VIZUALIZASIYA_va_subplot_subplots.ipynb

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        "<a href=\"https://colab.research.google.com/github/AbdullahTheAnalyst/Data-Science-and-AI-mohir_dev-/blob/NumPy-and-Pandas/VIZUALIZASIYA_va_subplot_subplots.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": [
        "**DISTRIBUTION - Taqsimot**\n",
        "Taqsimot grafik - o'zgaruvchi (ustun)da qanday qiymatlar mavjudligi va ularning ehtimolliligini ko'rsatuvchi grafik"
      ],
      "metadata": {
        "id": "kGvE9Ijry4sc"
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline"
      ],
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        "id": "Tb2abVnJy4SI"
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      "outputs": []
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              "       model  year   price transmission  mileage fuelType  tax   mpg  \\\n",
              "1    S Class  2017   34948    Automatic    27000   Hybrid   20  61.4   \n",
              "2   SL CLASS  2016   49948    Automatic     6200   Petrol  555  28.0   \n",
              "3    G Class  2016   61948    Automatic    16000   Petrol  325  30.4   \n",
              "4    G Class  2016   73948    Automatic     4000   Petrol  325  30.1   \n",
              "5   SL CLASS  2011  149948    Automatic     3000   Petrol  570  21.4   \n",
              "\n",
              "   engineSize  \n",
              "1         2.1  \n",
              "2         5.5  \n",
              "3         4.0  \n",
              "4         4.0  \n",
              "5         6.2  "
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              "      <td>SL CLASS</td>\n",
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              "      <td>2016</td>\n",
              "      <td>73948</td>\n",
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              "      <td>4000</td>\n",
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              "      <td>4.0</td>\n",
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              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 12998,\n  \"fields\": [\n    {\n      \"column\": \"model\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 25,\n        \"samples\": [\n          \" C Class\",\n          \" CL Class\",\n          \" S Class\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 2010,\n        \"max\": 2020,\n        \"num_unique_values\": 11,\n        \"samples\": [\n          2019,\n          2017,\n          2010\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11748,\n        \"min\": 1350,\n        \"max\": 159999,\n        \"num_unique_values\": 4370,\n        \"samples\": [\n          33740,\n          38899,\n          71995\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"transmission\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"Manual\",\n          \"Other\",\n          \"Automatic\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mileage\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 20249,\n        \"min\": 1,\n        \"max\": 259000,\n        \"num_unique_values\": 9663,\n        \"samples\": [\n          54097,\n          32809,\n          2662\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fuelType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"Petrol\",\n          \"Other\",\n          \"Hybrid\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tax\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 61,\n        \"min\": 0,\n        \"max\": 580,\n        \"num_unique_values\": 33,\n        \"samples\": [\n          250,\n          160,\n          10\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mpg\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 15.125231972165288,\n        \"min\": 1.1,\n        \"max\": 217.3,\n        \"num_unique_values\": 106,\n        \"samples\": [\n          53.5,\n          55.4,\n          21.4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"engineSize\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.5628795845441814,\n        \"min\": 0.0,\n        \"max\": 6.2,\n        \"num_unique_values\": 18,\n        \"samples\": [\n          2.1,\n          5.5,\n          1.3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "df = pd.read_csv(\"https://raw.githubusercontent.com/anvarnarz/praktikum_datasets/refs/heads/main/merc.csv\")\n",
        "df = df[df[\"year\"] >= 2010]\n",
        "df = df[df[\"transmission\"] != \"Others\"]\n",
        "df = df[df[\"fuelType\"] != \"Others\"]\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
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        "colab": {
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      "execution_count": null,
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        {
