Seaborn.ipynb

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        "<a href=\"https://colab.research.google.com/github/Moksh45/Machine-Learning-Code/blob/main/Seaborn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
      "cell_type": "markdown",
      "source": [
        "# **Seaborn**"
      ],
      "metadata": {
        "id": "aUQE71T7Wr-m"
      }
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    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "fN7kgiqiWkT9"
      },
      "outputs": [],
      "source": [
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = sns.load_dataset('tips')"
      ],
      "metadata": {
        "id": "t9VksxCCW73i"
      },
      "execution_count": 2,
      "outputs": []
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      "source": [
        "df.head()"
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      "execution_count": 3,
      "outputs": [
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            "text/plain": [
              "   total_bill   tip     sex smoker  day    time  size\n",
              "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
              "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
              "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
              "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
              "4       24.59  3.61  Female     No  Sun  Dinner     4"
            ],
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              "      <th>size</th>\n",
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              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
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              "      <th>1</th>\n",
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              "      <td>1.66</td>\n",
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              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
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              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
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              "      <th>3</th>\n",
              "      <td>23.68</td>\n",
              "      <td>3.31</td>\n",
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              "      <th>4</th>\n",
              "      <td>24.59</td>\n",
              "      <td>3.61</td>\n",
              "      <td>Female</td>\n",
              "      <td>No</td>\n",
              "      <td>Sun</td>\n",
              "      <td>Dinner</td>\n",
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      "source": [
        "df.corr()"
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      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            total_bill       tip      size\n",
              "total_bill    1.000000  0.675734  0.598315\n",
