Crash Analysis.ipynb

crash-analysis.ipynb

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        "<a href=\"https://colab.research.google.com/gist/shakasom/382a5cc0c59e24fdae29679de6d7e88a/crash-analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "# Predicting Vehicle Accidents with Machine Learning - a Complete pipeline in Python.\n",
        "\n",
        "\n",
        "Road accidents constitute a major problem in our societies around the world. The World Health Organization(WHO) estimated that 1.25 million deaths were related to road traffic injuries in the year 2010. For the year 2016, the USA alone had recorded 37, 461 motor vehicle crash-related deaths, averaging around 102 people per day. In Europe, the statistics also indicate that each minute, there are 50 road deaths recorded in the year 2017. Can machine learning help us understand the causes and the factors that affect car crash severity?\n",
        "\n",
        "---\n",
        "\n",
        "**New Zealand Crash Analysis Dastaset**\n",
        "This data was extracted from the Transport Agency. Crash Analysis System (CAS). It is updated on a quarterly basis (Last update on October 2018). CAS records all traffic crashes as reported to the Transport Agency by the NZ Police. Not all crashes are reported to the NZ Police. The level of reporting increases with the severity of the crash. Due to the nature of non-fatal crashes it is believed that these are under-reported. CAS covers crashes on all New Zealand roadways or places where the public have legal access with a motor vehicle. Data is currently available from 1 January 2000 and is updated quarterly. The dataset includes crash variables confirmed as non-personal data.\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "In this notebook, we will do a complete machine learning pipeline from getting data programmatically, performing exploratory data analysis and formulating a real-world problem into a machine learning model and interpreting the results. The complete code and Jupyter notebooks are available in this Github repo. The whole process is carried out in Google Colab using their free TPU environment so you can directly open the notebook and experiment it.\n",
        "\n",
        "\n",
        "\n"
      ]
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      "source": [
        "\n",
        "## Installation\n",
        "\n",
        "We need to install first some libraries not preinstalled in Google Colab, so let us do that."
      ]
    },
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      "source": [
        "%%time \n",
        "!apt update\n",
        "!apt upgrade\n",
        "!apt install gdal-bin python-gdal python3-gdal \n",
        "!apt install python3-rtree \n",
        "!pip install git+git://github.com/geopandas/geopandas.git\n",
        "!pip install descartes \n",
        "!pip install folium \n",
        "!pip install pysal\n",
        "!pip install scipy\n",
        "!pip install -U scikit-learn\n",
        "!pip install seaborn --upgrade\n"
      ],
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      "cell_type": "code",
      "source": [
        "# Import libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import geopandas as gpd\n",
        "import matplotlib.pyplot as plt\n",
        "import folium\n",
        "import requests\n",
        "import seaborn as sns\n",
        "\n",
        "print(sns.__version__)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.9.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "iIFDUYw5hNE_",
        "colab_type": "text"
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      "cell_type": "markdown",
      "source": [
        "* Restart runtime and only import libraries again to get Seaborn 0.9.1. No installation needed again. Continue to the next section. "
      ]
    },
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      "source": [
        "## Getting the Data\n",
        "\n",