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          "data": {
            "text/plain": [
              "(12998, 9)"
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          "metadata": {},
          "execution_count": 3
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    {
      "cell_type": "code",
      "source": [
        "# price ustun qanday taqsimotda ekanligini analiz qilish\n",
        "plt.figure(figsize = (15,5))\n",
        "sns.histplot(data = df, x = \"price\", hue = \"transmission\")\n",
        "plt.show() # eng ko'p cars $20000 atrofida ekan"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 465
        },
        "id": "zW4jDCT_0bL_",
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              "<Figure size 1500x500 with 1 Axes>"
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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# .histplot bilan bir xil\n",
        "sns.displot(data = df, x = \"price\", hue = \"transmission\", height = 6, aspect = 2)\n",
        "plt.show() # eng ko'p cars $20000 atrofida ekan"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "o-0uKF5F1ICA",
        "outputId": "fb1321f0-a370-40b2-8cf8-c5012568d19b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1321.5x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# har bir ustun bo'yicha tahlil qilmoqchi bo'lsang!\n",
        "# .displot ustun tomoni column.larning har birini alohida tahlil qilsa bo'ladi\n",
        "sns.displot(data = df, x = \"price\", col = \"transmission\", height = 6, aspect = 2)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "id": "EqU4-6qA2VJR",
        "outputId": "71ed76e7-9d42-434d-d867-2c4fc78a7db0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 4800x600 with 4 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# taqsimotning zichligini line qilib beradi\n",
        "sns.displot(data = df, x = \"price\", kind = \"kde\", height = 5, aspect = 2)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 506
        },
        "id": "dc2JlrYX2yR_",
        "outputId": "6d745672-031a-4251-8fb7-2b35fbf89e91"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# taqsimotning zichligini line qilib beradi 2-usul ham plot ham kde chiqaradi\n",
        "sns.displot(data = df, x = \"price\", kde = True, height = 5, aspect = 2)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 506
        },
        "id": "WCR71Vec91fE",
        "outputId": "031e8569-770a-42f2-865a-c616496d61ed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# .displot umumiy bo'lganligi sababli, .kdeplot() ishlatishimiz ham mumkin\n",
        "plt.figure(figsize = (15,5))\n",
        "sns.kdeplot(data = df, x = \"price\", shade = True) # shade.ni faqat .kdeplot() ishlataolamiz\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "id": "2_WDOIrm-UiV",
        "outputId": "f42b5465-0755-4f62-a9ec-54be72b6239a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-9-33b8114b5729>:3: FutureWarning: \n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "  sns.kdeplot(data = df, x = \"price\", shade = True) # shade.ni faqat .kdeplot() ishlataolamiz\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (15,5))\n",
        "sns.kdeplot(data = df, x = \"price\",  hue = \"fuelType\", shade = True) # shade.ni faqat .kdeplot() ishlataolamiz\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "id": "DPPg6lJO-7-u",
        "outputId": "1e15eaec-539a-4354-ad66-1026c3f24709"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-10-c05bb0359228>:2: FutureWarning: \n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "  sns.kdeplot(data = df, x = \"price\",  hue = \"fuelType\", shade = True) # shade.ni faqat .kdeplot() ishlataolamiz\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# masalan: $25000 narxidagi moshinalar soni 60% ini tashkil qiladi.\n",
        "sns.displot(data = df, x = \"price\", kind = \"ecdf\", height = 5, aspect = 2)\n",
        "plt.xticks(rotation = 90)\n",
        "plt.grid(which = \"both\")\n",
        "plt.minorticks_on()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 545
        },
        "id": "tDcolXB5_Sb7",
        "outputId": "f3646343-cd39-4df6-ed36-0035150dc2b6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 3-o'lchamli kde grafika\n",
        "plt.figure(figsize = (15,5))\n",
        "sns.kdeplot(data = df, x = \"price\",  y = \"year\", hue = \"fuelType\", shade = True) # shade.ni faqat .kdeplot() ishlataolamiz\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569
        },
        "id": "m63Urwcpjl_7",
        "outputId": "9d4c1acc-678b-475f-8882-cb4c49320dc7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-15-e8f4cea1fb25>:3: FutureWarning: \n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "  sns.kdeplot(data = df, x = \"price\",  y = \"year\", hue = \"fuelType\", shade = True) # shade.ni faqat .kdeplot() ishlataolamiz\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**subplot yordamida 1 ta chizmada bir nechta grafiklarni chizishimiz mumkin.**"
