211089_SUVRAT_A1_Q2_PART_1&2.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/suvratp21/Introduction-to-Deep-Learning-and-its-Applications/blob/main/211089_SUVRAT_A1_Q2_PART_1%262.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4ES7GuUrNu-q"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "df=pd.read_csv('House_prediction.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4mw9LPW2Nu-s",
        "outputId": "63bbcb68-afdd-465a-b823-22d7c8323560"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                      area     rooms  bathroom  parking spaces     hoa (R$)  \\\n",
            "city                                                                          \n",
            "Belo Horizonte  207.411765  3.020668  2.402226        1.955485  2324.197138   \n",
            "Campinas        137.561547  2.355217  1.960141        1.558030   628.922626   \n",
            "Porto Alegre    103.609388  2.140821  1.725901        1.044426   491.618609   \n",
            "Rio de Janeiro  105.347768  2.243837  1.756163        0.744171  1079.432378   \n",
            "São Paulo       158.899439  2.558859  2.467641        1.877527  1169.627994   \n",
            "\n",
            "                rent amount (R$)  property tax (R$)  fire insurance (R$)  \\\n",
            "city                                                                       \n",
            "Belo Horizonte       3664.127981         272.782194            53.675676   \n",
            "Campinas             2364.290739         147.657679            32.388042   \n",
            "Porto Alegre         2337.699916         124.021794            36.425817   \n",
            "Rio de Janeiro       3232.904064         256.853431            42.483011   \n",
            "São Paulo            4652.793783         495.701716            62.428911   \n",
            "\n",
            "                 total (R$)  \n",
            "city                         \n",
            "Belo Horizonte  6315.242448  \n",
            "Campinas        3173.276671  \n",
            "Porto Alegre    2989.782900  \n",
            "Rio de Janeiro  4611.684877  \n",
            "São Paulo       6380.831833  \n"
          ]
        }
      ],
      "source": [
        "df1=df.groupby('city').mean()\n",
        "print(df1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SXy4voAaNu-t",
        "outputId": "9985d69a-6099-402d-8810-a9b116999cca"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Average Area')"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,0])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"Average Area\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rRi6DQXDNu-t",
        "outputId": "d2fd98dc-bf29-4191-a2a0-a21bf6cd1a9a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Average Rooms')"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,1])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"Average Rooms\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "z454hiMVNu-u",
