Untitled35.ipynb

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        "<a href=\"https://colab.research.google.com/github/nurskurmanbekov/Career-Essentials-in-Data-Analysis-by-Microsoft-and-LinkedIn/blob/main/Untitled35.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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        "id": "n4JmE4Pg3HyJ"
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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\n",
        "# Addition library\n",
        "import zipfile as zip\n",
        "import collections\n",
        "from datetime import datetime"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "zip.ZipFile('RUS_combined_data.zip').extractall()"
      ],
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      },
      "execution_count": 74,
      "outputs": []
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      "source": [
        "df = pd.read_csv('RUS_combined_data.csv')"
      ],
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        "id": "A5HJVrlC3qq_"
      },
      "execution_count": 75,
      "outputs": []
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        "df.head()"
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              "       id car_brand car_model violation_date  \\\n",
              "0  134152    TOYOTA   MARK II        00:21.0   \n",
              "1   47014     LEXUS    LX 570        00:29.0   \n",
              "2    7448     HONDA       FIT        01:33.0   \n",
              "3  131275     HONDA       FIT        02:16.0   \n",
              "4  191395       BMW       728        02:22.0   \n",
              "\n",
              "                                crossroad_name  \\\n",
              "0  г. Бишкек, путепровод по пр. Байтик Баатыра   \n",
              "1   г. Бишкек, пересечение улиц Чуй - Ю.Фучика   \n",
              "2   г. Бишкек, пересечение улиц Чуй - Ю.Фучика   \n",
              "3          г. Бишкек, путепровод по пр. Манаса   \n",
              "4                 А/д Бишкек - Торугарт 12.9км   \n",
              "\n",
              "                             violation_protocol_name  violation_ammount  \\\n",
              "0  Нарушение «превышение скорости» свыше 40 км/ч,...               5500   \n",
              "1            Невыполнение требований дорожных знаков               3000   \n",
              "2            Невыполнение требований дорожных знаков               3000   \n",
              "3  Нарушение «превышение скорости» свыше 20 км/ч,...               3000   \n",
              "4  Нарушение «превышение скорости» свыше 20 км/ч,...               3000   \n",
              "\n",
              "        date      time  \n",
              "0   04/03/19  12:00 AM  \n",
              "1   04/03/19  12:00 AM  \n",
              "2   04/03/19  12:01 AM  \n",
              "3   04/03/19  12:02 AM  \n",
              "4   04/03/19  12:02 AM  "
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          "metadata": {},
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      "source": [
        "df.columns"
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        "id": "A91xkJQd6-bA",
        "outputId": "d7698898-3cd6-4e2f-d0bb-c939cb9fe5a7"
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      "execution_count": 77,
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          "data": {
            "text/plain": [
              "Index(['id', 'car_brand', 'car_model', 'violation_date', 'crossroad_name',\n",
              "       'violation_protocol_name', 'violation_ammount', 'date', 'time'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 77
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Анализ распространенных типов нарушений: в поисках паттернов\n",
        "#### Analyzing Common Types of Violations: Seeking Patterns"
      ],
      "metadata": {
        "id": "8KoKF_3W8Q0s"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "violation_types = [row['violation_protocol_name'] for i, row in df.iterrows()]"
      ],
      "metadata": {
        "id": "AkOIBAgG8Xpv"
      },
      "execution_count": 78,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "violation_counts = collections.Counter(violation_types)"
      ],
      "metadata": {
        "id": "bKPvpFiv9U3H"
      },
      "execution_count": 79,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "most_common_violations = sorted(violation_counts.items(), key=lambda x: x[1], reverse=True)"
      ],
      "metadata": {
        "id": "2DfcL6VD9wA0"
      },
      "execution_count": 80,
      "outputs": []
    },
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      "cell_type": "code",
      "source": [
        "most_common_violations_list = list(most_common_violations)"
      ],
      "metadata": {
        "id": "U00w2R5W9xSV"
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      "execution_count": 81,
      "outputs": []
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        "most_common_violations_list"
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              "[('Превышение установленной скорости движения на величину свыше 10км/ч, но не более 20 км/ч',\n",
              "  152334),\n",
              " ('Невыполнение требований дорожных знаков', 107273),\n",