      ],
      "metadata": {
        "id": "c0-_zg8kDmyr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.arange(0, 4 * np.pi, 0.1)\n",
        "sin = np.sin(x) # sin(x)\n",
        "cos = np.cos(x) # cos(x)\n",
        "\n",
        "plt.figure(figsize=(12,6))\n",
        "plt.subplot(2,1,1) # 2 - jami qatorlar soni, 1 - jami ustunlar soni, 1-grafik\n",
        "# sin(x) grafigi\n",
        "plt.plot(x, sin,\n",
        "         linewidth=1.5,\n",
        "         linestyle='-.',\n",
        "         color='#8E44AD',\n",
        "         alpha=0.7,\n",
        "         marker='h')\n",
        "plt.title('sin(x) funksiya grafigi')\n",
        "plt.grid(color='tomato', alpha=0.5, linestyle='--') # setkani o'zgartirish\n",
        "\n",
        "plt.subplot(2,1,2) # # 2 - jami qatorlar soni, 1 - jami ustunlar soni, 2-grafik\n",
        "# cos(x) grafigi\n",
        "plt.plot(x, cos,\n",
        "         linewidth=1.5,\n",
        "         linestyle=':',\n",
        "         color='c',\n",
        "         alpha=0.7,\n",
        "         marker='v')\n",
        "plt.title('cos(x) funksiya grafigi')\n",
        "plt.grid(color='tomato', alpha=0.5, linestyle='--') # setkani o'zgartirish\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "nyVZqFmYr8jo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 545
        },
        "outputId": "4d0f53e1-4194-41a4-ddfe-ee5641ed6646"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"https://raw.githubusercontent.com/anvarnarz/praktikum_datasets/main/merc.csv\")\n",
        "df=df[df.year>=2010] # 2010-yildan keyin chiqqan mashinalarni saqlab qolamiz\n",
        "df=df[df.transmission!='Other'] # Faqat avtomat, mexanik va yarim-avtomat mashinalarni olib qolamiz\n",
        "df=df[df.fuelType!='Other'] # Faqat benzin, dizel va gibrid mashinalarni olib qolamiz\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "rEIxD86bD2yN",
        "outputId": "226af499-99d8-419d-cfc5-f9e62db0d357"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       model  year   price transmission  mileage fuelType  tax   mpg  \\\n",
              "1    S Class  2017   34948    Automatic    27000   Hybrid   20  61.4   \n",
              "2   SL CLASS  2016   49948    Automatic     6200   Petrol  555  28.0   \n",
              "3    G Class  2016   61948    Automatic    16000   Petrol  325  30.4   \n",
              "4    G Class  2016   73948    Automatic     4000   Petrol  325  30.1   \n",
              "5   SL CLASS  2011  149948    Automatic     3000   Petrol  570  21.4   \n",
              "\n",
              "   engineSize  \n",
              "1         2.1  \n",
              "2         5.5  \n",
              "3         4.0  \n",
              "4         4.0  \n",
              "5         6.2  "
            ],
            "text/html": [
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              "      <th></th>\n",
              "      <th>model</th>\n",
              "      <th>year</th>\n",
              "      <th>price</th>\n",
              "      <th>transmission</th>\n",
              "      <th>mileage</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>S Class</td>\n",
              "      <td>2017</td>\n",
              "      <td>34948</td>\n",
              "      <td>Automatic</td>\n",
              "      <td>27000</td>\n",
              "      <td>Hybrid</td>\n",
              "      <td>20</td>\n",
              "      <td>61.4</td>\n",
              "      <td>2.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>SL CLASS</td>\n",
              "      <td>2016</td>\n",
              "      <td>49948</td>\n",
              "      <td>Automatic</td>\n",
              "      <td>6200</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>555</td>\n",
              "      <td>28.0</td>\n",
              "      <td>5.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>G Class</td>\n",
              "      <td>2016</td>\n",
              "      <td>61948</td>\n",
              "      <td>Automatic</td>\n",
              "      <td>16000</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>325</td>\n",
              "      <td>30.4</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>G Class</td>\n",
              "      <td>2016</td>\n",
              "      <td>73948</td>\n",
              "      <td>Automatic</td>\n",
              "      <td>4000</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>325</td>\n",
              "      <td>30.1</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>SL CLASS</td>\n",
              "      <td>2011</td>\n",
              "      <td>149948</td>\n",