        "outputId": "36b9bd1e-6aa8-4f46-ad1c-ac17c0a1ded9"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Average Bathroom')"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,2])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"Average Bathroom\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_rpBgTMaNu-u",
        "outputId": "8ac80ba7-9e91-4b6c-b803-302d409e5e49"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Parking Spaces')"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,3])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"Parking Spaces\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-Sx_Q32aNu-v",
        "outputId": "2614b751-3b0a-4619-86e7-9535da8bb2e3"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'HOA')"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,4])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"HOA\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-LVJAEZ_Nu-v",
        "outputId": "f45bc592-2d6b-40d1-b9fd-43fe998fbd9f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'RENT AMOUNT')"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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ga8CngAHADcDxRDzUM6GZmVkraZxQpLcB44FjgDWAh0iJ5IaeDc3MzFpJo+tQPks6yP4O4CngKOAS0q14zczM3tKoh/J90nGSmcA5pKFaDkENLktJ93c3M7N+pMoxFAEjgO9WrBuAE4qZWT/TKKF4LC8zM6vEg0OamVkRvh+KmZkV0XVCkTZGWqtya6n+9ssalJmZtZ5GPZTHgM8vUSJ9BuneTuofAtxcIC4zM2sxjRKKWHro+ncCW/ZMOGZm1qp8DMXMzIpwQjEzsyKcUMzMrAgnFDMzK6JKQvFAkGZm1lCVsbyOQaq9t/wgAKRZdeoOWvaQzMysFVVJKIOonyjaOqnvHo2ZWT/UKKEM75UozMys5TUaHHJ2Ty5c0kRgb+DZiNg8l60L/IzUA3oc2D8i5ksSaQj9vYBXgbERcW+eZwzw5dzsaRFxSU/GbWZmSyt/lpc0pInak4A9OpSNB26MiBHAjfk1wJ6k+7KMAMYB56XFaV3SXSU/CGwDnCxpne6Gb2Zm3VMuoUhrI30d+HPVWSLiVuCFDsX7AO09jEuAfWvKL43k98AgSRsAuwOTI+KFiJgPTGbpJGVmZj2sykF5kN4FbA28CdxFxDM101YDjgG+AKxD2h21LNaPiKfy86eB9fPzocATNfWezGWdlddZDY0j9W7YeOONlzFMMzOr1biHIp1N6nVcAfwSeBzpiDxtR+BR4DRgDdIxjn8oFVxEBAXPGouI8yNiVESMGjKkmT1zZmbWSNc9lHSw+yhgETAjl24KnI30CvBDYEB+PI2IuQViekbSBhHxVN6l9WwunwMMq6m3US6bA+zYoXxKgTjMzKwJjXooY4E3gI8QsTnpTKydgYXARaRdUu8n4ohCyQTgamBMfj4GuKqm/D+UfAh4Ke8aux7YTdI6+WD8brnMzMx6UaNjKFsAVxIx9a2SiFuRfgmMBg4l4qHuLlzST0m9i8GSniSdrXU6cLmkw4DZwP65+nWkU4Znko7THJLCiRckfRW4O9c7NSI6Hug3M7Me1iihrE36Ae/oT/lxap1plUXEQZ1M2qVO3QCO7KSdicDEZYnFzMyWTaNdXiuRzuzqKJVFvFY6IDMza00ebdjMzIqoch3KBKQJdadIC+uUBhHVrm8xM7MVRpUffjXZZrP1zcxsBdBocEjf0dHMzCpxwjAzsyKcUMzMrAgnFDMzK8IJxczMinBCMTOzIpxQzMysCCcUMzMrwgnFzMyKcEIxM7MinFDMzKwIJxQzMyvCCcXMzIpwQjEzsyKcUMzMrAgnFDMzK8IJxczMinBCMTOzIpxQzMysCCcUMzMrwgnFzMyKcEIxM7MinFDMzKwIJxQzMyvCCcXMzIpwQjEzsyKcUMzMrAgnFDMzK8IJxczMinBCMTOzIpxQzMysCCcUMzMrYoVKKJL2kPSopJmSxvd1PGZm/ckKk1AkDQC+B+wJjAQOkjSyb6MyM+s/VpiEAmwDzIyIWRHxBnAZsE8fx2Rm1m8oIvo6hiIkjQb2iIhP59cHAx+MiKNq6owDxuWX7wUe7fVAmzMYeK6vg+gj/XndoX+vf39ed1j+1/9dETGk3oSBvR1JX4qI84Hz+zqOqiRNi4hRfR1HX+jP6w79e/3787pDa6//irTLaw4wrOb1RrnMzMx6wYqUUO4GRkgaLmkV4EDg6j6Oycys31hhdnlFxAJJRwHXAwOAiRExvY/DWlYts3uuB/TndYf+vf79ed2hhdd/hTkob2ZmfWtF2uVlZmZ9yAnFzMyKcEKpIWmhpPslPSDpXkn/XGGel5tcxssdXo+VdG6TbXy85NAykgZJOqIb871T0mWS/izpHknXSdqkVFwdlrWhpJ/3RNsNltv+nXhY0hWS1mhi3q0k7dXN5Z4laY6klWrKmv6udGO5tev7K0mDcvkyvf+SJuVrxarWnyDpC91dXhft3lGgjZMkTZf0YH6vPpjLN5N0W37fjm6yzQn5825/7z/ezdh65H2rygllSa9FxFYRsSVwIvCNvg6oI0kDI+LqiDi9YLODgKYSiiQBVwJTIuLdEbE16T1bv2Bcb4mIuRFR+QepoPbvxObAG8Bnq8wkaSCwFdB0QslJZD/gCWCHZuev0L5qE1UHtev7AnAk9On7X1RELLWRmD+rSiRtC+wNvD8itgB2JX1ORMT0iPhIRHwsIs7uRnhnRsRWwCeAiV18Rsutlgu4F60FzG9/Iel4SXfnrZJTOlbO/6TfylsXD0k6oNkFSmqTdFNexo2SNs7lkyT9QNKdwBm1W6p5i6b97zVJO0haV9Ivczu/l7RFrjtB0kRJUyTNqtmKOh14d27jW1XWF9gJeDMiftBeEBEPAPfl2O/N78M+Nev2h7wuf5T0v5J2lfQ7SX+StE1NjD+SNDWXH14z/8P5+VhJ/yfpN7nOGTXv4XmSpuUtyFNqyk+X9Ehen283+9lktwHvafD+/kjS74AfAacCB+T39YDO5qtjR2A6cB5wUL0KkoZI+kX+jO6W9OGa8sl5/S+UNFvS4Pz+PSrpUuBhYFiFz3gqMDS3W/v+rybp4vz53idppzrxSdK5eZm/Bd5RM21rSbco9Wqvl7RBV2+6pMNznA/kdV4jl0+SdLakO/L3eXTNPHXXTXkPgaQdlXoTVwOPVFmnbAPguYh4HSAinouIubnNr+RlPizpfEnK5Vvlz/tBSVdKWqer9Y2IGcACYHD+vtyTP8/2UT6W2NMhabSkSXXet6aWW0RE+C//AQuB+4E/AC8BW+fy3Uin8omUhK8Bts/TXs6P/wZMJp2yvD7wF2CDLpbR/vcX4Nw87VfAmPz8UOCX+fmkvMwB+fXY9nlq2v0Y6QdvZeAc4ORcvjNwf34+AbgDWJU0vMPzuX4b8HBNW52ub02do0lbVB3XbyCwVn4+GJiZ22kj/ZP8Y27zHmBinrZPzbpOAB4AVs/zPwFsWBtjXv9ZwNrAasBsYFietm5+HABMAbYA1iMNs9N+VuOgJr4TL9es11XAfzZ4f+8BVq/3OXU2X51lXgAcTNqomQOs3LE94CfAdvn5xsCM/Pxc4MT8fA8g8vvYBiwCPtTVZ1yzvgOAK0jDGdHh/T+OdFo+wKak7/BqHdbhX1n8/7Ah8CIwmvR9uwMYkusd0N5Wh/knAF/Iz9erKT8N+FzN/8UVOf6RpLH8Ol23Dp/njsArwPCq65SnrUn6v/0j8H1gh5pp69Y8/xHwsfz8wfZ6pI2Msxqs7weBuTn+9u/z6qQNgfVq1yM/Hw1MqtNOw+WW/lthrkMp5LVIXc72ru2lkjYnfUF3A+7L9dYERgC31sy7HfDTiFgIPCPpFuADLH1x5VvLyMsZC7QPs7At6R8R0hfyjJr5rshtL0XSCOBbwE4R8aak7UgJjoi4SdJ6ktbK1a+NtHX1uqRnqb+Lqsr6dkbA1yVtT/oBG1qzjMci4qEc83TgxogISQ+RfrDaXRURrwGvSbqZNPDn/R2Wc2NEvJTbegR4Fyn57J+35AaStiZHAo8AfwcuknQN6QemqtUltS/7NuAi4E46f3+vzrHXU/dziYi/tldQuih3L+DYiPibUq909zox7wqMzBvBAGtJWjMvY7+8jN9Iml8zz+yI+H1+3tln3L6+Q4EZpKRQbz3Oycv4g6TZwCakH7B227P4/2GupJty+XuBzYHJOfYBwFOdvF/tNpd0GmnX7Jqka83a/TIiFpF6Ge3fs6rf37si4rEm1omIeFnS1sBHSL30n0kaHxGTgJ0knQCsAawLTJd0K2kD5pbcxCWkJFjPMZI+BfwNOCD/bxwtab88fVhej+c7e6PaSVq7ieUW44TSiYiYKmkwMIT0I/mNiPhhH4b0Sr3C/CNyOXB4RDT6xwR4veb5Qup/B6qs73TSllFHnyS9Z1vn5PY4qRfRcdmLal4v6hBHx4uj6l0stdR6SBoOfAH4QETMz7sBVot00es2wC455qNIPYQqltgAAKj5Ea+n7ufUhN1JP5wP5eWsAbzG0gllJVJv4+/djK3uZyzpuxGxVd6tdD3pGEp3jgd0RsD0iNi2iXkmAftGxAN5A2zHmmm13wPVPFb5f+3WZ5WT5BRgSt4YGiPpMlKPZVREPCFpAou/91WdGRFv7Y6VtCNpw2HbiHhV0pSaNmv/J5pdTo/xMZROSNqUtPX0POkf69D8442koZLe0WGW20j7ywdIGkLaQrurycXeQRoyBtIP820V5pkIXBwRtXVvy/O3fymfq90KruNvwNtrXldZ35uAVTvs192C1FN4NieTnfLrZu2T92mvR/rxuLvifGuRfiReylure+a41gTWjojrgGOALbsRU62q72/H97XKfAcBn46ItohoA4YD/6Klzy67Afhc+wtJW+WnvwP2z2W7AZ3tN+/yM46IV0m7NY/T0geta9djE9Iut44jd9/K4v+HDUhb8+R6Q/IeACStLGmzTmJs93bgKUkrty+3gSrf346qrBOS3pv3CLTbirTLtf1H/bm83NEAuRc9X9JH8vSDgVuoZm1gfk4mmwIfqpn2jKT3afEJHEtYxuV2m3soS6rdvSHS8YyFwA2S3gdMzVuALwOfAp6tmfdK0i6rB0hbDydExNNNLv9zwMWSjgfmAYd0VVnSu0hf3E0kHZqLP03ajzpR0oPAq8CYrtqJiOeVDo4/DPw