        "The Crash Analysis System (CAS) data is available in different formats and APIs. It is simple to grab them through API interfaces, instead of downloading to your local machine. This is beneficial, as we will access latest updated data every time we run the Jupyter notebook. I find this particular problem, the vehicle accidents, to be strongly related to location (Geography), so we will grab the geojson, instead of usual csv file, so that we can perform geographic data analysis without creating geometries from latitude and longtitude and deal with coordinate reference systems and projections. \n",
        "\n",
        "We will use Geopandas library to read the data. If you are familiar with Pandas library, then you should feel home as Geopandas is built on top pandas. Geopandas is high level library that makes working with geographic data in Python easier as it allows pandas functionality and data types to allow spatial operations on geographic geometries. It is well integrated with the python echosystem and depends much on pandas, matplotlib and shapely library for geometric operations."
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      "source": [
        "# Get the data from url and request it as json file\n",
        "url = 'https://opendata.arcgis.com/datasets/a163c5addf2c4b7f9079f08751bd2e1a_0.geojson'\n",
        "geojson = requests.get(url).json()"
      ],
      "execution_count": 0,
      "outputs": []
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      "source": [
        "# Read the data as GeodataFrame in Geopandas\n",
        "crs = {'init': 'epsg:3851'} # Coordinate reference system (CRS) for Newzealand\n",
        "gdf = gpd.GeoDataFrame.from_features(geojson['features'], crs=crs)"
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        "gdf.head()\n"
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              "   OBJECTID  Pedestrian  advisorySpeed  animals  areaUnitID  bicycle  bridge  \\\n",
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      "source": [
        "## Exploratoray Data Analysis (EDA)"
      ]
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        "### Crash \n",
        "\n",
        "**crashSeverity**: The severity of a crash. Possible values are 'F' (fatal), 'S' (serious), 'M' (minor), 'N' (non-injury). This is determined by the worst injury sustained in the crash at time of entry.\n",
        "\n",
        "**seriousInjuryCount**: A count of the number of serious injuries (inj) associated with this crash.\n",
        "\n",
        "**minorInjuryCount**: A count of the number of minor injuries (inj) associated with this crash.\n",
        "\n",
        "**fatalCount:** A count of the number of fatal casualties associated with this crash."
      ]
    },
    {
      "metadata": {
        "id": "fr29Eu_igy17",
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        "cellView": "form",
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          "height": 974
        }
      },
      "cell_type": "code",
      "source": [
        "#@title \n",
        "from IPython.display import Image\n",
        "from IPython.core.display import HTML \n",
        "\n",
        "start_year = gdf.crashYear.min()\n",
        "end_year = gdf.crashYear.max()\n",
        "\n",
        "fatal = gdf['fatalCount'].sum()\n",
        "major = gdf['seriousInjuryCount'].sum()\n",
        "minor = gdf['minorInjuryCount'].sum()\n",
        "\n",
        "print(\"The total death in car crash accidents since the year {}, up to {} is {}.\".format(start_year, end_year,fatal))\n",
        "print(\"While the total number of serious injuries and minor injuries in car accidents reach {}, {} respectively\".format(major,minor))\n",
        "#respectively in the same period\".format(start_year, end_year,fatal, minor, major))\n",
        "\n",
        "\n",
