon','Tue','Wed','Thu','Fri','Sat','Sun']\n",
    "month = ['Apr','May','Jun','Jul','Aug','Sep']\n",
    "y = [len(final.groupby(['month']).get_group(i).groupby(['weekday']).get_group(j)) for i in range(4,10) for j in range(7) ]\n",
    "\n",
    "y = np.reshape(y,(6,7))\n",
    "Y = y.T\n",
    "\n",
    "x = np.array([1,2,3,4,5,6,7])\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(x-0.30, y[0], width=0.15, color='b', align='center')\n",
    "plt.bar(x-0.15, y[1], width=0.15, color='g', align='center')\n",
    "plt.bar(x, y[2], width=0.15, color='r', align='center')\n",
    "plt.bar(x+0.15,y[3], width=0.15, color='y', align='center')\n",
    "plt.bar(x+0.30,y[4], width=0.15, color='black', align='center')\n",
    "plt.bar(x+0.45,y[5], width=0.15, color='cyan', align='center')\n",
    "plt.yticks(size=30)\n",
    "plt.xticks(x,weekday,size=30) #xticks display value on our x-axis li\n",
    "#Legend is for displaying what color show what month in this particular graph\n",
    "plt.legend(month,ncol = 1,fontsize=20) #ncol=n for displaying our legend into to n number of columns\n",
    "plt.title('Trips By Month and Day',size=30)\n",
    "plt.xlabel('Weekday',size=30)\n",
    "plt.show()\n",
    "plt.figure(figsize=(20,10))\n",
    "ax=plt.subplot(122)\n",
    "plt.title('Heatmap of Weekday and month',size=30)\n",
    "plt.ylabel('Month',size=30)\n",
    "plt.xticks(size=20)\n",
    "plt.yticks(size=20)\n",
    "plt.xlabel('Weekday',size=30)\n",
    "\n",
    "sns.heatmap(y,xticklabels=weekday, yticklabels=month,linewidths=.5,ax = ax)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([1,2,3,4,5,6])\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(x-0.3,Y[0], width=0.1, color='cyan', align='center')\n",
    "plt.bar(x-0.2, Y[1], width=0.1, color='b', align='center')\n",
    "plt.bar(x-0.1, Y[2], width=0.1, color='g', align='center')\n",
    "plt.bar(x, Y[3], width=0.1, color='r', align='center')\n",
    "plt.bar(x+0.1,Y[4], width=0.1, color='y', align='center')\n",
    "plt.bar(x+0.2,Y[5], width=0.1, color='black', align='center')\n",
    "plt.bar(x+0.3,Y[6], width=0.1, color='purple', align='center')\n",
    "plt.yticks(size=30)\n",
    "plt.xticks(x,month,size=30)\n",
    "plt.legend(weekday,ncol = 1,fontsize=20)\n",
    "plt.title('Trips By Day and Month',size=30)\n",
    "plt.xlabel('Month',size=30)\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "ax=plt.subplot(122)\n",
    "plt.title('Heatmap of Month and Weekday',size=30)\n",
    "plt.ylabel('Weekday',size=30)\n",
    "plt.xticks(size=20)\n",
    "plt.yticks(size=20)\n",
    "plt.xlabel('Month',size=30)\n",
    "sns.heatmap(Y,xticklabels=month, yticklabels=weekday,linewidths=.5,ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [len(final.groupby(['month']).get_group(i).groupby(['hour']).get_group(j)) for i in range(4,10) for j in range(24) ]\n",
    "y = np.reshape(y,(6,24))\n",
    "Y = y.sum(axis=0)\n",
    "X = np.array(range(24))\n",
    "\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(X,Y)\n",
    "plt.yticks(size=20)\n",
    "plt.xticks(range(24),size=20)\n",
    "plt.xlabel('Hour',size=30)\n",
    "plt.ylabel('Total Trip',size=30)\n",
    "plt.title('Trips every hour',size=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we are appending value so we are summing all the previous value(Variable x1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array(range(24))\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(x, y[5], 0.8)\n",
    "plt.bar(x,y[4],0.8,bottom=y[5])\n",
    "x1=y[4]+y[5]\n",
    "plt.bar(x,y[3],0.8,bottom=x1)\n",
    "x1+=y[3]\n",
    "plt.bar(x,y[2],0.8,bottom=x1)\n",
    "x1+=y[2]\n",
    "plt.bar(x,y[1],0.8,bottom=x1)\n",
    "x1+=y[1]\n",
    "plt.bar(x,y[0],0.8,bottom=x1)\n",
    "plt.legend(['Sep','Aug','Jul','Jun','May','Apr'],ncol=2,fontsize=25)\n",