              "tip           0.675734  1.000000  0.489299\n",
              "size          0.598315  0.489299  1.000000"
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              "      <td>1.000000</td>\n",
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              "      <td>0.598315</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>tip</th>\n",
              "      <td>0.675734</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.489299</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>size</th>\n",
              "      <td>0.598315</td>\n",
              "      <td>0.489299</td>\n",
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              "                                                     [key], {});\n",
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              "\n",
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              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#  Joint Plot"
      ],
      "metadata": {
        "id": "26Fzd-zJbJx1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.jointplot(x='tip',y='total_bill',data=df,kind='hex') #only work with int and float data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "id": "yAg62gUwbTgS",
        "outputId": "d4095b4b-540f-4f03-88a2-7ee83e42c910"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f92fb4acf10>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.jointplot(x='tip',y='total_bill',data=df,kind='reg')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "id": "igcXO2L0b1Hb",
        "outputId": "2422425a-2c00-42cf-9360-21e6ae30dc82"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f92faf20970>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Pair Plot**"
      ],
      "metadata": {
        "id": "8RhMOjuvcNDO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(df) #only work with int and float data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 567
        },
        "id": "zvftoJQHb-PV",
        "outputId": "2e89940c-e0a6-40dd-fb63-ddb1d2f5f606"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f92f8dad580>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 540x540 with 12 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(df,hue='sex')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 567
        },
        "id": "hcXyOgb-c88G",
        "outputId": "a28feafc-a370-40e6-9db9-a4aa326cd106"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f92f8a307c0>"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 612.125x540 with 12 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Dist plot**"
      ],
      "metadata": {
        "id": "dEKtFfuYdRQJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.distplot(df['tip']) #only work with int and float data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "3gqRzn4TdNEe",