6Io5vtL65O74fcJakL5J2KT2el3123nKbRjoe1awHgZtJ+/6/GhFzJbU1milvwd6Xl/kE6ccV0g/SVZJWI32ux3YjploTqPb+3gyMz9+pbzSaLyeNPag5kywiXpF0O+kYWa2jge/ltgaSfsA/C5wC/FTp9g1TgadJiW3N2pkjorPvdG2d+3L7B7Hkxs33gfPyZ7wAGJt3o9a6ktQLfIR0PGJqbvMNpYPnZ+fdMgOBs0g93loDWdz7+G/SbsZ5+fHtdKGLdXu2i9mqrBOk9/EcpdOpF5COEY6LiBclXUA6zvE0S24EjQF+kD/fWTT4v67xG+CzkmaQktvva6aNJ/Va55H+z9ZcevZuL7fbPPSKLVfyroKXa7v+Vp2kVYGFeTfftsB5HXfZtQJJVwIX5F6ltQj3UMxWLBsDl+ddIW8Ah/dxPE3LvYQ/knbrWQtxD8XMzIrwQXkzMyvCCcXMzIpwQjEzsyKcUMz6ktSGFNQZi8ms1TihmPUEaVOkc5AeRnoJ6Q2kuUjXIh1GOr23q/kn5UTT1jsBmy07nzZsVpr0FeBk0gbbVNI4Si+TxjTbEbiQNMjkKNLgj+8jDUZq1tKcUMxKkr5Eulr9CeATRNxZp87epNFtIeJNujeagNlyx7u8zEpJu6cmAG8Ce9VNJgAR15CGWKl/DEUKFg/L8lieHqSBNkGairSo091h0nG5fp/duc/6J/dQzMo5hHS/j8uIeLjLmvXHiWp3CrAvaRDL75LuJULN43mkgQIPB06qM/840jhYk6oEbVaKE4pZOdvlxxuXqZWICbn3sSVwFhGPd6hxOfAd4FCkk4lY8NaUNIrxJsBPiHhumeIwa5J3eZmV034r2yd7dCnpHigXA+8k3e2y1mfyY1/eu8f6KScUs9Z0Huk2CZ95qyTdEG4/YAYRVe6uaVaUE4pZOe13zBza40uKmEW6kdSuSO/OpWOAVXHvxPqIE4pZObfnx116aXnnkW4Y1j5E/TjSjc4u7aXlmy3BCcWsnItJpwz/G9LILms2ulIeFubHAV3UuYZ0N8RDSLf73QS4nIj51cI1K8sJxayUdDbWBGAV4FqkUXXrSXsAv27Q2vP5ceMulrcIOB94BzAxl/6garhmpfkGW2alLTn0yh2ke363D72yPTACmEbEB/LpwY8BlxAxtqaN3Un3FP8z8AvSfeFfJOLcDstan9RLWQV4iIgtenDNzLrkhGLWE6T3AUcAO5F6GauReh33Az8HfkzE650mlNTGsaTjI/9AShiziWirs6wrSRdCHkXE93pgbcwqcUIxa2Xp3vEzSb2fDYj4ax9HZP2Yj6GYtbbRwHDgUicT62vuoZi1Imk8sC7pVOGBwEgi/tK3QVl/54Ri1orSiMRvAo8AxxMxuY8jMnNCMTOzMnwMxczMinBCMTOzIpxQzMysCCcUMzMrwgnFzMyK+H9mDkYAgtsErAAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,5])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"RENT AMOUNT\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PIr5LnSUNu-w",
        "outputId": "3b024518-0e1a-4256-fcd0-eb5e9a325ef5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'PROPERTY TAX')"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,6])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"PROPERTY TAX\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ZRM-IXHrNu-w",
        "outputId": "10046794-1498-400f-9788-87ff15b17e12"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'FIRE INSURANCE')"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,7])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"FIRE INSURANCE\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YjatKdd4Nu-x",
        "outputId": "a9579aab-aecf-4653-f36a-530505e54168"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'TOTAL')"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.bar(df1.index,df1.iloc[:,8])\n",
        "plt.xlabel(\"City\",size='20',color='red')\n",
        "plt.ylabel(\"TOTAL\",size='20',color='red')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "y6xS09NLNu-x"
      },
      "outputs": [],
      "source": [
        "# 2nd part of Question 2\n",
        "# ------\n",
        "# -------"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VoRFLjFENu-y",
