EDA.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l9Y70gsKy3aF"
      },
      "source": [
        "###Downloading dataset\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KJNaaY4kyYkM",
        "outputId": "2410f5f8-ed0d-4785-f640-2b385d90af73"
      },
      "outputs": [],
      "source": [
        "#pip install opendatasets --upgrade"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w4nZJUEhzXu_",
        "outputId": "e671e22c-01c5-4a82-e16f-51c21672e90a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Please provide your Kaggle credentials to download this dataset. Learn more: http://bit.ly/kaggle-creds\n",
            "Your Kaggle username:"
          ]
        },
        {
          "ename": "Abort",
          "evalue": "",
          "output_type": "error",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mAbort\u001b[0m                                     Traceback (most recent call last)",
            "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_14744/2920258787.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mopendatasets\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0murl\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'https://www.kaggle.com/sobhanmoosavi/us-accidents'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mod\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdownload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\opendatasets\\__init__.py\u001b[0m in \u001b[0;36mdownload\u001b[1;34m(dataset_id_or_url, data_dir, force, dry_run, **kwargs)\u001b[0m\n\u001b[0;32m     11\u001b[0m     \u001b[1;31m# Check for a Kaggle dataset URL\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mis_kaggle_url\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataset_id_or_url\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mdownload_kaggle_dataset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataset_id_or_url\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mforce\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mforce\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdry_run\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdry_run\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m     \u001b[1;31m# Check for Google Drive URL\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\opendatasets\\utils\\kaggle_api.py\u001b[0m in \u001b[0;36mdownload_kaggle_dataset\u001b[1;34m(dataset_url, data_dir, force, dry_run)\u001b[0m\n\u001b[0;32m     43\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mread_kaggle_creds\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     44\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Please provide your Kaggle credentials to download this dataset. Learn more: http://bit.ly/kaggle-creds\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 45\u001b[1;33m         \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menviron\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'KAGGLE_USERNAME'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mclick\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprompt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Your Kaggle username\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     46\u001b[0m         \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menviron\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'KAGGLE_KEY'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_get_kaggle_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     47\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\click\\termui.py\u001b[0m in \u001b[0;36mprompt\u001b[1;34m(text, default, hide_input, confirmation_prompt, type, value_proc, prompt_suffix, show_default, err, show_choices)\u001b[0m\n\u001b[0;32m    166\u001b[0m     \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    167\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 168\u001b[1;33m             \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mprompt_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprompt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    169\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    170\u001b[0m                 \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\click\\termui.py\u001b[0m in \u001b[0;36mprompt_func\u001b[1;34m(text)\u001b[0m\n\u001b[0;32m    148\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mhide_input\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    149\u001b[0m                 \u001b[0mecho\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 150\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mAbort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    151\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    152\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mvalue_proc\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;31mAbort\u001b[0m: "
          ]
        }
      ],
      "source": [
        "import opendatasets as od\n",
        "url = 'https://www.kaggle.com/sobhanmoosavi/us-accidents'\n",
        "od.download(url)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lgF-rgCD7Exu"
      },
      "outputs": [],
      "source": [
        "data='./us-accidents/US_Accidents_Dec20_updated.csv'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "myLr83fA7QMG"
      },
      "source": [
        "###Reading data set\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "id": "BTZdga5O7TWe"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv(data)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 894
        },
        "id": "V7ALf86i-TVA",
        "outputId": "eabbf26c-4602-46f0-f26d-b3b30695673e"
      },
      "outputs": [],
      "source": [
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ci3TkTXO_JNV"
      },
      "source": [
        "###checking columns and other info\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "92ArvcgF_M5h"
      },
      "outputs": [],
      "source": [
        "df.columns\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CC50ebwr_WIN"
      },
      "outputs": [],
      "source": [
        "len(df.columns)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3SA3mXR1_aau"
      },
      "outputs": [],
      "source": [
        "df.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "y_Z22Ir2C0QR"
      },
      "outputs": [],
      "source": [
        "df.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "HSNIvfajtmQf"
      },
      "outputs": [],
      "source": [
        "df.dtypes"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gVFazeanEC7X"
      },
      "source": [