        "outputId": "782df780-d4ce-425a-91cb-d08d1075b74a"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f88830a0>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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Qpy1L4Zx71jnXEr27nsi1kaWPHVWNzByXldQDxX1dv6CI7h7H2tJqr6OI+MZgi+AuoAYoBf4WWAv88wCvKQYq+tyvjD52Jh8F/tDfE2Z2h5ltMrNNNTX+mn1a6oOB4r7mTMjhvPFZrNmqw0Mio2WwZw31EBkc/jvn3E3OuR+O5Czj6EVulgL/cYb3v985t9Q5t7SwsHCk3jbuHW1qo+ZEe9IuLXEmqxcUselQPVUNrV5HEfGFsxaBRfyLmR0H9gB7olcnu3sQ37sKmNzn/qToY6e/xzuALwGrnXPtg4+e/N4cKPZZEVy/IDKP4AkNGouMioH2CD5D5GyhZc65fOdcPrACuMTMPjPAazcCs8ysxMzCwC3AKbORzWwRkVNSVzvnjp3TJ0hipb0ziouS/9TRvqaOzWTBpDG6cpnIKBmoCD4A3OqcO9D7gHOuDHg/8MGzvdA51wXcCTwJ7AYeds7tNLOvmNnq6Gb/AWQBj5jZVi1bcaodVY3MKMwiIzzYk7uSx/ULith5uIn9Nc1eRxFJegMVQYpz7vjpDzrnaoCUgb65c26tc+4859wM59z/jT52t3NuTfT2O5xz451zC6Nfq8/+Hf2lNImXnh7I9QuKMENzCkRGwUBF0HGOz8kwHWtq49iJdl+dMdTX+Jw0VpTks2bbYbT6uUhsDVQEC8ysqZ+vE8D80QjoV71LT/u1CCCyV1BWc5Kdh5u8jiKS1M5aBM65oHMup5+vbOfcgIeG5NyVVjViBuf7bKC4r2svmEgoYDy+XYeHRGIpuS6Am0R2VDUxvSCTzFT/DRT3yssMc+msAp7YVk1Pjw4PicSKiiBOJfM1iodi9cIiqhpaea283usoIklLRRCHak60c6SpzdfjA72umjeB1FBAZw+JxJCKIA7tqPLnjOL+ZKWGuHLuOH5fWk1Xd4/XcUSSkoogDr05UKwiACJrDx1v7uCVslqvo4gkJf+ORMax0qpGSgoyyfLxQHFfV8weR1ZqiDVbD3PprMJzulbCbSumxCCZSHLQHkEcKq1sZMGkXK9jxI20lCDXzp/AH3YcoaWjy+s4IklHRRBnjjW1caSpTeMDp7lx8SSa27t0PWORGFARxJnt0aWnL/TBNYqHYtm0fKbkZ/Do5kqvo4gkHRVBnNnu06WnBxIIGDcunsTL+2upb9EyVyIjSUUQZ0orG5g1LtuXS08P5N2Li3EOtpQ3eB1FJKmoCOKIcy6y9LQOC/Vrcn4GK6fns6W8XiuSiowgFUEcOdzYxvHmDhaoCM7opiWTqT3ZQXldi9dRRJKGjj/EkdLKyCGP+T46dXSocwLau7oJBwNsPlTP1LGZMUol4i/aI4gj2ysbCQWMOROyvY4St1JDQeZPGsP2ykbaOru9jiOSFFQEcaS0qpHZE7JJSwl6HSWurSjJp6O7hy0VGjQWGQkqgjjhnGN7ZaPmDwzCpLwMinPT2VBWq0FjkRGgIogT5XUtNLZ2Mr/YP+MDw7GiJJ9jJ9o5WKtBY5HhUhHECc0oHpoLJ+WSlhJgwwGtSCoyXCqCOFFa1Ug4FOC88RooHoxwKMCiKXnsrGqiuV0L0YkMh04f9VDfUyf/tPMo47JTtZbOEKyYls8r+2vZfLCOy2eP8zqOSMLSHkEc6O5xVDW0MDk/w+soCWVcTholBZlsOFBHty5uL3LOVARx4EhTG53djikqgiG7dFYBDa2dbK/UqaQi50pFEAd6l0uYkqciGKrZ47MZn5PK83tr6NGppCLnRGMEcaCiroXs1BC5GSleR0k4ZsZlswp5ZHMle46cYO7EkVu+e6jLX+hymJKotEcQB8rrIuMDZuZ1lIR04aRccjNSeH5vjSaYiZwDFYHHmtu7qDvZofGBYQgGjEtnFlBe16IJZiLnQEXgsYro+IDOGBqeJVPzyQgHeX7vMa+jiCQcFYHHKupaCBgU56Z7HSWhhUMBVs0sYO/RZg4eP+l1HJGEoiLwWHldCxPHpBMO6a9iuC6eUUB2aogndx7RWIHIEOinj4e6exyV9a1MztfewEgIhwK8fe44DtW1sLv6hNdxRBKGisBDx0600dHdo4HiEbR0aj6F2an8vvQwnd09XscRSQgqAg+9OZEsX5dcHCnBgLF6QRH1LZ28sLfG6zgiCUFF4KGKuhYyw0HyNJFsRM0ozGJ+8Rie31vD0aY2r+OIxD0VgYcO1rYwZWymJpLFwLsunEg4FODRzZVakE5kACoCjxxuaKXuZAfTC3RYKBay01K4YWExVQ2trNt91Os4InEtpkVgZleb2R4z22dmd/Xz/GVm9pqZdZnZTbHMEm96r6xVoiKImfnFY1g6NY/n9tbw9C6VgciZxKwIzCwI3AtcA8wDbjWzeadtVg58CHgwVjni1fr9daSnBJkwJs3rKEnt+gVFFOem85lfbWXX4Sav44jEpVjuESwH9jnnypxzHcBDwA19N3DOHXTObQd8d57f+gO1TCvIJKDxgZhKCQZ434opZKWFuP2/X+VQrWYdi5wulkVQDFT0uV8ZfWzIzOwOM9tkZptqahL/lMDDDa0cqm3RYaFRkpsR5mcfWU5ndw8337eefcc02Uykr4QYLHbO3e+cW+qcW1pYWOh1nGHrHR/QQPHomTU+m4fuWEm3c9z0X6/w8r7jXkcSiRuxLIIqYHKf+5Oij/ne