              " ('Нарушение «превышение скорости» свыше 10 км/ч, но не более 20 км/ч', 83170),\n",
              " ('Нарушение «превышение скорости» свыше 20 км/ч, но не более 40 км/ч', 62407),\n",
              " ('Нарушение требований разметки проезжей части дороги', 52484),\n",
              " ('Невыполнение требований ПДД об остановке перед стоп-линией, обозначенной дорожным знаком или разметкой проезжей части, при запрещающем сигнале светофора или жесте регулировщика',\n",
              "  41841),\n",
              " ('Превышение установленной скорости движения на величину свыше 20км/ч, но не более 40 км/ч',\n",
              "  39460),\n",
              " ('Нарушение правил обгона или маневрирования с выездом на полосу встречного движения',\n",
              "  13237),\n",
              " ('Проезд на запрещенный сигнал светофора, либо жест регулировщика', 7968),\n",
              " ('Нарушение «превышение скорости» свыше 40 км/ч, но не более 60 км/ч', 5139),\n",
              " ('Превышение установленной скорости движения на величину свыше 40км/ч, но не более 60 км/ч',\n",
              "  3006),\n",
              " ('Нарушение правил маневрирования', 2972),\n",
              " ('Нарушение правил остановки либо стоянки', 1112),\n",
              " ('Нарушение «превышение скорости» свыше 60 км/ч', 573),\n",
              " ('Превышение установленной скорости движения на величину более 60км/ч', 361),\n",
              " ('Нарушение правил остановки или стоянки, в том числе остановка или стоянка на полосе для маршрутных транспортных средств',\n",
              "  234),\n",
              " ('Нарушение правил проезда пешеходных переходов, движение по тротуарам', 24),\n",
              " ('Не выполнение требований дорожных знаков либо разметки проезжей части дороги',\n",
              "  14),\n",
              " ('Нарушение требований дорожных знаков', 8),\n",
              " ('Нарушение правил обгона или маневрирования без выезда на полосу встречного движения',\n",
              "  2)]"
            ]
          },
          "metadata": {},
          "execution_count": 82
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "violation_dict = dict(most_common_violations_list)\n",
        "violation_series = pd.Series(violation_dict)"
      ],
      "metadata": {
        "id": "3ZNTTQSd-46U"
      },
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.barplot(x=violation_series.index[:5], y=violation_series.values[:5])\n",
        "plt.xticks(rotation=90)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ZcfMOjohWIR5",
        "outputId": "4ed6d4e8-cb66-45fd-e940-096832bf56cf"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Статистика нарушений: лидеры среди марок и моделей автомобилей\n",
        "#### Violation Statistics: Leading Car Makes and Models"
      ],
      "metadata": {
        "id": "fllMR-SLG8Bl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##### Car Models"
      ],
      "metadata": {
        "id": "ji4GUwMpO65T"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "brand_model_data = []\n",
        "for i, row in df.iterrows():\n",
        "    brand = row['car_brand']\n",
        "    model = row['car_model']\n",
        "    brand_model = \"{} {}\".format(brand, model)\n",
        "    brand_model_data.append(brand_model)"
      ],
      "metadata": {
        "id": "Q0szqnqjHFy_"
      },
      "execution_count": 85,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "brand_model_counts = collections.Counter(brand_model_data)\n",
        "most_common_models = sorted(brand_model_counts.items(), key=lambda x: x[1], reverse=True)[:10]\n",
        "print(\"The 10 most common models of cars that violate traffic rules are:\")\n",
        "for brand, count in most_common_models:\n",
        "    print(\"* {} ({})\".format(brand, count))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dfV61U9zNvpH",
        "outputId": "48017bb8-19cf-413b-f89b-b04a0bf91198"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The 10 most common models of cars that violate traffic rules are:\n",
            "* HONDA FIT (26467)\n",
            "* TOYOTA CAMRY (26301)\n",
            "* HONDA ODYSSEY (16221)\n",
            "* HONDA STEPWGN (14074)\n",
            "* VOLKSWAGEN PASSAT (12574)\n",
            "* HONDA CR-V (12060)\n",
            "* LEXUS GX 470 (9850)\n",
            "* LEXUS LX 570 (8167)\n",
            "* LEXUS RX 300 (8047)\n",
            "* HONDA ACCORD (7988)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_models = [models for models, _ in most_common_models[:10]]\n",
        "models_counts = [count for _, count in most_common_models[:10]]"
      ],
      "metadata": {
        "id": "ddr7XX01H49m"
      },
      "execution_count": 87,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set(style=\"whitegrid\")\n",
        "plt.pie(models_counts, labels=top_models, autopct='%1.1f%%', startangle=90)\n",
        "plt.title(\"Top 10 Car Models in Traffic Violations\")\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "_6FxHLQBLBbt",
        "outputId": "3f2cbda4-9ff1-4714-8698-0036079075f3"
      },
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##### Brands"
      ],
      "metadata": {
        "id": "HVVUJtcFPZwn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "brand_counts = collections.Counter(df[\"car_brand\"])"
      ],