              "      <td>Automatic</td>\n",
              "      <td>3000</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>570</td>\n",
              "      <td>21.4</td>\n",
              "      <td>6.2</td>\n",
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              "        document.querySelector('#df-f5934184-3879-4702-bb08-9d34cd28456a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-f5934184-3879-4702-bb08-9d34cd28456a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "\n",
              "  .colab-df-quickchart {\n",
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              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
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              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
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              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 12990,\n  \"fields\": [\n    {\n      \"column\": \"model\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 25,\n        \"samples\": [\n          \" C Class\",\n          \" CL Class\",\n          \" S Class\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 2010,\n        \"max\": 2020,\n        \"num_unique_values\": 11,\n        \"samples\": [\n          2019,\n          2017,\n          2010\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11749,\n        \"min\": 1350,\n        \"max\": 159999,\n        \"num_unique_values\": 4370,\n        \"samples\": [\n          24800,\n          38899,\n          71995\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"transmission\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Automatic\",\n          \"Manual\",\n          \"Semi-Auto\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mileage\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 20240,\n        \"min\": 1,\n        \"max\": 259000,\n        \"num_unique_values\": 9660,\n        \"samples\": [\n          13250,\n          37754,\n          15933\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fuelType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Hybrid\",\n          \"Petrol\",\n          \"Diesel\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tax\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 61,\n        \"min\": 0,\n        \"max\": 580,\n        \"num_unique_values\": 33,\n        \"samples\": [\n          250,\n          160,\n          10\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mpg\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.997665678075052,\n        \"min\": 1.1,\n        \"max\": 217.3,\n        \"num_unique_values\": 106,\n        \"samples\": [\n          53.5,\n          55.4,\n          21.4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"engineSize\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.5626997438072299,\n        \"min\": 0.0,\n        \"max\": 6.2,\n        \"num_unique_values\": 18,\n        \"samples\": [\n          2.1,\n          5.5,\n          1.3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "subplots funksiyasi 2 ta obyekt qaytaradi:\n",
        "\n",
        "Umumiy chizma obyekti\n",
        "Chizma tarkibidagi grafiklar ro'yxati\n",
        "Biz quyida, qulaylik uchun, bu ikkalasini fig (figure) va ax (axes) o'zgaruvchilariga saqlab olamiz:"
      ],
      "metadata": {
        "id": "LBALZ0-0EBTU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(2, 1, figsize=(10,10))\n",
        "# Umumiy chizma nomini beramiz:\n",
        "fig.suptitle(\"Grafik 1\")\n",
        "sns.histplot(ax=ax[0], data=df, x='price')\n",
        "sns.scatterplot(ax=ax[1], data=df, x=df['year'], y=df['price'], hue=\"fuelType\", s=50)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 950
        },
        "id": "OIhFckuDECUF",
        "outputId": "025b66da-3e2f-4660-bedc-4124c65e3a76"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(2, 2, figsize=(15,10))\n",
        "# Umumiy chizma nomini beramiz:\n",
        "fig.suptitle(\"Grafik 2\")\n",
        "sns.histplot(ax=ax[0, 0], data=df, x='price')\n",
        "sns.histplot(ax=ax[0, 1], data=df, x='mileage')\n",
        "sns.scatterplot(ax=ax[1, 0], data=df, x=df['year'], y=df['price'], hue=\"fuelType\", s=50)\n",
        "sns.scatterplot(ax=ax[1, 1], data=df, x=df['year'], y=df['mileage'], hue=\"fuelType\", s=50)\n",
        "# Har bir grafik uchun nom:\n",
        "ax[0,0].set_title(\"Price distribution\")\n",
        "ax[0,1].set_title(\"Mileage distribution\")\n",
        "ax[1,0].set_title(\"Price vs Year correlation\")\n",
        "ax[1,1].set_title(\"Mileage vs Year correlation\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        },
        "id": "G2gRmGVZELMU",
        "outputId": "64df0bf4-5411-420b-a0f3-b8094213cb7a"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}