        "###Questions\n",
        "\n",
        "Q1. Do warmer people have more accidents or colder?\n",
        "\n",
        "Q2. Name the 5 states with most number of accidents? How about per capita\n",
        "\n",
        "Q3. Does New York show up in the data?if yes why is the count so low even though its the most populated city\n",
        "\n",
        "Q4. What time of the day are accidents more frequent in?\n",
        "\n",
        "Q5. Which days of the week are accidents more common in?\n",
        "\n",
        "Q6. Which months have most accidents?\n",
        "\n",
        "Q7. Show trends of accidents year by year(increase/decrease)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ckoxCXaJTIKA"
      },
      "source": [
        "finding number of numeric columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Fgu2qjhFTL6d"
      },
      "outputs": [],
      "source": [
        "numerics = ['int16', 'int32', 'int64', 'float16', 'float32', 'float64']\n",
        "\n",
        "numeric_df = df.select_dtypes(include=numerics)\n",
        "len(numeric_df.columns)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EkyCfTXKU5tY"
      },
      "source": [
        "number of null entries per column"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PA8gxdUoU9Cs"
      },
      "outputs": [],
      "source": [
        "df.isna().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4ekpUvlFXAOU"
      },
      "source": [
        "Finding and plotting missing percentages"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PW5AodHLXjyM"
      },
      "outputs": [],
      "source": [
        "missing_perc=100*df.isna().sum().sort_values(ascending=False)/len(df)\n",
        "missing_perc"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CvrrsBO6cNEK"
      },
      "source": [
        "removing 0s from data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "C9__1x3EcP30"
      },
      "outputs": [],
      "source": [
        "missing_perc[missing_perc!=0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tbfWOEP0hAUG"
      },
      "outputs": [],
      "source": [
        "missing_perc[missing_perc!=0].plot(kind='barh')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pZxFN5iykTCP"
      },
      "source": [
        "Analyse Columns:\n",
        "\n",
        "\n",
        "\n",
        "1.   City\n",
        "2.   Start time\n",
        "3.   Start lat, start long\n",
        "4.   Temperature\n",
        "5.   Weather Condition\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UMCSF7eIBafh"
      },
      "source": [
        "###City"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "O697VSPy2IN_"
      },
      "outputs": [],
      "source": [
        "df.City"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GhHZYXcukX3n"
      },
      "outputs": [],
      "source": [
        "df.City.unique()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "P-YMSNIpyrsJ",
        "outputId": "b583163c-74fe-41a0-8f11-ddf564826b5b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Los Angeles             39984\n",
              "Miami                   36233\n",
              "Charlotte               22203\n",
              "Houston                 20843\n",
              "Dallas                  19497\n",
              "                        ...  \n",
              "Irwinton                    1\n",
              "Normandy Park               1\n",
              "Morehead City               1\n",
              "Lake Andes                  1\n",
              "Township 1 Charlotte        1\n",
              "Name: City, Length: 10657, dtype: int64"
            ]
          },
          "execution_count": 45,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "city_acc = df.City.value_counts()\n",
        "city_acc"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cmuLZzxfzW1K"
      },
      "source": [
        "top 20 rows"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Fo7XzcvdzPzW"
      },
      "outputs": [],
      "source": [
        "city_acc[:20].plot(kind=\"barh\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w6_t-zN50GUn"
      },
      "source": [
        "Check if New York in Data\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "sjqfSSPk0JA0"
      },
      "outputs": [],
      "source": [
        "'New York' in list(df.City)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xI9rAv4ewo5j"
      },
      "source": [
        "Creating another graph using seaborn"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {
        "id": "5_XCIM2GwxBM"
      },
      "outputs": [],
      "source": [
        "import seaborn as sns\n",
        "sns.set_style(\"darkgrid\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lkbVM-5R_ptw"
      },
      "source": [
        "using log scale"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "h-jcvZF1w8Sb"
      },
      "outputs": [],
      "source": [
        "sns.histplot(city_acc,log_scale=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wMaCpHsxzdn7"
      },
      "source": [
        "classifying cities in low and high"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7ex6LQh9zn2C"
      },
      "outputs": [],
      "source": [
        "high_acc_cities=city_acc[city_acc>1000]\n",
        "low_acc_cities=city_acc[city_acc<=1000]\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Thx6B3Lx-Gj0"
      },
      "outputs": [],
      "source": [
        "len(high_acc_cities)/len(city_acc)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "sHSfNa9A-IlG"
      },
      "outputs": [],
      "source": [
        "len(low_acc_cities)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6Zeh2w0a-RMR"
      },
      "outputs": [],
      "source": [
        "sns.distplot(high_acc_cities)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IUukHdACAJ4i"
      },
      "source": [
        "SUMMARY-\n",
        "\n",
        "\n",
        "1.   New York has very less accidents even though it has the highest population\n",
        "2.   Less than 2% cities have accidents more than 1000\n",
        "3.   An unusually high number of cities reported only 1 accidents\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fRdPUO-yBfYQ"
      },
      "source": [
        "###Start time"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2OhKx8N1BlIx"
      },
      "outputs": [],
      "source": [
        "df.Start_Time"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7rKRD1ZORko0"
      },
      "source": [
        "Converting object to date time "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FYP06BvsRiyv"