    "plt.xticks(range(24),size=25)\n",
    "plt.yticks(size=25)\n",
    "plt.xlabel('Hour',size=30)\n",
    "plt.ylabel('Trips',size=30)\n",
    "plt.title('Trips By Hour And Month',size=30)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [len(final.groupby(['day']).get_group(i)) for i in range(1,32) ]\n",
    "x = np.array(range(1,32))\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(x,y)\n",
    "plt.xticks(range(1,32),size=20)\n",
    "plt.yticks(size=20)\n",
    "plt.xlabel('Days',size=30)\n",
    "plt.ylabel('Trips',size=30)\n",
    "plt.title('Trips Everyday',size=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x =np.array(final['Base'])\n",
    "x1 = np.unique(x)\n",
    "y = [len(final.groupby(['Base']).get_group(i)) for i in x1 ]\n",
    "\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(x1,y)\n",
    "plt.xlabel('Bases',size=30)\n",
    "plt.ylabel('Trips',size=30)\n",
    "plt.xticks(size=20)\n",
    "plt.yticks(size=20)\n",
    "plt.title('Trips By Bases',size=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [len(final.groupby(['Base']).get_group(i).groupby(['month']).get_group(j)) for i in x1 for j in range(4,10) ]\n",
    "\n",
    "y = np.reshape(y,(5,6))\n",
    "x = np.array(range(5))\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(x-0.30, y[:,0], width=0.15, color='b', align='center')\n",
    "plt.bar(x-0.15, y[:,1], width=0.15, color='g', align='center')\n",
    "plt.bar(x, y[:,2], width=0.15, color='r', align='center')\n",
    "plt.bar(x+0.15,y[:,3], width=0.15, color='y', align='center')\n",
    "plt.bar(x+0.30,y[:,4], width=0.15, color='black', align='center')\n",
    "plt.bar(x+0.45,y[:,5], width=0.15, color='cyan', align='center')\n",
    "plt.xticks(x,x1,size=20)\n",
    "plt.xlabel('Base',size=30)\n",
    "plt.yticks(size=20)\n",
    "plt.ylabel('Trips',size=30)\n",
    "plt.legend(['Apr','May','Jun','Jul','Aug','Sep'],ncol = 1,fontsize=20)\n",
    "plt.title('Trips By Base and Month',size=30)\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "ax=plt.subplot(122)\n",
    "plt.title('Heatmap of Month and Base',size=30)\n",
    "plt.ylabel('Base',size=30)\n",
    "plt.xticks(size=20)\n",
    "plt.yticks(size=20)\n",
    "plt.xlabel('Month',size=30)\n",
    "\n",
    "sns.heatmap(y,xticklabels=month, yticklabels=x1,linewidths=.5,ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e9bb048>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [len(final.groupby(['Base']).get_group(i).groupby(['weekday']).get_group(j)) for i in x1 for j in range(7) ]\n",
    "y = np.reshape(y,(5,7))\n",
    "x = np.array(range(5))\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.bar(x-0.3,y[:,0], width=0.1, color='cyan', align='center')\n",
    "plt.bar(x-0.2, y[:,1], width=0.1, color='b', align='center')\n",
    "plt.bar(x-0.1, y[:,2], width=0.1, color='g', align='center')\n",
    "plt.bar(x, y[:,3], width=0.1, color='r', align='center')\n",
    "plt.bar(x+0.1,y[:,4], width=0.1, color='y', align='center')\n",
    "plt.bar(x+0.2,y[:,5], width=0.1, color='black', align='center')\n",
    "plt.bar(x+0.3,y[:,6], width=0.1, color='purple', align='center')\n",
    "plt.yticks(size=30)\n",
    "plt.xticks(x,x1,size=30)\n",
    "plt.legend(['Mon','Tue','Wed','Thu','Fri','Sat','Sun'],ncol = 1,fontsize=20)\n",
    "plt.title('Trips By Base and weekday',size=30)\n",
    "plt.xlabel('Month',size=30)\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "ax=plt.subplot(122)\n",
    "plt.title('Heatmap of Weekdays and Base',size=30)\n",
    "plt.ylabel('Base',size=30)\n",
    "plt.xticks(size=20)\n",
    "plt.yticks(size=20)\n",
    "plt.xlabel('Weekday',size=30)\n",
    "\n",
    "sns.heatmap(y,xticklabels=['Mon','Tue','Wed','Thu','Fri','Sat','Sun'], ax=ax,yticklabels=x1,linewidths=.5)"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}