+v115KSFND4wyuZMyOHRT1xEQVYqH/jxq3z/uX06tVSE2BbBRmCWmZWYWRi4BVgTw/dLGBsO1LK8ZKzGBzwwdWwmv/3UJVx9/gTu+eMebvqvlymrafY6loinYlYEzrku4E7gSWA38LBzbqeZfcXMVgOY2TIzqwTeA9xnZjtjlSdeVDe2crC2hZXT872O4ltZqSG+d9sivn3LQspqTnLNt//MA38u096B+FZMr1nsnFsLrD3tsbv73N5I5JCRb2woqwNg5fSxbK9s9DiNf5kZNywsZuX0sfzTY6X82+938/i2w3ztxgtH9LrHIokgIQaLk8n6slpy0kL6YRMnxuek8aPbl/KdWxdRWd/K9d99kW89vVd7B+IrMd0jkFM553hp/3GWl4wlGND4QLwwi6xYeunMAr7yxC6+9fQbvLK/litmj2NMuhYElOSnPYJRdLC2hYq6Vi47r8DrKNKPvMww/3nzQr753gWUVjXy3WfeYO9RzTmQ5KciGEXP74lcWP3y8xJ/LkQye/fiSTz+96sYk57CT18+yPqyWq8jicSUimAUPb+3hmljM5g6VhPJ4t2MwizuuGw6sydks2bbYZ6LlrhIMlIRjJK2zm7Wl9VpbyCBpIaCvG/FVBZOzuVPu47qimeStDRYPEo2HqyjtbOby2erCBJJMGDcuHgS3T2OP+48QiBgrJqpMR5JLiqCUbJu9zFSQwFWTh/rdRQZomDAeO/SyfQ4x9rSatJCAZZO04RASR46NDQKnHM8tesol84qICOs7k1EwYBxy7IpzBqXxW+3VrFfy1JIElERjILd1SeoamjlHXPHex1FhiEYMG5dPoWCrFR+seEQx060eR1JZESoCEbBU7uOYgZXqggSXlpKkNsvmkYwEOBnrxziZHuX15FEhk1FMAqe2n2EhZNzKcxO9TqKjIC8zDAfXDmVptZOHny1XMtRSMJTEcTYodqT7Khq4urzJ3gdRUbQ5PwM3r24mAPHT/L70sNexxEZFhVBjD2xvRqA6y6c6HESGWkLJ+dx6awC1pfVsfFAnddxRM6ZiiDGnthezeIpuUzKy/A6isTAO8+fwHnjs1iz7TAbD6oMJDGpCGJof00zu6ubeNeFRV5HkRgJmHHz0inkZabwyZ9vpqqh1etIIkOmIoih322pwkyHhZJdejjI+1dOpb2zhzt+tonWjm6vI4kMiYogRnp6HL9+rYpLZxUyPkcXqU9247LT+M6ti9hV3cQXfr0d53QmkSQOFUGMvLy/lqqGVt6zxFdX4vS1t80ZxxfeOYfHtx3mO+v2eR1HZNC03kGMPLK5gpy0EFfN0yQyP/nE5dPZd6yZ/3x6L/lZYT6wcqrXkUQGpCKIgbqTHfxhxxFuXjqZtJSg13FkFJkZX79xPo2tndz9ux2MSU9h9QKdLCDxTYeGYuCXr5bT0dXDBy/Sb4N+FAoG+N5ti1g2LZ/P/morz7x+1OtIImelIhhhnd09/Hz9IVbNLGDW+Gyv44hH0lKCPHD7UuZMzOaOn23msdcqvY4kckYqghH25M4jVDe28aGLp3kdRTyWk5bCLz++MrJn8PA27n9hv9eRRPqlIhhBzjm+/+x+SgoyeduccV7HkTiQnZbCTz6yjGvnT+Cra1/n7t/toKOrx+tYIqdQEYygdbuPsau6iU+9bSbBgHkdR+JEaijId29dzEdXlfCzVw7xnvteoUwXtpE4Yok28WXp0qVu06ZNXsd4C+ccN9z7Eg0tnaz73OWkBAfu2Ac3lI9CMoknO6oaeWxLJV3djrfPGce3b1lEenhoZ5ady7+b21ZMGfJrJLmY2Wbn3NL+ntMewQh5fHs12ysbufPtMwdVAuJPFxSP4R+vPI/zxmfzp11HueIbz/LghnK6unW4SLyjeQQjoK2zm6//4XXmTczhxsWaSSxnl5OewvtXTuXA8ZO8Vl7PF39Tyr3P7uM9Syfx3qWTKcpN9zqi+IyKYATc93wZVQ2t/Md7LtTYgAxaSUEmX7x2Ds+8foyfvHyQbz39Bt9Z9waXzCzgHXPH8/Y545icr+XLJfZUBMO058gJvvfsG7zrwolcPKPA6ziSYMyMK+eO58q546moa+FXGytYW1rNl9fs5MtrdjJrXBarZhWwamYBK6aPJStV/8vKyNO/qmHo6Orh849uIycthX9dfb7XcSTBTc7P4H+9czb/652zKatpZt3uY7zwRg0Pbijnv186SChgLJycS056CjMLs5icn6E9UBkRKoJh+Ora3WyvbOQH71vM2CxdmF5GzvTCLKYXZvHxy6bT1tnNa4fqeXHfcV7ad5xnXz/GM68fIxwKUDI2k5njsphRmMX4nFTMVAwydCqCc/TYa5X85OWDfOSSEq6ZrwvPSOykpQS5eGYBF8+MHHr80Z8PUHa8mX3Hmtlf08ye0hMAZKWGmDkuizkTsjlvfLYWPJRBUxGcg3W7j/KFR7dz0fSx/NO1c7yOIz6THg5yftEYzi8aA0BDSwf7a5rZX3OSN46eYGtFAwGD6QVZzJmYzdwJOR4nlninIhiiP+6o5h8e2sq8ohzu/+ASzRkQz+VmhFkyNZ8lU/PpcY6KuhZ2V59g95EmnthezRPbq3l8+2GumhcZlL6weAwBjS1IHyqCQerpcdz3Qhn3PPk6Cyfn8uPbl5GdluJ1LJFTBMyYOjaTqWMzufqCCRxvbuf16iZqT3Zw77P7+O4z+yjMTuUdc8dx+XmFLJ6ax7hsXUrV71QEg3Dw+Em+9NtSXtpXy3XzJ/KN9ywY8rIAIl4oyEpl1axCblsxhfqTHTy39xhP7zrG49uq+eWrFQBMzk9nyZQ8Fk/NY+7EHGaNyyI3I+xxchlNKoKzqKhr4UcvHuAXGw4RDgb46t/M59blk3VmhoyY0VxvKi8zzN8smsTfLJpER1cPpVWNbCmvZ/Ohel7eX8tvtx5+c9uCrFRy0kMUZqWSlxEmNyOF3IwweRkpZKaGCJzh/4HRWtNotP67+WWNppgWgZldDXwbCAIPOOe+dtrzqcDPgCVALXCzc+5gLDOdTU+PY19NMxsO1PHkjiO8vP84wYDx7kWT+Nw7z9MutCSNcCjAkql5LJmax8cujSyaeLixjb1HT7DvaDN7j55gfVkt2yobaOs8dR2kUMAYk55CdlqIrNQQWWmR29mpIcZlp5KTnkJWaujN59NSgpiBGW8WSFtnN60d3bREv1o7u2jp6OZkexdNbV00t3XR3B75OtF7u62TE21dtHf1cLy5nR7n6HGR7L1/mhlG5L3AIu8bvW+n3I/k6Hs/+pJTtvt96WEMIy0lQE56CrnpYcakpzAmPcSYaDnmZ4TJz4x8ZYSDCfmLYsyKwMyCwL3AVUAlsNHM1jjndvXZ7KNAvXNuppndAnwduDkWeTq6emho7aCptYum6D+optZOqhtbKa9r4VBtC6VVjTS0dAIwJT+DO982k9tWTGXCGBWAJDczozg3neLcdMdjpbsAAAYsSURBVN42O3Itjd7futs6u2lo6aShpYP61k4aTnbQ0NpJc3sXR5va2VfT/GZZPLalakRzpacEyYqWTFZaiMxwpGA6u3sImBEwCATslD2UnuiKys6BI1IQvYssO+eij0HkVvR29P5fXgM9ONo7e+h2jtqTPeyuPkFj9HOfSTgUYGxmmLw+5ZDfez8rTG56CpmpQdJSgqSnBMkIh0hPCZKWEiAUDBA0Ixg0gmYEAhAKBAgYMS+XWO4RLAf2OefKAMzsIeAGoG8R3AD8S/T2o8D3zMxcDNbGfuDFMu75455+nxuTnsLUsRlcNXc8y0ryWVGSz5T8jIRsdpGRlpYSZMKY4Fl/Iers7qG5vYtVMwuiv8F3vvmbfFtnz19+yEZ/KKemBMgIh8gIB8kIB0mP3s5KDb25N5GZGjrjWXleHhrq7O6hqbWTxtZO6ls6qT/ZQV1LR+TP6Fd9Swe1JzuorG+h7mQHTW1nLo/BCAYi5fCvN5zPrctH/nBVzK5HYGY3AVc75z4Wvf8BYIVz7s4+2+yIblMZvb8/us3x077XHcAd0buzgf5/oo+cAuD4gFslDn2e+JVMnwX0eeLZVOdcYX9PJMRgsXPufuD+0Xo/M9t0pgs4JCJ9nviVTJ8F9HkSVSxnQ1UBk/vcnxR9rN9tzCwEjCEyaCwiIqMklkWwEZhlZiVmFgZuAdacts0a4Pbo7ZuAZ2IxPiAiImcWs0NDzrkuM7sTeJLI6aM/ds7tNLOvAJucc2uAHwH/Y2b7gDoiZREPRu0w1CjR54lfyfRZQJ8nISXcxetFRGRkacU0ERGfUxGIiPiciuA0Zna1me0xs31mdpfXec6VmU02s2fNbJeZ7TSzT3udaSSYWdDMtpjZE15nGS4zyzWzR83sdTPbbWYXeZ1pOMzsM9F/azvM7JdmllBT8s3sx2Z2LDq/qfexfDN7yszeiP6Z52XGWFER9NFnWYxrgHnArWY2z9tU56wL+Jxzbh6wEvhUAn+Wvj4N7PY6xAj5NvBH59wcYAEJ/LnMrBj4B2Cpc+4CIieIxMvJH4P1E+Dq0x67C1jnnJsFrIveTzoqglO9uSyGc64D6F0WI+E456qdc69Fb58g8kOm2NtUw2Nmk4DrgAe8zjJcZjYGuIzImXM45zqccw3ephq2EJAenROUARweYPu44px7gcjZi33dAPw0evunwF+PaqhRoiI4VTFQ0ed+JQn+wxPAzKYBi4AN3iYZtm8BXwB6BtowAZQANcB/Rw91PWBmmV6HOlfOuSrgG0A5UA00Ouf+5G2qETHeOVcdvX0EGO9lmFhRESQ5M8sCfg38o3Ouyes858rM3gUcc85t9jrLCAkBi4EfOOcWASdJ4MMO0WPnNxApuCIg08ze722qkRWd7JqU59urCE41mGUxEoaZpRApgV845x7zOs8wXQKsNrODRA7Zvd3Mfu5tpGGpBCqdc717aY8SKYZE9Q7ggHOuxjnXCTwGXOxxppFw1MwmAkT/POZxnphQEZxqMMtiJASLrKH9I2C3c+6bXucZLufcPznnJjnnphH5e3nGOZewv3E6544AFWY2O/rQlZy6RHuiKQdWmllG9N/elSTw4HcffZfBuR34nYdZYiYhVh8dLWdaFsPjWOfqEuADQKmZbY0+9kXn3FoPM8mp/h74RfSXjjLgwx7nOWfOuQ1m9ijwGpEz1raQYMszmNkvgSuAAjOrBL4MfA142Mw+ChwC3utdwtjREhMiIj6nQ0MiIj6nIhAR8TkVgYiIz6kIRER8TkUgIuJzKgKRIYquGvp30dtF0dMmRRKWTh8VGaLo2k1PRFfZFEl42iMQGbqvATPMbKuZPdK7fr2ZfcjMfmdmz0XXr/+yxzlFBkUzi0WG7i7gAufcwt69gz7PLQcuAFqAjWb2e+fcptGPKDJ42iMQGVlPOedqnXOtRBZeW+V1IJGBqAhERtbpg24ahJO4pyIQGboTQPYZnrsqep3bdCJXs3pp9GKJnBuNEYgMkXOu1sxeig4Sn77U8qtErgExCfi5xgckEagIRM6Bc+62MzxV6ZxLyuvaSvLSoSEREZ/ThDIREZ/THoGIiM+pCEREfE5FICLicyoCERGfUxGIiPjc/wc3PjkoGRV9oAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.distplot(df['tip'],kde=False,bins=10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "R6ppDFfZdh1t",