      },
      "outputs": [],
      "source": [
        "df.Start_Time=pd.to_datetime(df.Start_Time)\n",
        "df.Start_Time"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A_ZRuaVo1dKR"
      },
      "source": [
        "Graph for hours of the day"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9PFkth66jzKq"
      },
      "outputs": [],
      "source": [
        "sns.histplot(df.Start_Time.dt.hour,bins=24)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nm5GCz7M1YXG"
      },
      "source": [
        "Graph for each week"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PBMWNqWu1LPs"
      },
      "outputs": [],
      "source": [
        "sns.histplot(df.Start_Time.dt.dayofweek,bins=7)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_OMaPABxJRit"
      },
      "source": [
        "Making percentage distplot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9I40tR3pL20y"
      },
      "outputs": [],
      "source": [
        "sns.distplot(df.Start_Time.dt.dayofweek,bins=7,kde=False, norm_hist=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vf7ZYyb1PyjJ"
      },
      "source": [
        "Checking graph for sunday"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Sa_Q0sKsPvne"
      },
      "outputs": [],
      "source": [
        "sunday=df.Start_Time[df.Start_Time.dt.dayofweek==6]\n",
        "sns.distplot(sunday.dt.hour, bins=24, kde=False, norm_hist=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sfI3cCvrS2M9"
      },
      "source": [
        "Checking graph for monday"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CEuI4sWMS5AQ"
      },
      "outputs": [],
      "source": [
        "monday=df.Start_Time[df.Start_Time.dt.dayofweek==0]\n",
        "sns.distplot(monday.dt.hour, bins=24, kde=False, norm_hist=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3lP82TFhUa2k"
      },
      "source": [
        "Monthly Graph"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 352
        },
        "id": "STs3M5sgUwFV",
        "outputId": "df3f958d-f633-4201-c664-6e9335123f45"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/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"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29a1140e50>"
            ]
          },
          "execution_count": 33,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.distplot(df.Start_Time.dt.month, bins=12, kde=False,norm_hist=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kHYXAJB2XDBU"
      },
      "source": [
        "Looking through data Year by year"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 352
        },
        "id": "hGTBMuRmXFcy",
        "outputId": "4d4a9d6b-05cd-4120-e07a-8b0ca727427d"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/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"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29a0f14b50>"
            ]
          },
          "execution_count": 37,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "d2019=df[df.Start_Time.dt.year==2019]\n",
        "sns.distplot(d2019.Start_Time.dt.month, bins=12, kde=False,norm_hist=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jIbIeZMxdxEE"
      },
      "source": [
        "Example of pie graph."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "_WsKfloydGsv",
        "outputId": "a86a717e-d039-4130-d7fb-b4d35c1515e2"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29791d47d0>"
            ]
          },
          "execution_count": 47,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "city_acc[:20].plot(kind=\"pie\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y9m3Ublu0PNE"
      },
      "source": [
        "Summary\n",
        "\n",
        "1.   Most accidents happen during 1200 to 1800 hours\n",
        "2.   \n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7y6n7tvjeH9L"
      },
      "source": [
        "###Latitude and Longitude\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZJoFG2JT_Kth"
      },
      "source": [
        "Mapping of accidents on US map"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "id": "1DwPIOISeLqM",
        "outputId": "a2d1486e-b001-4125-b8e6-32391b83efe0"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f2932d71e50>"
            ]
          },
          "execution_count": 53,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.scatterplot(x=df.Start_Lng,y=df.Start_Lat)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "id": "ZBNTyWVHB77H",
        "outputId": "74a2dc62-40e9-448e-885b-8b423a2a861b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f2930e2f7d0>"
            ]
          },
          "execution_count": 63,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sample=df.sample(int(0.1*len(df)))\n",
        "sns.scatterplot(x=sample.Start_Lng,y=sample.Start_Lat,size=0.001)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VyS3V0ZIEODT"
      },
      "source": [
        "Plotting points on a map"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {
        "id": "2R_HxMfBEQD9"
      },
      "outputs": [],
      "source": [
        "import folium\n",
        "lat,lon=df.Start_Lat[0],df.Start_Lng[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Di3sY7BgGpTB"
      },
      "outputs": [],
      "source": [
        "map =folium.Map()\n",
        "marker=folium.Marker((lat,lon))\n",
        "marker.add_to(map)\n",
        "map"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kAj8GyzKKlo3"
      },
      "source": [
        "Creating heatmap with folium"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {
        "id": "GkVInUwxPmQo"
      },
      "outputs": [],
      "source": [
        "sample=df.sample(int(0.001*len(df)))\n",
        "lat_lon=list(zip(list(sample.Start_Lat),list(sample.Start_Lng)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 685
        },
        "id": "XE2lhbqzKosn",
        "outputId": "38315a9c-5ae7-4a4f-ec57-8eb433f689d3"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7f29238e1dd0>"
            ]
          },
          "execution_count": 72,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from folium.plugins import HeatMap\n",
        "map=folium.Map()\n",
        "HeatMap(lat_lon).add_to(map)\n",
        "map"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [
        "l9Y70gsKy3aF",
        "myLr83fA7QMG",
        "ci3TkTXO_JNV",
        "gVFazeanEC7X",
        "UMCSF7eIBafh"
      ],
      "name": "EDA.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.0"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}