      "metadata": {
        "id": "QiZ1RzzuPf7r"
      },
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "most_common_brands = sorted(brand_counts.items(), key=lambda x: x[1], reverse=True)[:10]\n",
        "top_brands = [brand for brand, count in most_common_brands]\n",
        "brand_counts = [count for _, count in most_common_brands]"
      ],
      "metadata": {
        "id": "TsIrUcRJUv-7"
      },
      "execution_count": 90,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"The 10 most common car brands in traffic violations are:\")\n",
        "for brand, count in most_common_brands:\n",
        "    print(\"* {} ({})\".format(brand, count))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jLGEBIMkPpuB",
        "outputId": "43a28755-0e41-415a-9fd1-53c2c56343c2"
      },
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The 10 most common car brands in traffic violations are:\n",
            "* TOYOTA (126439)\n",
            "* HONDA (99203)\n",
            "* MERCEDES-BENZ (86335)\n",
            "* LEXUS (50274)\n",
            "* VOLKSWAGEN (33059)\n",
            "* NISSAN (20101)\n",
            "* MAZDA (20006)\n",
            "* BMW (19840)\n",
            "* SUBARU (18456)\n",
            "* AUDI (17171)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set(style=\"whitegrid\")\n",
        "plt.pie(brand_counts, labels=top_brands, autopct='%1.1f%%', startangle=90)\n",
        "plt.title(\"Top 10 Car Brands in Traffic Violations\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "7oVmpxqAUNGY",
        "outputId": "09b3fc5a-1d47-4b0e-f6b9-cbe63a87b945"
      },
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "next"
      ],
      "metadata": {
        "id": "x_9iRvisW1Fm"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### День недели с наибольшим количеством нарушений ПДД\n",
        "#### Day of the week with the highest number of traffic violations"
      ],
      "metadata": {
        "id": "XesZi23M8xmq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data = df.copy()\n",
        "data['date'] = data['date'].str.strip()\n",
        "data['date'] = data['date'].apply(lambda x: datetime.strptime(x, \"%d/%m/%y\"))\n",
        "sorted_df = data.sort_values(by='date')"
      ],
      "metadata": {
        "id": "yYZTBMByboRD"
      },
      "execution_count": 93,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data['time'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oSfrQj5Hcmzz",
        "outputId": "fe141ac6-bb40-47d4-9b57-54836a9d8184"
      },
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['12:00 AM', '12:01 AM', '12:02 AM', ..., '7:41 PM', '5:06 AM',\n",
              "       '6:29 AM'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 94
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AuT1WjPc2rxn",
        "outputId": "2a99bdce-67b3-4e48-b3da-094c48585677"
      },
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['id', 'car_brand', 'car_model', 'violation_date', 'crossroad_name',\n",
              "       'violation_protocol_name', 'violation_ammount', 'date', 'time'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 95
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data['date'].value_counts(ascending=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VfDMzWmxCB3F",
        "outputId": "f9b87a95-bdd5-4717-ee18-5062b4c9172e"
      },
      "execution_count": 96,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2020-08-06    5179\n",
              "2020-07-06    4946\n",
              "2020-10-06    4931\n",
              "2020-06-06    4921\n",
              "2020-05-06    4838\n",
              "              ... \n",
              "2019-03-13    1083\n",
              "2019-03-17    1080\n",
              "2021-02-01    1062\n",
              "2019-03-28     778\n",
              "2021-01-01     695\n",
              "Name: date, Length: 239, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 96
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sorted_df['date'].value_counts(ascending=False).head(10).plot(kind='bar')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 597
        },
        "id": "H1tgFYFj3F2R",
        "outputId": "cdc9f812-147d-44e2-807c-634d102e6c91"
      },
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 97
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Распределение нарушений ПДД по дням недели\n",
        "#### Distribution of traffic violations by day of the week"
      ],
      "metadata": {
        "id": "vj5Lgrya8eKb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data['date'] = pd.to_datetime(data['date'])\n",
        "top_10_violations = data['date'].dt.weekday.value_counts(ascending=False).head(10)\n",
        "print(top_10_violations)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5zqcqLox4-AE",
        "outputId": "f2bf829a-a31c-4c3c-881b-1fec5c47b5bd"
      },
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3    88877\n",
            "4    84866\n",
            "6    83253\n",
            "0    82670\n",
            "2    81638\n",
            "5    79695\n",
            "1    72620\n",
            "Name: date, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_10_violations"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F5eU7Esw62Bl",
        "outputId": "00b3f91e-1955-444e-84c3-debf631971e4"