        "outputId": "a42cf711-75ea-48ec-d13f-4a63fb5b05c0"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f494eeb0>"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEGCAYAAAB8Ys7jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAQCElEQVR4nO3dbYheZ53H8e9vG0sfdO3TbIiJ3ZS1VEqhrTu0dSvCNu1SHzB5IaXWlewSyIt1tT6A1n0jC8tSQdS+WITQqgP2wRorKQquIVZkRaKT2tW2UVKrjckmzVhbrQ9srf73xX1CksmkczJz33Pn2vl+YLjPuc45c/4cyC/XXPc550pVIUlqz5+NuwBJ0sIY4JLUKANckhplgEtSowxwSWrUiqU82QUXXFBr165dylNKUvN27dr1i6qamN2+pAG+du1apqenl/KUktS8JE/N1e4QiiQ1ygCXpEYZ4JLUqF4BnuT9SR5L8miSe5OckeSiJDuTPJHkC0lOH3WxkqQj5g3wJKuB9wKTVXUZcBpwM/Ax4JNV9RrgWWDTKAuVJB2r7xDKCuDMJCuAs4ADwHXA1m77FLBh+OVJkk5k3gCvqv3Ax4G9DIL7V8Au4LmqerHbbR+weq7jk2xOMp1kemZmZjhVS5J6DaGcC6wHLgJeBZwN3Nj3BFW1paomq2pyYuK4+9AlSQvUZwjleuCnVTVTVX8AHgCuBc7phlQA1gD7R1SjJGkOfZ7E3Atck+Qs4PfAOmAaeAh4O3AfsBHYNqoix+menXvHdu5brr5wbOeWdOrrMwa+k8GXlQ8DP+yO2QJ8GPhAkieA84G7RlinJGmWXu9CqaqPAh+d1fwkcNXQK5Ik9eKTmJLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktSoPrPSX5LkkaN+fp3kfUnOS7I9yZ7u89ylKFiSNNBnTswfV9UVVXUF8NfA74AvA7cBO6rqYmBHty5JWiInO4SyDvhJVT0FrAemuvYpYMMwC5MkvbSTDfCbgXu75ZVVdaBbPgisnOuAJJuTTCeZnpmZWWCZkqTZegd4ktOBtwFfnL2tqgqouY6rqi1VNVlVkxMTEwsuVJJ0rJPpgb8JeLiqnu7Wn06yCqD7PDTs4iRJJ3YyAf4OjgyfADwIbOyWNwLbhlWUJGl+vQI8ydnADcADRzXfDtyQZA9wfbcuSVoiK/rsVFW/Bc6f1fYMg7tSJElj4JOYktQoA1ySGmWAS1KjDHBJapQBLkmN6nUXisbjnp17x3LeW66+cCznlXRy7IFLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmN6jul2jlJtib5UZLdSV6f5Lwk25Ps6T7PHXWxkqQj+vbA7wC+VlWvBS4HdgO3ATuq6mJgR7cuSVoi8wZ4klcCbwTuAqiqF6rqOWA9MNXtNgVsGFWRkqTj9emBXwTMAJ9N8v0kd3az1K+sqgPdPgeBlaMqUpJ0vD4BvgJ4HfDpqroS+C2zhkuqqoCa6+Akm5NMJ5memZlZbL2SpE6fAN8H7Kuqnd36VgaB/nSSVQDd56G5Dq6qLVU1WVWTExMTw6hZkkSPAK+qg8DPk1zSNa0DHgceBDZ2bRuBbSOpUJI0p75Tqr0HuDvJ6cCTwD8yCP/7k2wCngJuGk2JkqS59ArwqnoEmJxj07rhliNJ6ssnMSWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNarXlGpJfgY8D/wReLGqJpOcB3wBWAv8DLipqp4dTZmSpNlOpgf+t1V1RVUdnhvzNmBHVV0M7OjWJUlLZDFDKOuBqW55Ctiw+HIkSX31DfACvp5kV5LNXdvKqjrQLR8EVs51YJLNSaaTTM/MzCyyXEnSYb3GwIE3VNX+JH8BbE/yo6M3VlUlqbkOrKotwBaAycnJOfeRJJ28Xj3wqtrffR4CvgxcBTydZBVA93loVEVKko43b4AnOTvJKw4vA38HPAo8CGzsdtsIbBtVkZKk4/UZQlkJfDnJ4f3vqaqvJfkecH+STcBTwE2jK1OSNNu8AV5VTwKXz9H+DLBuFEVJkubnk5iS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUqL6z0pPkNGAa2F9Vb01yEXAfcD6wC3hXVb0wmjLhnp17R/WrJalJJ9MDvxXYfdT6x4BPVtVrgGeBTcMsTJL00noFeJI1wFuAO7v1ANcBW7tdpoANoyhQkjS3vj3wTwEfAv7UrZ8PPFdVL3br+4DVcx2YZHOS6STTMzMziypWknTEvAGe5K3AoaratZATVNWWqpqsqsmJiYmF/ApJ0hz6fIl5LfC2JG8GzgD+HLgDOCfJiq4XvgbYP7oyJUmzzdsDr6qPVNWaqloL3Ax8o6reCTwEvL3bbSOwbWRVSpKOs5j7wD8MfCDJEwzGxO8aTkmSpD563wcOUFXfBL7ZLT8JXDX8kiRJffgkpiQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDWqz6z0ZyT5bpL/TvJYkn/t2i9KsjPJE0m+kOT00ZcrSTqsTw/8f4Hrqupy4ArgxiTXAB8DPllVrwGeBTaNrkxJ0mx9ZqWvqvpNt/qy7qeA64CtXfsUsGEkFUqS5tRrDDzJaUkeAQ4B24GfAM9V1YvdLvuA1Sc4dnOS6STTMzMzw6hZkkTPAK+qP1bVFcAaBjPRv7bvCapqS1VNVtXkxMTEAsuUJM12UnehVNVzwEPA64FzkqzoNq0B9g+5NknSS+hzF8pEknO65TOBG4DdDIL87d1uG4FtoypSknS8FfPvwipgKslpDAL//qr6SpLHgfuS/BvwfeCuEdYpSZpl3gCvqh8AV87R/iSD8XBJ0hj4JKYkNcoAl6RG9RkD1zJzz869Yzv3LVdfOLZzS62xBy5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGtVnTsxXJ3koyeNJHktya9d+XpLtSfZ0n+eOvlxJ0mF9euAvAh+sqkuBa4B3J7kUuA3YUVUXAzu6dUnSEpk3wKvqQFU93C0/z2BG+tXAemCq220K2DCqIiVJxzupMfAkaxlMcLwTWFlVB7pNB4GVJzhmc5LpJNMzMzOLKFWSdLTeAZ7k5cCXgPdV1a+P3lZVBdRcx1XVlqqarKrJiYmJRRUrSTqiV4AneRmD8L67qh7omp9Osqrbvgo4NJoSJUlzmXdS4yQB7gJ2V9Unjtr0ILARuL373DaSCrWsjGtCZSdTVov6zEp/LfAu4IdJHuna/oVBcN+fZBPwFHDTaEqUJM1l3gCvqv8CcoLN64ZbjiSpL5/ElKRGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEbNG+BJPpPkUJJHj2o7L8n2JHu6z3NHW6YkabY+PfDPATfOarsN2FFVFwM7unVJ0hKaN8Cr6lvAL2c1rwemuuUpYMOQ65IkzWOhY+Arq+pAt3wQWDmkeiRJPS36S8yqKqBOtD3J5iTTSaZnZmYWezpJUmehAf50klUA3eehE+1YVVuqarKqJicmJhZ4OknSbAsN8AeBjd3yRmDbcMqRJPXV5zbCe4HvAJck2ZdkE3A7cEOSPcD13bokaQmtmG+HqnrHCTatG3ItkqST4JOYktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEbN+yCPtBzcs3Pv2M59y9UXju3caps9cElqlD1waczG1fu3598+e+CS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDVqUfeBJ7kRuAM4DbizqpwbU2rEOJ8+XW5Gdc/9gnvgSU4D/gN4E3Ap8I4klw6rMEnSS1vMEMpVwBNV9WRVvQDcB6wfTlmSpPksZghlNfDzo9b3AVfP3inJZmBzt/qbJD9exDlPBRcAvxh3EacIr8WxvB7H8np03rn4a/GXczWO/F0oVbUF2DLq8yyVJNNVNTnuOk4FXotjeT2O5fU4YlTXYjFDKPuBVx+1vqZrkyQtgcUE+PeAi5NclOR04GbgweGUJUmaz4KHUKrqxST/DPwng9sIP1NVjw2tslPX/5vhoCHwWhzL63Esr8cRI7kWqapR/F5J0oj5JKYkNcoAl6RGGeA9JHl1koeSPJ7ksSS3jrumU0GS05J8P8lXxl3LuCU5J8nWJD9KsjvJ68dd07gkeX/37+TRJPcmOWPcNS2lJJ9JcijJo0e1nZdke5I93ee5wziXAd7Pi8AHq+pS4Brg3b42AIBbgd3jLuIUcQfwtap6LXA5y/S6JFkNvBeYrKrLGNzgcPN4q1pynwNunNV2G7Cjqi4GdnTri2aA91BVB6rq4W75eQb/OFePt6rxSrIGeAtw57hrGbckrwTeCNwFUFUvVNVz461qrFYAZyZZAZwF/M+Y61lSVfUt4JezmtcDU93yFLBhGOcywE9SkrXAlcDO8VYydp8CPgT8adyFnAIuAmaAz3ZDSncmOXvcRY1DVe0HPg7sBQ4Av6qqr4+3qlPCyqo60C0fBFYO45ca4CchycuBLwHvq6pfj7uecUnyVuBQVe0ady2niBXA64BPV9WVwG8Z0p/IrenGdtcz+E/tVcDZSf5+vFWdWmpw7/ZQ7t82wHtK8jIG4X13VT0w7nrG7FrgbUl+xuAtlNcl+fx4SxqrfcC+qjr8V9lWBoG+HF0P/LSqZqrqD8ADwN+MuaZTwdNJVgF0n4eG8UsN8B6ShMH45u6q+sS46xm3qvpIVa2pqrUMvqD6RlUt215WVR0Efp7kkq5pHfD4GEsap73ANUnO6v7drGOZfqE7y4PAxm55I7BtGL/UAO/nWuBdDHqaj3Q/bx53UTqlvAe4O8kPgCuAfx9zPWPR/RWyFXgY+CGDjFlWj9QnuRf4DnBJkn1JNgG3Azck2cPgr5ShzF7mo/SS1Ch74JLUKANckhplgEtSowxwSWqUAS5JjTLAtax0bw38p275VUm2jrsmaaG8jVDLSvcum690b8qTmmYPXMvN7cBfdQ9jffHwO5uT/EOSbUm+2b2z+aNjrlOa14InNZYadRtwWVVdcbg3ftS2q4DLgN8B30vy1aqaXvoSpX7sgUtHbK+qZ6rq9wxewvSGcRckvRQDXDpi9hdCfkGkU5oBruXmeeAVJ9h2Qzd34ZkMZkz59tKVJZ08x8C1rFTVM0m+3X15Ofs1p99l8M73NcDnHf/Wqc4A17JTVbecYNO+qhrKXIXSUnAIRZIa5YM8ktQoe+CS1CgDXJIaZYBLUqMMcElqlAEuSY36P3Tp60Dx2Dx5AAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Categorical Plots**"
      ],
      "metadata": {
        "id": "2VVZUeW-eBNb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "  #only work categor data like day,smoker"
      ],