        "outputId": "0a191283-2ace-41b2-fa49-017b7f1d4f8d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 288x7200 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(df1.iloc[:,6],df1.iloc[:,1],color='b', label='ROOMS',linestyle='--')\n",
        "plt.plot(df1.iloc[:,6],np.log(df1.iloc[:,0]),color='r', label='AREA')\n",
        "plt.plot(df1.iloc[:,6],df1.iloc[:,2]*2,color='g', label='BATHROOM')\n",
        "plt.plot(df1.iloc[:,6],df1.iloc[:,3],color='k', label='PARKING SPACES')\n",
        "plt.plot(df1.iloc[:,6],np.log(df1.iloc[:,5]),color='red', label='RENT AMOUNT',linestyle='--')\n",
        "plt.plot(df1.iloc[:,6],np.log(df1.iloc[:,8]),color='b', label='TOTAL')\n",
        "f = plt.figure()\n",
        "f.set_figwidth(4)\n",
        "f.set_figheight(100)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bTX_pavGNu-y",
        "outputId": "b7d58067-4273-48d3-f3f8-465cf3989a80"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 288x7200 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(df1.iloc[:,4],df1.iloc[:,1],color='b', label='ROOMS',linestyle='--')\n",
        "plt.plot(df1.iloc[:,4],np.log(df1.iloc[:,0])*0.5,color='r', label='AREA')\n",
        "plt.plot(df1.iloc[:,4],df1.iloc[:,2]*2,color='g', label='BATHROOM')\n",
        "plt.plot(df1.iloc[:,4],df1.iloc[:,3],color='k', label='PARKING SPACES')\n",
        "plt.plot(df1.iloc[:,4],np.log(df1.iloc[:,5]),color='red', label='RENT AMOUNT',linestyle='--')\n",
        "plt.plot(df1.iloc[:,4],np.log(df1.iloc[:,8]),color='b', label='TOTAL')\n",
        "f = plt.figure()\n",
        "f.set_figwidth(4)\n",
        "f.set_figheight(100)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "EK_QQXv2Nu-z",
        "outputId": "c587d3dd-2c82-4db2-b904-fecbc2e8569f"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": [
              "<Figure size 288x7200 with 0 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(df1.iloc[:,7],pow(15,df1.iloc[:,1]),color='b', label='ROOMS',linestyle='--')\n",
        "plt.plot(df1.iloc[:,7],(df1.iloc[:,0]*35),color='r', label='AREA')\n",
        "plt.plot(df1.iloc[:,7],pow(25,df1.iloc[:,2]),color='g', label='BATHROOM')\n",
        "plt.plot(df1.iloc[:,7],df1.iloc[:,3],color='k', label='PARKING SPACES')\n",
        "plt.plot(df1.iloc[:,7],(df1.iloc[:,5]),color='red', label='RENT AMOUNT',linestyle='--')\n",
        "plt.plot(df1.iloc[:,7],np.log(df1.iloc[:,8]),color='b', label='TOTAL')\n",
        "f = plt.figure()\n",
        "f.set_figwidth(4)\n",
        "f.set_figheight(100)\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "interpreter": {
      "hash": "b3f46c86616b696720ca201c0dff53f3c9b25c55861e16b4729b1bd0cf2359c8"
    },
    "kernelspec": {
      "display_name": "Python 3.10.2 64-bit",
      "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": "3.10.2"
    },
    "orig_nbformat": 4,
    "colab": {
      "name": "211089_SUVRAT_A1-Q2-PART_1&2.ipynb",
      "provenance": [],
      "include_colab_link": true
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}