      },
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3    88877\n",
              "4    84866\n",
              "6    83253\n",
              "0    82670\n",
              "2    81638\n",
              "5    79695\n",
              "1    72620\n",
              "Name: date, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 99
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.pie(top_10_violations, labels=['Четверг', 'Пятница', 'Воскресенье', 'Понедельник', 'Среда', 'Суббота', 'Вторник'], autopct='%1.1f%%')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "Fi_6WCpR5CK8",
        "outputId": "70bf7a44-29dc-4874-a1a1-fb7a754f5d77"
      },
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([<matplotlib.patches.Wedge at 0x7f36cd936350>,\n",
              "  <matplotlib.patches.Wedge at 0x7f36cd935cc0>,\n",
              "  <matplotlib.patches.Wedge at 0x7f36cd936800>,\n",
              "  <matplotlib.patches.Wedge at 0x7f36cd937460>,\n",
              "  <matplotlib.patches.Wedge at 0x7f36cd9340a0>,\n",
              "  <matplotlib.patches.Wedge at 0x7f36cd937bb0>,\n",
              "  <matplotlib.patches.Wedge at 0x7f36cd9342e0>],\n",
              " [Text(0.9722378592435373, 0.5145420731617034, 'Четверг'),\n",
              "  Text(0.1453030029261719, 1.0903609665338525, 'Пятница'),\n",
              "  Text(-0.7800497019331964, 0.7755787919443978, 'Воскресенье'),\n",
              "  Text(-1.0912518283477546, -0.13845377252961694, 'Понедельник'),\n",
              "  Text(-0.5699904684815922, -0.9408033087952739, 'Среда'),\n",
              "  Text(0.36566777113933535, -1.0374425676392842, 'Суббота'),\n",
              "  Text(1.0141391441719971, -0.4260537480859538, 'Вторник')],\n",
              " [Text(0.530311559587384, 0.2806593126336564, '15.5%'),\n",
              "  Text(0.07925618341427557, 0.5947423453821012, '14.8%'),\n",
              "  Text(-0.4254816555999253, 0.4230429774242169, '14.5%'),\n",
              "  Text(-0.595228270007866, -0.07552023956160922, '14.4%'),\n",
              "  Text(-0.3109038918990502, -0.5131654411610584, '14.2%'),\n",
              "  Text(0.19945514789418292, -0.5658777641668822, '13.9%'),\n",
              "  Text(0.5531668059119984, -0.23239295350142933, '12.7%')])"
            ]
          },
          "metadata": {},
          "execution_count": 100
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Топ 10 часто нарушаемых улицы\n",
        "#### Top 10 most frequently violated streets"
      ],
      "metadata": {
        "id": "9EfFDkNCE-8X"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "id": "-whQq6ZHFCZ-",
        "outputId": "c04f01b3-5d35-42a5-8110-c21a01b13336"
      },
      "execution_count": 101,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "       id car_brand car_model violation_date  \\\n",
              "0  134152    TOYOTA   MARK II        00:21.0   \n",
              "1   47014     LEXUS    LX 570        00:29.0   \n",
              "2    7448     HONDA       FIT        01:33.0   \n",
              "3  131275     HONDA       FIT        02:16.0   \n",
              "4  191395       BMW       728        02:22.0   \n",
              "\n",
              "                                crossroad_name  \\\n",
              "0  г. Бишкек, путепровод по пр. Байтик Баатыра   \n",
              "1   г. Бишкек, пересечение улиц Чуй - Ю.Фучика   \n",
              "2   г. Бишкек, пересечение улиц Чуй - Ю.Фучика   \n",
              "3          г. Бишкек, путепровод по пр. Манаса   \n",
              "4                 А/д Бишкек - Торугарт 12.9км   \n",
              "\n",
              "                             violation_protocol_name  violation_ammount  \\\n",
              "0  Нарушение «превышение скорости» свыше 40 км/ч,...               5500   \n",
              "1            Невыполнение требований дорожных знаков               3000   \n",
              "2            Невыполнение требований дорожных знаков               3000   \n",
              "3  Нарушение «превышение скорости» свыше 20 км/ч,...               3000   \n",
              "4  Нарушение «превышение скорости» свыше 20 км/ч,...               3000   \n",
              "\n",
              "        date      time  \n",
              "0   04/03/19  12:00 AM  \n",
              "1   04/03/19  12:00 AM  \n",
              "2   04/03/19  12:01 AM  \n",
              "3   04/03/19  12:02 AM  \n",
              "4   04/03/19  12:02 AM  "
            ],
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              "      <td>02:22.0</td>\n",
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              "\n",
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              "    async function quickchart(key) {\n",
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
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              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 101
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['crossroad_name'].value_counts().head(10).plot(kind='bar')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 927
        },
        "id": "ZOlil36cFT-u",
        "outputId": "bfdafca1-a739-4819-d3ed-05604a8d5a0e"
      },
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 102
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}