      "metadata": {
        "id": "9hhJ8w1GeFVq"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Count Plot\n",
        "\n",
        "sns.countplot('sex',data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "3GTbTeX-fAXN",
        "outputId": "938284e3-6adb-4cd2-eccd-c19557e56624"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f48c1130>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(x='day',data=df)  #default take x axis"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "gciUoVALfYZB",
        "outputId": "a54e54f3-644d-426d-b8a7-b678d70c4f77"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f4804040>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(y='day',data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "cfPSHS02felH",
        "outputId": "394d653e-1949-408f-e34c-9c3c7ef4c93f"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f47e17f0>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#bar plot \n",
        "sns.barplot(y='total_bill',x='sex',data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "iLqBrf9zfmHp",
        "outputId": "cf8fe582-b73c-4f47-87ff-2352f2d75ae9"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f4809850>"
            ]
          },
          "metadata": {},
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Box Plot**"
      ],
      "metadata": {
        "id": "Ox8y2XkxgNhH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.boxplot('smoker','total_bill',data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "K4GXWlEzf8-l",
        "outputId": "ddba28eb-0af2-4014-ed9b-2b1f113f70a4"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f46b9820>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.boxplot(data=df,orient='v')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "id": "Yvwnf7FPgrJx",
        "outputId": "ac24693f-8230-435d-8f72-32fe06c241ec"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f463bf70>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.boxplot(x='total_bill',y='day',hue=\"smoker\",data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "mvqqYST6g-7v",
        "outputId": "c55f1579-170b-49bb-d63a-c4d92e29268e"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f45bd6a0>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **violin plot**"
      ],
      "metadata": {
        "id": "PSVslHSohWBo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.violinplot(x='total_bill',y=\"day\",data=df,palette='rainbow')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "g-J9WHjUhgOL",
        "outputId": "34e6a800-74fe-4085-c186-631850fc8f8a"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f92f45320d0>"
            ]
          },
          "metadata": {},
          "execution_count": 23
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "DTqAs-4Ahzi5"
      },
      "execution_count": 24,
      "outputs": []
    }
  ]
}