        "Image(url= \"https://images.unsplash.com/photo-1542092444-400d92b09cea?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=1352&q=80\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The total death in car crash accidents since the year 2000, up to 2018 is 6922.\n",
            "While the total number of serious injuries and minor injuries in car accidents reach 45044, 205895 respectively\n"
          ],
          "name": "stdout"
        },
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      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(1, 3, figsize = (25, 5));\n",
        "\n",
        "sns.barplot(x=\"crashYear\", y=\"fatalCount\",  data=gdf, ax=ax[0]);\n",
        "sns.barplot(x=\"crashYear\", y=\"seriousInjuryCount\",  data=gdf, ax=ax[1]);\n",
        "sns.barplot(x=\"crashYear\", y=\"minorInjuryCount\",  data=gdf, ax=ax[2]);\n",
        "[ax[i].set_xlabel('Crash Year') for i in range(3)]\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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mmF7g0Lr9Q4q+4dwGLBrlXEmSpEo1sgRombIKu8Zk5vaI2AQcBDw+wnk/BHwU2DJ+oUqS\nJEnlHTglBrSSmq+7u5u+vj5mzZrF0qVLqw5Ho+DaNarASmBuRBxGLXm3GDijfkBEzM3MnxS7bwV2\nbvcAn4mIjwEvAeYC32pK1JIkSaPQ0DUAx1tEvAp4WWb+WUTM2c3Ytqq57odXSZKk9vGeN+zX1Peb\n/sIY0EqCvr4+ensn7sM3k6YeMKCdiFy7Rs1W/Pj8fOBuYDJwY2aujojLgVWZ2QOcHxHHA88CG4Gz\ni7mrI+JzwBpgO/CezNxRyYVIkiSV0MgEYJnSCDvHrIuIvYDpwPoRzvkbQFdEPEQt9hdFxFcz83cG\nD8zMZcAygK6urhzlNTTNRP/wKkmSpNE7/Y17N/X9pu4fQBatpCpMW3Be1SFIE1JmrgBWDOq7pG77\nT0aY+2Hgw42LTpIkafw0MgG427IK1MonnA3cB5wC3JuZwybrMvM64DqA4gnALwyV/JMkSVLnmDFl\nnwGtxu73jptcdQgaxls//9FS47b1bwTgkf6NpeZ88e1/Pqa4JEmSJEmtpWEJwJJlFW4AbomItcAG\naklCAIqn/KYBe0fEIuBNmbmmUfFKkiSpPV107FFVh6AO9pY7Lyg17pmnHgOg96nHSs25a9HVY4pL\nUvVm7DdjQCupxrWUJUlqjoauAViirMJW4NRh5s7ZzbkfAl455iAlSZIkSZLGWfe8i6oOQWpJzV5L\nWZKkMrq7u+nr62PWrFksXbq06nDGRUMTgJIkSZIkSZIkSVIr6+vro7e3t+owxpUJQEmSJEkdZ++p\nAWTRajgn3nFjqXFb+zcD8Ej/5tJzvnDyu0Yd13hatPzLpcb1928B4JH+LaXm3HnK8WOKS5IkSZLG\nwgSgJEmSpEpN2b+WjKu1zXHESX4UkiRJkiRNXH7qlSRJklSp18+fXHUIUsfbd9qMAe1EdMD+Mwe0\nkiRJ0kRmAlCSJEmSpA736oUXVh1Cw5173AeqDkFqSd3d3fT19TFr1iyWLl1adTiSJGmcmABU03hD\nKUmSJEnSxDFzyvQBrdpTX18fvb29VYchSdK4+/nHHyg9dscT23a1Zea9+M9eNeq4msUEoJrGG0pJ\nkiRJkiaOD7x+cdUhTDj+eFqSJI0XE4CSJEmSpJZw4u3LS4/d2t8PwCP9/aXmfeHUU0YdlyQ1iz+e\nliRJ48UEoCRJkiRJkiRJklqCT8SPDxOAmrD8R0KSJEmdKqZNGdBKkiRJUrvwifjxYQJQE5b/SEiS\nJKlVxNQXkEXbDHsvmNeU95EkSZIktSYTgJIkSZLUYC9Y9NKqQ5AkdZC+6z5YeuyOTRt2tWXmzTrv\n0lHHJUlSq5q534ED2onABKAkSZIkSZIkSZI61kWv+6OqQxh3JgAlSZIkSWMSU184oJ2IJk2dznNF\nK0l76rHrbi01bsemJ3e1ZefMPO/MUcclSZImLhOAkiRJbSYi5gOfACYD12fmFYOO7wPcDBwNrAdO\ny8yHimNHAZ8EpgHPAa/NzK3Ni17SRLTPguOqDqHhppx0etUhSJIkSVJpJgAlSZLaSERMBq4FTgDW\nASsjoicz19QNOxfYmJlHRMRi4ErgtIjYC7gVeGdmfjciDgKebfIlSJIkSZKkDrTuqr5S47Zv3LGr\nLTvnkPfPGnVcE9WkqgNoVTOn7M+s/acxc8r+VYciSZJUbx6wNjMfzMxngNuAhYPGLAQ+XWwvB46L\niADeBHwvM78LkJnrM3NHk+KWJEmSJElSk/gE4DAuPvbNVYcgSZI0lIOBh+v21wHHDDcmM7dHxCbg\nIODlQEbE3cBM4LbMXDr4DSJiCbAEYPbs2eN+AZIkSWodM6bsM6CVJEkTgwlASZKkzrEX8FvAa4Et\nwD0RcX9m3lM/KDOXAcsAurq6sulRSpIkqWkuOvaoqkOQJEkNYAlQSZKk9tILHFq3f0jRN+SYYt2/\n6cB6ak8L/u/MfDwztwArgNc0PGJJaoCYOpWYPp2YOrXqUCRJkiSp5fgEYIP1XffBUuN2bNqwqy0z\nZ9Z5l44pLkmS1LZWAnMj4jBqib7FwBmDxvQAZwP3AacA92bmztKf3RExBXgG+G3g402LXJLG0T4n\nnlR1CJI07mZO2X9AK0mSNFomACVJktpIsabf+cDdwGTgxsxcHRGXA6syswe4AbglItYCG6glCcnM\njRHxMWpJxARWZOYXK7kQSZIkPc/Fx7656hAkSarcjP1mDGg1OiYAJUmS2kxmrqBWvrO+75K67a3A\nqcPMvRW4taEBSpIkSZIkjVL3vIuqDmFCcA1ASZIkSZIkSZIkaQIxAShJkiRJkiRJkiRNICYAJUmS\nJEmSJEmSpAnEBKAkSZIkSZIkSZI0gTQ0ARgR8yPixxGxNiIuHOL4PhHxz8Xxb0bEnKL/oIj4SkT0\nR8Q1deOnRMQXI+JHEbE6Iq5oZPySJEmSJEmSJElSu9mrUSeOiMnAtcAJwDpgZUT0ZOaaumHnAhsz\n84iIWAxcCZwGbAX+Gnhl8ap3VWZ+JSL2Bu6JiLdk5l2Nug6N7J7r31p67NObtxXtI6XmHfeHXxx1\nXJIkSZIkSZIkSZ2qkU8AzgPWZuaDmfkMcBuwcNCYhcCni+3lwHEREZn5VGZ+nVoicJfM3JKZXym2\nnwG+DRzSwGuQJEkTWHd3N2eddRbd3d1VhyJJkiRJkiSNm0YmAA8GHq7bX1f0DTkmM7cDm4CDypw8\nIn4JOAm4Z8yRSpKkjtTX10dvby99fX1VhyJJkqQmKLFczfsiYk1EfC8i7omIl9Yd2xERDxSvnuZG\nLkmStGcaVgK0kSJiL+CzwN9n5oPDjFkCLAGYPXt2E6OTJEmSJElSqym5XM13gK7M3BIR5wFLqS1X\nA/B0Zr6qqUFLkiSNUiOfAOwFDq3bP6ToG3JMkdSbDqwvce5lwE8y8++GG5CZyzKzKzO7Zs6cuUeB\nS6NhGTlJkiRJklrabperycyvZOaWYvcbuPSMJElqU418AnAlMDciDqOW6FsMnDFoTA9wNnAfcApw\nb2bmSCeNiL+hlij8w3GPuIN0d3fT19fHrFmzWLp0adXhTAg7y8hJkiRJkqSWNNRyNceMMP5c4K66\n/X0jYhWwHbgiM+8c/xAlSZLGR8MSgJm5PSLOB+4GJgM3ZubqiLgcWJWZPcANwC0RsRbYQC1JCEBE\nPARMA/aOiEXAm4DNwMXAj4BvRwTANZl5faOuY6IyWSVJkiRJkjS0iDgT6AJ+u677pZnZGxGHA/dG\nxPcz86eD5rkkjSRJagkNXQMwM1cAKwb1XVK3vRU4dZi5c4Y5bYxXfGpPt9305lLjnty8vWh7S81Z\nfM7dY4pLkiRJkiS1tDLL1RARx1P7AfpvZ+a2nf2Z2Vu0D0bEV4FXAwMSgJm5jNrSNXR1dY1Y5UqS\nJKmRGrkGoCRJkiRJktQqdi1XExF7U6tE1VM/ICJeDXwSWJCZv6jrPyAi9im2ZwCvB9Y0LXJJkqQ9\n1NAnACVJkiRJkqRWUHK5mr8F9gduL5ae+a/MXAD8KvDJiHiO2g/qr8hME4CSJKllmQCUJEmSJElS\nRyixXM3xw8z7d+DXGhudJEnS+DEBKElqmO7ubvr6+pg1axZLly6tOhxJkiRJkiRJ6ggmACWpIp2Q\nHOvr66O3t7fqMCRJkiRJkiSpo5gAlKSKmByTJEmSJEmSJDXCpKoDkCRJkiRJkiRJkjR+TABKkiRJ\nkiRJkiRJE4glQFvEjCn7DGilVtQJa9ZJkiRJkiRJktTuTAC2iIuOParqEKTdmuhr1pnglCRJkiRJ\nkiRNBCYAJakw0ROcGn8mjSVJkiRJkiS1IhOAkiSNUhVJY5OOkiRJkiRJknbHBKDUpkwCSJ3JJ1Ul\nSZIkSZIk7Y4JQKlNmQSQJEmSJEmSJElDmVR1AJIkSZIkSZIkSZLGjwlANc30FwYHTg2mvzCqDkWS\n1KK6u7s566yz6O7urjqUhouIW8r0SZIkSZIkSXvKEqBqmtPfuHfVIUiSWlyHlTd+Rf1OREwGji4z\nMSLmA58AJgPXZ+YVg47vA9xcnG89cFpmPhQRc4AfAj8uhn4jM989hmuQJEmSJElSCzIBKEmS1EQR\ncRHwAWC/iNi8sxt4BlhWYv5k4FrgBGAdsDIiejJzTd2wc4GNmXlERCwGrgROK479NDNfNT5XI0mS\nJEmSpFZkCVBJkqQmysyPZOZU4G8zc1rxmpqZB2XmRSVOMQ9Ym5kPZuYzwG3AwkFjFgKfLraXA8dF\nhDW4JUnShGE5dUmSpJH5BOAEs/ofFpQa98ymLUX7SOk5r/jjnlHHJUmSBsrMiyLiYOCl1N2TZeb/\n3s3Ug4GH6/bXAccMNyYzt0fEJuCg4thhEfEdYDPwV5n5f0Z/FZIkSZUZdTl1SZKkTmACUJIkqQIR\ncQWwGFgD7Ci6E9hdAnAsHgVmZ+b6iDgauDMiXpGZm+sHRcQSYAnA7NmzGxiOJEnSnhlrOXVJkqRO\nYQJQE9bU/QPIoh29q//pzaXGPfHk9qLtLTXngnfcPaa4JElt723A/5OZ2/ZwXi9waN3+IUXfUGPW\nRcRewHRgfWYmsA0gM++PiJ8CLwdW1U/OzGUUX6B1dXXlHsYnSZLUMJn5EeAjEfGRkuXTJUmSOpIJ\nQE1Yv3fc5KpDkCRpJA8CL6BIyO2BlcDciDiMWqJvMXDGoDE9wNnAfcApwL2ZmRExE9iQmTsi4nBg\nbhGHJElSWxlDOXVJkqSOYAJQkiSpGluAByLiHuqSgJn53pEmFWv6nQ/cDUwGbszM1RFxObAqM3uA\nG4BbImItsIFakhDgWODyiHgWeA54d2ZuGO8LkyRJarSKyqlLkiS1DROAkiRJ1egpXnssM1cAKwb1\nXVK3vRU4dYh5dwB3jOY9JUmSWsxoy6lLkiR1BBOAklpWd3c3fX19zJo1i6VLl1YdjiSNq8z8dNUx\nSJIktbHRllOXJEnqCCYAJbWsvr4+ent7qw5DUhv6xdVfKjVuxxNbdrVl57zoghNGHVe9iPgZtTJV\nA2Tm4ePyBpIkSRPbqMqpS5IkdQoTgJIkSdXoqtvel1rJzgMrikWSJKndjLqcuiRJUidoaAIwIuYD\nnwAmA9dn5hWDju8D3AwcDawHTsvMhyLiIGA58FrgU5l5ft2co4FPAftRW/vmTzLzeb+el6SqnHj7\n8lLjtvb3A/BIf3/pOV849ZRRxyWptWTm+kFdfxcR9wOXDDVekiRJ/81y6pIkSSNrWAIwIiYD1wIn\nAOuAlRHRk5lr6oadC2zMzCMiYjFwJXAasBX4a+CVxavedcD/C3yTWgJwPnBXo65DmujecucFpcc+\n89RjAPQ+9VipeXctunrUcam1nXrH90qNe6L/GQAe7X+m1JzbTz5qTHFJ7SQiXlO3O4naE4FWZ5Ak\nSSrBcuqSJEkja+SXTPOAtZn5IEBE3AYsBOoTgAuBy4rt5cA1ERGZ+RTw9Yg4ov6EEfHLwLTM/Eax\nfzOwCBOAkkZw4h03lhq3tX8zAI/0by415wsnv2tMcUnqeB+t294OPAT8fjWhSJIktR3LqUuSJI2g\nkQnAg4GH6/bXAccMNyYzt0fEJuAg4PERzrlu0DkPHmpgRCwBlgDMnj17T2OXJElqqMx8Y9UxSJIk\ntSvLqUuSJI1swpaZysxlwDKArq4u1wiUJKC7u5u+vj5mzZrF0qVLqw5HhW/d9IvSY7du3rGrLTNv\n3jkvGnVc4P8zjRQR04FLgWOLrq8Bl2fmpuqikiRJag+WU5ckSRpZI2+MeoFD6/YPKfqGGrMuIvYC\npgODf8E1ePwhuzmn1Nbev3x+qXGP9z9btL2l51x1yr+NOi5NDH19ffT2+s+myvP/mYa6EfgB/132\n853ATcDbK4tIkiSpfVhOXZIkaQSNTACuBOZGxGHUknSLgTMGjekBzgbuA04B7s3MYZ/Wy8xHI2Jz\nRLwO+CZwFnB1I4KXJHWuO28frhL1QE/1P7erLTtn0akzRh2XJpyXZebJdfsfjIgHKotGkiSpjVhO\nXZIkaWSTGnXizNwOnA/cDfwQ+Fxmro6IyyNiQTHsBuCgiFgLvA+4cOf8iHgI+BjwBxGxLiKOLA79\nMXA9sBb4KXBXo65BkiSpgZ6OiN/auRMRrweerjAeSZKkthER0yPiYxGxqnh9tCixLkmSJEo8ARgR\n92TmcbvrG0pmrgBWDOq7pG57K3DqMHPnDNO/Cnjl7t5bkiS1jp9/vNyDbTue2LarLTPnxX/2qjHF\nVbF3AzfXfVG1EfiD6sKRJEmi6KHDAAAgAElEQVRqK5ZTlyRJGsGwTwBGxL4RcSAwIyIOiIgDi9cc\n4OBmBShJkjQRZeZ3M/PXgaOAozLz1Zn53arjkiRJahMvy8xLM/PB4vVB4PDdTYqI+RHx44hYGxEX\nDnH8fRGxJiK+FxH3RMRL646dHRE/KV5nj/P1SJIkjauRSoD+EXA/8CtFu/P1/wHXND40SZKkiaf4\nUuncnfuZuTkzN0fEuRHxp1XGJkmS1Eb2uJx6REwGrgXeAhwJnF635MxO3wG6MvMoYDmwtJh7IHAp\ncAwwD7g0Ig4Yp2uRJEkad8OWAM3MTwCfiIgLMvPqJsYkSdKodHd309fXx6xZs1i6dGnV4UjDeQfw\nuiH6bwFWAX/X3HAkSZLa0mjKqc8D1mbmgwARcRuwEFizc0BmfqVu/DeAM4vtNwNfyswNxdwvAfOB\nz47tMiRJkhpjt2sAZubVEfGbwJz68Zl5cwPjUoMdOCUGtJI0EfT19dHb21t1GNLu7JWZzw7uzMxn\nIsI/zJIkSSUUpdN/PSKmFfubS0w7GHi4bn8dtSf6hnMucNcIc5+3RE5ELAGWAMyePbtESJIkSY2x\n2wRgRNwCvAx4ANhRdCdgArCNvecN+1UdgiRJnWpSRLw4M39e3xkRL64qIEmSpHYREe8DNmXmDfDf\nib+ixPrUzByXagoRcSbQBfz2nszLzGXAMoCurq4cj1gkSZJGY7cJQGo3O0dmpjctkiRJY/e3wBcj\n4s+Bbxd9Rxf9V1UWlSRJUnsYSzn1XuDQuv1Dir4BIuJ44GLgtzNzW93c3xk096tlg5YkSWq2MgnA\nHwCzgEcbHIvU1qbsH0AWrSRJQ8vMmyPiMeBy4JXUKiusBi7JzLtGnCxJkqSxlFNfCcyNiMOoJfQW\nA2fUD4iIVwOfBOZn5i/qDt0N/I+IOKDYfxNw0SivQZIkqeHKJABnAGsi4lvAzl89kZkLGhaV1IZe\nP39y1SG0jbd+/qOlxm3r3wjAI/0bS8354tv/fExxSVKzZOZdEfGtzFxfdSySJEltZtTl1DNze0Sc\nTy2ZNxm4MTNXR8TlwKrM7KFWlWF/4PYin/hfmbkgMzdExIeoJREBLs/MDeN4XZIkSeOqTALwskYH\nIUmS1IG+EREPADcC/2a5dUmSpFLGVE49M1cAKwb1XVK3ffwIc2+kdu8mSZLU8nabAMzMrzUjEEmS\npA7zcuB44F3A1RHxOeBTmfkf1YYlSZLUuiynLkmSVM5uE4AR8SS1mymAvYEXAE9l5rRGBiZJkjSR\nFU/8fQn4UkS8EbgV+OOI+C5wYWbeV2mAkiRJLcpy6pIkSbtX5gnAqTu3i8WUFwKva2RQklpTTH0B\nWbSSpLGJiIOAM4F3Aj8HLgB6gFcBtwOHVRedJElSy7OcuiRJ0gjKrAG4S3EzdWdEXApc2JiQJLWq\nFyx6adUhSNJEch9wC7AoM9fV9a+KiH+sKCZJkqR2YTl1SZKkEZQpAfr2ut1JQBewtWERSVKHiKlT\nB7SSOkdETAb+NTM/NNTxzLyyySFJkiS1FcupS5IkjazME4An1W1vBx6iVgZUUoX2nhpAFq3GQ0x9\n4YC20fY58aTdD5I0IWXmjoj4zarjkCRJaleWU5ckSRpZmTUAz2lGIJL2zBEn7VEFX5Wwz4Ljqg5B\napp1V/WVGrd9445dbZk5h7x/1pji6jAPREQPtS+ontrZmZmfry4kSZKktmE5dUmSpBGUKQF6CHA1\n8Pqi6/8AfzLo5kqSVJFFy79cemx//xYAHunfUmrenaccP+q4ACZNPWBAK2mAfYH1wO/W9SVgAlCS\nJGkEllOXJEnavTKPEN0EfAY4tdg/s+g7oVFBSZImhmkLzqs6BKllWWVBkiRpdCynLkmStHtlEoAz\nM/Omuv1PRcSfNiogSZI0vAP2nzmg1djMnDJ9QNtMEXETtSf+BsjMd5WYOx/4BDAZuD4zrxh0fB/g\nZuBoak8ZnpaZD9Udnw2sAS7LzKvGcBmSJElVsZy6JEnSCMokANdHxJnAZ4v906l9kSRJUkebOnXm\ngLYZzj3uA017ryrM3O/AAW2jfeD1i5vyPsP4Qt32vsDbgEd2N6koeXUttWoM64CVEdGTmWvqhp0L\nbMzMIyJiMXAlcFrd8Y8Bd40xfkmSpCpZTl2SJGkEZRKA76K2BuDHqd1I/TtgySpJUsdbdOLFVYcw\n4Vz0uj+qOoSmycw76vcj4rPA10tMnQeszcwHi3m3AQupPdG300LgsmJ7OXBNRERmZkQsAn5G3S/l\nJUmS2o3l1CVJkka22wRgZv4nsKAJsUiSJHWyucCLSow7GHi4bn8dcMxwYzJze0RsAg6KiK3AX1J7\nevD9w71BRCwBlgDMnj27bPySJElNM5Zy6pIkSZ1g2ARgRPwttV+Xf3JQ/x8Bh2XmhY0OTpIkgA//\ny6Olxm3o37GrLTPn4rf98pjiksYiIp6k9qVVFG0fteRcI10GfDwz+yNi2EGZuQxYBtDV1fW8L9Yk\nSZJawKjKqUuSJHWKkZ4A/F2ge4j+/wl8DzABKEmSNEqZOXWUU3uBQ+v2Dyn6hhqzLiL2AqZTWyPn\nGOCUiFgK/BLwXERszcxrRhmLJElSJcZQTl2SJKkjjJQA3Cczhyql8FyM9JNxSZIkDSsifiUzfxQR\nrxnicAIbihLsw1kJzI2Iw6gl+hYDZwwa0wOcDdwHnALcW9zXvaEujsuAfpN/kiRpgihbTl2SJKkj\njJQAfDoi5mbmT+o7I2Iu8HRjw5IkSZqw3kdtfb2PDnP8oIj4bma+c6iDxZp+5wN3A5OBGzNzdURc\nDqzKzB7gBuCWiFgLbKCWJJQkSZowKiqnLkmS1DZGSgBeAtwVEX8D3F/0dQEXAX/a6MAkKaZNGdBK\n0kSQmUuK9o3DjYmI/7Wbc6wAVgzqu6Rueytw6m7OcVmJcCVJklrSGMqpS5IkdYRhE4CZeVdELAL+\nArig6F4NnJyZ3y9z8oiYD3yC2q/Tr8/MKwYd3we4GTia2ro0p2XmQ8Wxi4BzgR3AezPz7qL/z4A/\npPbrru8D5xRfckmaYPZeMK/qECSpoSLiN4E51N2TZebNmfmmyoKSJElqYeNQTl2SJKkjjPQEIJn5\nA2rrx+yxiJgMXAucAKwDVkZET2auqRt2LrAxM4+IiMXAlcBpEXEktVJVrwBeAnw5Il4OzALeCxyZ\nmU9HxOeKcZ8aTYySJElViYhbgJcBD1D7wRPUvrS6ubKgJEmSWt+YyqlLkiR1imETgBHxr9S+hBpS\nZi7YzbnnAWsz88HifLcBC4H6BOBC4LJiezlwTURE0X9bZm4DflasXzMP+K8i5v0i4llgCvDIbuKQ\nJElqRV3UftQ07P2WJEmSBhqPcuqSJEmdYKQnAK8a47kPBh6u218HHDPcmMzcHhGbgIOK/m8Mmntw\nZt4XEVdRSwQ+DfyvzBzypi4illD7RRizZ88e46VIkiSNux9Qq27waNWBSJIktSPLqUuSJA1vpDUA\nv9bMQMqIiAOoPR14GPAEcHtEnJmZtw4em5nLgGUAXV1d/rJekiS1mhnAmoj4FrBtZ2eJKguSJEkd\nz3LqkiRJIxtxDUCAiJgLfAQ4Eth3Z39mHr6bqb3AoXX7hxR9Q41ZFxF7AdOB9SPMPR74WWY+VsT2\neeA3geclACVJklrcZVUHIEmS1MYspy5JkjSC3SYAgZuAS4GPA28EzgEmlZi3EpgbEYdRS94tBs4Y\nNKYHOBu4DzgFuDczMyJ6gM9ExMeAlwBzgW8BzwGvi4gp1EqAHgesKhGLJElSS2nFaguSJEltxHLq\nkiRJIyiTANwvM++JiMjM/wQui4j7gUtGmlSs6Xc+cDcwGbgxM1dHxOXAqszsAW4AbomItcAGaklC\ninGfA9YA24H3ZOYO4JsRsRz4dtH/HYoyn5IkSe0gIp6kVp7qeYeAzMxpTQ5JkiSpHVlOXZIkaQRl\nEoDbImIS8JMiodcL7F/m5Jm5AlgxqO+Suu2twKnDzP0w8OEh+i+l9kSiJElS28nMqVXHIEmSNAFc\nVnUAkiRJraxMAvBPgCnAe4EPUSsDelYjg5IkSZroIuJlwLrM3BYRvwMcBdycmU9UG5kkSVLrs5y6\nJEnSyMqs5TcnM/szc11mnpOZJwOzGx2YJGn8TZo6nZh+AJOmTq86FLWJGfvN4MVTZjFjvxlVhzIR\n3QHsiIgjqJU0PxT4TLUhSZIktbaIeDIiNte1m+v3q45PkiSpVZR5AvAi4PYSfZKkFjflpNOrDkFt\npnveRVWHMJE9V6yZ/Dbg6sy8OiK+U3VQkiRJrcxy6pIkSeUMmwCMiLcAvwccHBF/X3doGrC90YFJ\nkiRNcM9GxOnA2cBJRd8LKoxHkiSpLUTEZGB1Zv5K1bFIkiS1qpFKgD4CrAK2AvfXvXqANzc+NEmS\npAntHOA3gA9n5s8i4jDglopjkiRJanmZuQP4cUS4RI0kSdIwhn0CMDO/C3w3Ij6Tmc82MSZJkqQJ\nLzPXAO+t2/8ZcGV1EUmSJLWVA4DVEfEt4KmdnZm5oLqQJEmSWkeZNQDnRMRHgCOBfXd2ZubhDYtK\nkiRpgouInwE5uN97LEmSpFL+uuoAJEmSWtlIJUB3ugm4jtq6f28EbgZubWRQkiSNxr7TZrDf9Fns\nO21G1aFIZXQBry1ebwD+Hu+xJEmSSsnMrwE/AqYWrx8WfSOKiPkR8eOIWBsRFw5x/NiI+HZEbI+I\nUwYd2xERDxSvnvG6FkmSpEYo8wTgfpl5T0REZv4ncFlE3A9c0uDYJEnaI69e+LzP71LLysz1g7r+\nznssSZKkciLi94G/Bb4KBHB1RPxFZi4fYc5k4FrgBGAdsDIieorS7Dv9F/AHwPuHOMXTmfmq8bkC\nSZKkxiqTANwWEZOAn0TE+UAvsH9jw5IkSZrYIuI1dbuTqD0RWObeTJIkSXAx8NrM/AVARMwEvgwM\nmwAE5gFrM/PBYs5twEJgVwIwMx8qjj3XmLAlSZKaY9gvmSLilsx8J3AnMAV4L/Ah4HeBs5sTniRJ\n0oT10brt7cBDwO9XE4okSVLbmbQz+VdYz+6XujkYeLhufx1wzB68574RsYravdsVmXnn4AERsQRY\nAjB79uw9OLUkSdL4GulX5kdHxEuAdwD/E9gC/HlTopIkSZrgMvONVccgSZLUxv4tIu4GPlvsnwas\naPB7vjQzeyPicODeiPh+Zv60fkBmLgOWAXR1dWWD45EkSRrWSAnAfwTuAQ4H7qdWTz3r2sMbHp0k\nSdIEFRHTgUuBY4uurwGXZ+am6qKSJElqD5n5FxFxMvD6omtZZv7Lbqb1AofW7R9S9JV9z96ifTAi\nvgq8GvjpiJMkSZIqMmwCMDP/Hvj7iLguM89rYkySJEmd4EbgB/x32c93AjcBb68sIkmSpDaSmXcA\nd+zBlJXA3Ig4jFribzFwRpmJEXEAsCUzt0XEDGqJx6V7GLIkSVLT7K42Oib/JEmSGuJlmXlpZj5Y\nvD6IFRYkSZJKiYi3R8RPImJTRGyOiCcjYvNIczJzO3A+cDfwQ+Bzmbk6Ii6PiAXFeV8bEeuAU4FP\nRsTqYvqvAqsi4rvAV6itAbimUdcnSZI0ViOVAJUkSVLjPB0Rv5WZXweIiNcDT1cckyRJUrtYCpyU\nmT/ck0mZuYJBawVm5iV12yuplQYdPO/fgV8bXaiSJEnNZwJQkiSpGucBny7WAgxgA/AHlUYkSZLU\nPn6+p8k/SZKkTmICUJIkqQKZ+QDw6xExrdgfsWSVJEmSBlgVEf8M3Als29mZmZ+vLiRJkqTWYQJQ\nkiSpiSLizMy8NSLeN6gfgMz8WCWBSZIktZdpwBbgTXV9CZgAlCRJwgSgJElSs72waKdWGoUkSVIb\ny8xzqo5BkiSplZkAlCRJaqLM/GRETAY2Z+bHR3OOiJgPfAKYDFyfmVcMOr4PcDNwNLAeOC0zH4qI\necCyncOAyzLzX0Z5KZIkSU0XEd2ZuTQirqb2xN8AmfneCsKSJElqOSYAJUmSmiwzd0TE6cAeJwCL\n5OG1wAnAOmBlRPRk5pq6YecCGzPziIhYDFwJnAb8AOjKzO0R8cvAdyPiXzNz+1ivSZIkqUl+WLSr\nGCIBKEmSpBoTgJIkSdX4/yPiGuCfgad2dmbmt3czbx6wNjMfBIiI24CFQH0CcCFwWbG9HLgmIiIz\nt9SN2Re/NJMkSW0mM/+12FwDfACYw39/v5XUqiBIkiR1PBOAkiRJ1XhV0V5e15fA7+5m3sHAw3X7\n64BjhhtTPO23CTgIeDwijgFuBF4KvHOop/8iYgmwBGD27NmlLkaSJKnJbgX+Avg+8FzFsUiSJLUc\nE4CSJEkVyMw3VvS+3wReERG/Cnw6Iu7KzK2DxiyjWCuwq6vLpwQlSVIreiwze6oOQpIkqVWZAJQk\nSapARLwY+B/ASzLzLRFxJPAbmXnDbqb2AofW7R9S9A01Zl1E7AVMB9bXD8jMH0ZEP/BKamvoSJIk\ntZNLI+J64B5g287OzPx8dSFJkiS1jklVByBJktShPgXcDbyk2P8P4E9LzFsJzI2IwyJib2AxMPjX\n7z3A2cX2KcC9mZnFnL0AIuKlwK8AD43lIiRJkipyDrWS6vOBk4rXiZVGJEmS1EIamgCMiPkR8eOI\nWBsRFw5xfJ+I+Ofi+DcjYk7dsYuK/h9HxJvr+n8pIpZHxI8i4ocR8RuNvAZJkqQGmZGZn6NYs6ZY\ni2/H7iYV486nljz8IfC5zFwdEZdHxIL/297dR9t113Uef39MbMpjKSUqNK0pNKABETCkRQGR2pKi\nUl22kDpKCnVlWNIZkFGnnRkrduxa0xlHcMaCdGwVK1o6BZyMRCpamRGkbdJH+mAlfRiaWiTSAoK0\nJfU7f+x99fT23uTm3r1Pztn3/VrrrJyz9z7789vnYd9v9m+f324Xuxg4Isku4B3ATB32cuCmJDcC\nHwF+pqr+rsuNkiRJGpOXVtWGqtpSVW9qb28+2I2SJEmaFL0NAZpkBXAhcCKwG9iRZFtV3Tay2JnA\ng1V1bJLNwAXAG9ohsDYDz6c5K/5Pkzy3qh4Ffh34WFWd2p71/sS+tkGSJKlHX0tyBFAASY4HvryQ\nJ1bVdmD7rGnnjtx/CDhtjuddCly6hDZLkiRNir9Msn7WcSZJkiS1+rwG4EZgV1XdBZDkMuAUYLQw\nOwV4Z3v/CuA3kqSdfllVPQzc3Z69vjHJbcArgTMAquoR4JEet0GSJKkv76AZqvM5ST4FrKYZrlOS\nJEn7dzxwY5K7aa4BGKCq6oUHt1mSJEmToc8OwCOBe0ce7waOm2+Zqtqb5MvAEe30q2c990jg68Ae\n4LeTfDdwHfC2qvra7PAkW4GtAEcffXQX2yNJktSl5wAnA0cBP05TJ/VZm0mSJA3JpoPdAEmSpEnW\n6zUAe7ASeAnw3qp6MfA1/vmaNo9RVRe1Y8FvWL169TjbKEmStBC/WFVfAQ4HfgB4D/Deg9skSZKk\n6VBV/2+u28FulyRJ0qToswPwPpoz2mesaafNuUySlcBhwBf38dzdwO6quqadfgVNh6AkSdK0ebT9\n94eA/1FVHwUOOYjtkSRJkiRJ0kD02QG4A1iX5JgkhwCbaa5zM2obsKW9fypwVVVVO31zklVJjgHW\nAddW1eeBe5M8r33OCTz2moKSJEnT4r4k7wPeAGxPsorpG51BkiRJkiRJE6i368y01/Q7C7gSWAFc\nUlW3JjkP2FlV24CLgUuT7AIeoOkkpF3ucprOvb3AW6tq5iz5fwV8oO1UvAt4U1/bIEmS1KPX01y7\n5ler6ktJngn8/EFukyRJkiRJkgagtw5AgKraDmyfNe3ckfsPAafN89zzgfPnmH4jsKHblkqSJI1X\nVf0D8OGRx/cD9x+8FkmSJEmSJGkoHGZKkiRJkiRJkiRJGhA7ACVJkiRJkiRJkqQBsQNQkiRJkiRJ\nkiRJGhA7ACVJkiRJkiRJkqQBsQNQkiRJkiRJkiRJGhA7ACVJkiRJkiRJkqQBsQNQkiRJkiRJkiRJ\nGhA7ACVJkiRJkiRJkqQBsQNQkiRJkiRJkiRJGhA7ACVJkiRJkiRJkqQBsQNQkiRJkiRJkiRJGhA7\nACVJkiRJkiRJkqQBsQNQkiRJkiRJkiRJGhA7ACVJkiRJkrQsJNmU5I4ku5KcPcf8Vya5PsneJKfO\nmrclyWfb25bxtVqSJOnA2QEoSZIkSZKkwUuyArgQOBlYD5yeZP2sxT4HnAH8/qznPh34JeA4YCPw\nS0kO77vNkiRJi2UHoCRJkiRJkpaDjcCuqrqrqh4BLgNOGV2gqu6pqpuBf5z13NcAH6+qB6rqQeDj\nwKZxNFqSJGkx7ACUJEmSJEnScnAkcO/I493ttL6fK0mSNHZ2AEqSJEmSJEkdSLI1yc4kO/fs2XOw\nmyNJkpYxOwAlSZIkSZK0HNwHHDXyeE07rbPnVtVFVbWhqjasXr160Q2VJElaKjsAJUmSJEmStBzs\nANYlOSbJIcBmYNsCn3slcFKSw5McDpzUTpMkSZpIdgBKkiRJkiRp8KpqL3AWTcfd7cDlVXVrkvOS\nvA4gyUuT7AZOA96X5Nb2uQ8A/5GmE3EHcF47TZIkaSKtPNgNkCRJkiRJksahqrYD22dNO3fk/g6a\n4T3neu4lwCW9NlCSJKkj/gJQkiRpyiTZlOSOJLuSnD3H/FVJPtjOvybJ2nb6iUmuS/KZ9t9Xj7vt\nkiRJkiRJ6p8dgJIkSVMkyQrgQuBkYD1wepL1sxY7E3iwqo4F3gVc0E7/O+BHquq7gC3ApeNptSRJ\nkiRJksbJDkBJkqTpshHYVVV3VdUjwGXAKbOWOQV4f3v/CuCEJKmqG6rqb9rptwJPSLJqLK2WJEmS\nJEnS2NgBKEmSNF2OBO4deby7nTbnMlW1F/gycMSsZX4cuL6qHp4dkGRrkp1Jdu7Zs6ezhkuSJEmS\nJGk87ACUJElaZpI8n2ZY0H851/yquqiqNlTVhtWrV4+3cZIkSZIkSVqyXjsAk2xKckeSXUnOnmP+\nqiQfbOdfk2TtyLxz2ul3JHnNrOetSHJDkj/qs/2SJEkT6D7gqJHHa9ppcy6TZCVwGPDF9vEa4CPA\nG6vqzt5bK0mSJEmSpLHrrQMwyQrgQuBkYD1wepL1sxY7E3iwqo4F3kVzJjrtcpuB5wObgPe065vx\nNuD2vtouSZI0wXYA65Ick+QQmppp26xltgFb2vunAldVVSV5GvBR4Oyq+tTYWixJkiRJkqSx6vMX\ngBuBXVV1V1U9AlwGnDJrmVOA97f3rwBOSJJ2+mVV9XBV3Q3satc3c9b6DwG/1WPbJUmSJlJ7Tb+z\ngCtpToi6vKpuTXJekte1i10MHJFkF/AOYGYkhrOAY4Fzk9zY3r5lzJsgSZIkSZKknq3scd1HAveO\nPN4NHDffMlW1N8mXgSPa6VfPeu6R7f13A78APGVf4Um2AlsBjj766MVtgSRJ0gSqqu3A9lnTzh25\n/xBw2hzP+xXgV3pvoCRJkiRJkg6qXq8B2LUkPwx8oaqu29+yVXVRVW2oqg2rV68eQ+skSZIkSZIk\nSZKkg6/PDsD7gKNGHq9pp825TJKVwGHAF/fx3O8DXpfkHpohRV+d5Pf6aLwkSZIkSZIkSZI0jfrs\nANwBrEtyTJJDgM3AtlnLbAO2tPdPBa6qqmqnb06yKskxwDrg2qo6p6rWVNXadn1XVdVP9rgNkiRJ\nkiRJkiRJ0lTp7RqA7TX9zgKuBFYAl1TVrUnOA3ZW1TbgYuDSJLuAB2g69WiXuxy4DdgLvLWqHu2r\nrZIkSZIkSZIkSdJQ9NYBCFBV24Hts6adO3L/IeC0eZ57PnD+Ptb9CeATXbRTkiRJkiRJkiRJGoo+\nhwCVJEmSJEmSJEmSNGZ2AEqSJEmSJEmSJEkDYgegJEmSJEmSJEmSNCB2AEqSJEmSJEmSJEkDYgeg\nJEmSJEmSJEmSNCB2AEqSJEmSJEmSJEkDYgegJEmSJEmSJEmSNCB2AEqSJEmSJEmSJEkDYgegJEmS\nJEmSJEmSNCB2AEqSJEmSJEmSJEkDYgegJEmSJEmSJEmSNCB2AEqSJEmSJEmSJEkDYgegJEmSJEmS\nJEmSNCB2AEqSJEmSJEmSJEkDYgegJEmSJEmSJEmSNCB2AEqSJEmSJEmSJEkDYgegJEmSJEmSJEmS\nNCB2AEqSJEmSJEmSJEkDYgegJEmSJEmSJEmSNCB2AEqSJEmSJEmSJEkDYgegJEmSJEmSloUkm5Lc\nkWRXkrPnmL8qyQfb+dckWdtOX5vk60lubG+/Oe62S5IkHYiVB7sBkiRJkiRJUt+SrAAuBE4EdgM7\nkmyrqttGFjsTeLCqjk2yGbgAeEM7786qetFYGy1JkrRI/gJQkiRJkiRJy8FGYFdV3VVVjwCXAafM\nWuYU4P3t/SuAE5JkjG2UJEnqhB2AkiRJkiRJWg6OBO4deby7nTbnMlW1F/gycEQ775gkNyT5P0le\nMVdAkq1JdibZuWfPnm5bL0mSdADsAJQkSZoyS7h2zRFJ/jzJV5P8xrjbLUmSNMXuB46uqhcD7wB+\nP8lTZy9UVRdV1Yaq2rB69eqxN1KSJGmGHYCSJElTZOTaNScD64HTk6yftdg/XbsGeBfNtWsAHgJ+\nEfi5MTVXkiRpktwHHDXyeE07bc5lkqwEDgO+WFUPV9UXAarqOuBO4Lm9t1iSJGmR7ACUJEmaLou+\ndk1Vfa2qPknTEShJkrTc7ADWJTkmySHAZmDbrGW2AVva+6cCV1VVJVndnohFkmcD64C7xtRuSZKk\nA9ZrB+Bih6dq553TTr8jyWvaaUe1w1bdluTWJG/rs/2SJEkTaKnXrpEkSVqW2rroLOBK4Hbg8qq6\nNcl5SV7XLnYxcESSXTRDfc4cz3olcHOSG2lOsHpLVT0w3i2QJElauJV9rXhkeKoTaQ5M7Uiyrapu\nG1nsn4anSrKZZniqN7TDWG0Gng88C/jTJM8F9gL/pqquT/IU4LokH5+1TkmSJC1Bkq3AVoCjjz76\nILdGkiSpO1W1Hdg+az2lSVcAABSDSURBVNq5I/cfAk6b43kfAj7UewMlSZI60ucvABc9PFU7/bJ2\nfPW7gV3Axqq6v6quB6iqv6c5W2v2Ge+SJElDtuhr1yw0oKouqqoNVbVh9erVS2yuJEmSJEmSxq3P\nDsClDE+13+e2w4W+GLhmrvAkW5PsTLJzz549i94ISZKkCbPoa9eMsY2SJEmSJEk6iHobArRPSZ5M\nM+zC26vqK3MtU1UXARcBbNiwwQNekiRpEKpqb5KZa9esAC6ZuXYNsLOqttFcu+bS9to1D9B0EgKQ\n5B7gqcAhSX4UOMnh1CVJkiRJkoalzw7AAxmeaves4anmfW6Sb6bp/PtAVX24n6ZLkiRNrsVeu6ad\nt7bXxkmSJEmSJOmg63MI0KUMT7UN2JxkVZJjgHXAte31AS8Gbq+qX+ux7ZIkSZIkSZIkSdJU6u0X\ngEsZnqpd7nLgNmAv8NaqejTJy4GfAj6T5MY26t+1Z8FLkiRJkiRJkiRJy16v1wBc4vBU5wPnz5r2\nSSDdt1SSJEmSJEmSJEkahj6HAJUkSZIkSZIkSZI0ZnYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0\nIHYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYA\nSpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIk\nSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIk\nSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIk\nSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIkSQNi\nB6AkSZIkSZIkSZI0IHYASpIkSZIkSZIkSQNiB6AkSZIkSZIkSZI0IL12ACbZlOSOJLuSnD3H/FVJ\nPtjOvybJ2pF557TT70jymoWuU5Ikaej6qLEkSZKWA+soSZK0XPTWAZhkBXAhcDKwHjg9yfpZi50J\nPFhVxwLvAi5on7se2Aw8H9gEvCfJigWuU5IkabD6qLHG1XZJkqSDyTpKkiQtJ33+AnAjsKuq7qqq\nR4DLgFNmLXMK8P72/hXACUnSTr+sqh6uqruBXe36FrJOSZKkIeujxpIkSVoOrKMkSdKykarqZ8XJ\nqcCmqvrp9vFPAcdV1Vkjy9zSLrO7fXwncBzwTuDqqvq9dvrFwB+3T9vnOkfWvRXY2j58HnDHIjbj\nGcDfLeJ5izX0vIORad70Z5o3/ZnmTX+meXP79qpa3XVj9qePGquqrpiVYR01mZnmTX+medOfad70\nZ5o3OZljr6WsoyYq07zpzzRv+jPNm/5M86Y/s9c6auUiVjwVquoi4KKlrCPJzqra0FGTln3ewcg0\nb/ozzZv+TPOmP9O85cc6ajIzzZv+TPOmP9O86c80bxiZk2wa66iDkWne9GeaN/2Z5k1/pnnTn9l3\nXp9DgN4HHDXyeE07bc5lkqwEDgO+uI/nLmSdkiRJQ9ZHjSVJkrQcWEdJkqRlo88OwB3AuiTHJDmE\n5kLJ22Ytsw3Y0t4/FbiqmjFJtwGbk6xKcgywDrh2geuUJEkasj5qLEmSpOXAOkqSJC0bvQ0BWlV7\nk5wFXAmsAC6pqluTnAfsrKptwMXApUl2AQ/QFF60y10O3AbsBd5aVY8CzLXOvraBJQ7ZYN5EZJo3\n/ZnmTX+medOfad4E6avG6sFyeB+Hvo1DzzsYmeZNf6Z5059p3jAyF8U6aqIyzZv+TPOmP9O86c80\nb/oze81LcxKTJEmSJEmSJEmSpCHocwhQSZIkSZIkSZIkSWNmB6AkSZIkSZIkSZI0JFW1bG7AUcCf\n04zXfivwtnb604GPA59t/z28nR7gvwG7gJuBl4ysa0u7/GeBLWPI+xjwJeCP+t4+4EXAp9t13Ay8\nYQyZ3w5cD9zYructfb+m7fynAruB3xjDe/hou303AtvGkHc08CfA7e361vb8Hv7AyPbdCDwE/GjP\n2/if23Xc3i6TnvMuAG5pb3N+LxaR9x0037eHgZ+bta5NwB1tW87u8Hu4r8xLgC8At/SdN996esw7\nFLgWuKldzy/3/Xq281cAN9Dt/ntf7+E9wGdovoc7x5D3NOAK4K9ovosv6/E9fB6P3c98BXh7z9v3\ns+06bgH+ADh0vvdx6LdFvK5LqqN6yJy4WqrDvImso3p4DyeulurwPZzIOqqHzImrpTrOm7g6quPM\niaylOn4P72GZ11E9bKO11OJfV49JTVAd1fVr2s5f1sekOnwPF1RH9bCNy/6YVMd5+62jusycbz09\n5llH9ZM5cbVUx9u35Dqq02Jm0m/AM/nnPw5PAf4aWE+zwz67nX42cEF7/7XAH9PsfI8Hrhl5s+5q\n/z28vX94X3ntvBOAH2HfxVZX2/dcYF17/1nA/cDTes48BFjV3n8yzQ7jWX2+pu38Xwd+n/mLrS7f\nw6+O6zPazvsEcOLIa/rEvjNH1vl0moulPy6zw8/M9wKfovlDtoJmR/mqHvN+iGbnvBJ4ErADeGoH\ned8CvBQ4n8f+UVkB3Ak8m+b7cROwvqP3cM7Mdt4rgZew7wNXXW3jnOvpMS/Ak9v73wxcAxzf5+vZ\nzn8HzX6my/33vt7De4BndLyv2Vfe+4Gfbu8fwhx/L7p+TUe+I58Hvr3Hz8yRwN3AE9rHlwNn7Ou1\nHfJtEa/rkuqoLjPbeRNXS3WYN5F1VA/v4cTVUl2/piPfkYmoozrOnMhaqqu8dt7E1VEdZ05kLdXx\ne3gPy7yO6vgzYy21tNfVY1ITVEd1/Zq285f1MamuX8+R78ecdVTHnxuPSXWY187bbx3V8TZ6TKr7\n9/Ae9lNH9ZA5cbVUh5+ZTuqoTouZabsB/ws4keZshmeOvEF3tPffB5w+svwd7fzTgfeNTH/Mcl3n\njTx+1Xxf1j7yRqbfRFt8jSMTOAL4HPMUXF3lAd8DXAacwT4OXHWYt99iq8PP6Hrgk+P8Xsxax1bg\nAz1v48uA64AnAE8EdgLf2WPezwO/ODL9YuD1S80bWe6dPHYn/zLgypHH5wDndPGazpc5Mn0t+ym4\nusybvZ5x5LWfmeuB4/rMA9YAfwa8mg733/vJvIcFFFwdfU4PoylG5vzVSM/v4UnAp3reviOBe2n+\nE7kS+CPgpAPZ1iHf9ve60nEdtZTMkcev6vK7uL+8kekLqqW6yGOC66gOMie+luroPZzYOmqJmVNR\nSy02b2T6Wia4juoqkwmupZaYdw/WUV1uo7XUEl5XPCY1M30i66ilZuIxqb7ewwXXUUvcxkXVUkvI\ns47qKXP2esaRh3VUV5/TqaillrB9ndRRy/YagEnWAi+m6W3/1qq6v531eeBb2/szL/KM3e20+ab3\nlXfAuspLspGm9/zOvjOTHJXk5nb+BVX1N33lJfkm4L8CP7e/7epq+4BDk+xMcnWSH+0577nAl5J8\nOMkNSf5LkhVj2MYZm2l+ltxbXlV9mubn1Pe3tyur6vYet+8mYFOSJyZ5Bs0QE0d1kDefRe0Plph5\nwLrKm7We3vKSrEhyI82wEh+vql7zgHcDvwD84wKW7SqzgD9Jcl2SrT3nHQPsAX673df8VpIn9Zg3\nqsv9zJyq6j7gV2kOAtwPfLmq/uQA2jhY466jOsg8YOOupYZeR3WxjUx4LTX0OmqpmUxBLTX0OqqL\nzEmvpayjFmxB+5mlZlpLzc9jUgvLm9Q6aqmZHpPqZftmdL1/85jUY9vRV96ieExqvya6juogc+Jr\nqUmoo5ZlB2CSJwMfohmj9Suj86rpXi3zIMkzgUuBN1XVPncUXWRW1b1V9ULgWGBLknm/BB3k/Qyw\nvap2769dHeVB85PgDcBPAO9O8pwe81YCr6ApJl9K85P9M/b1hI4/N98FXNlnXpJjge+kOZvlSODV\nSV7RV167g90O/CXNDv7TNGPo95K3GFO8r5l3PV3nVdWjVfUims/NxiQv6CsvyQ8DX6iq6/bXrq4y\nWy+vqpcAJwNvTfLKHvNW0gzR8d6qejHwNZphDPrKm1nPIcDrgP+5n+WW+h4eDpxCU1Q+C3hSkp9c\nSBuHzP1b97XU0OuojjJhgmupoddRXWROei01rXkLraO6ypzkWso6qts6qotMa6m5Tev+Ztx5k1pH\ndZTpMalu82bWs6A6qotMj0kd3LwuMz0m1U1ea8F1VEeZE11LTUodtew6AJN8M80L/4Gq+nA7+W/b\nPxIzfyy+0E6/j8eeTbGmnTbf9L7yxr19JHkq8FHg31fV1ePInFHNmVa30BQLfeW9DDgryT00Pelv\nTPKf+ty+anrtqaq7aMZCf3GPebuBG6vqrqraC/whzQ5xTh2/h68HPlJV3+g578eAq6vqq1X1VZox\n0l/W5/ZV1flV9aKqOhEIzRjOS82bzwHtDzrKXLCu8uZZT295M6rqSzRn623qMe/7gNe1+5nLaP5D\n8HvzLdzVNo7sa74AfATY2GPebmB3/fNZa1cwz76m4/fwZOD6qvrb+RboKO8Hgburak+7T/swzbUe\nlq1x11EdZo57GxdcSw29jupyGye1lhp6HdXlNk5qLTX0OqrLzBmTVktZR3VbR3WYaS01i8ekpruO\n6jDTY1Idb19rv3VUh5kek+o274B4TGq666gOMye2lpqkOmpZdQAmCc0YybdX1a+NzNoGbGnvb6EZ\nl3Vm+hvTOJ7mZ5b305xJclKSw9P0xJ7EHGeXdJg31u1L04v9EeB3q+qKMWWuSfKEdp2HAy+nGRe3\nl7yq+hdVdXRVraU5I+l3q+pxZwh0uH2HJ1nVrvMZNDvh2/rKo7kY8NOSrG6Xe/VceR1nzjidffwE\nusO8zwHfn2Rlu1P9fuBxwy10+B6uSHJEu84XAi8EHvez60XkzWcHsC7JMe13cnO7jsfpMHNBusrb\nx3r6ylud5Gnt/SfQjL/9V33lVdU5VbWm3c9sBq6qqjnP1OlwG5+U5Ckz92n+Pt3S4zZ+Hrg3yfPa\nSSfQzb5tf7rez8znc8DxaYZZCc327XeIvKEadx3VceZYt3GhtdTQ66iOt3Eia6mh11FdZk5qLTX0\nOqrjzImspayjFpY3Yp/7mY4zraVGjLuWso5acN6C6qguMz0m1XnejD72bx6TmqA6qsvMhdZS1lEL\n3r4F1VEdb+NE1lITV0fVAV40cJpvNH/EC7gZuLG9vZbmIr9/BnwW+FPg6e3yAS6kGWv8M8CGkXW9\nGdjV3t40hry/oBnT9us0vduv6SsP+EngGyPruBF4UZ/bSLPTu5lmTOubga19v6Yj6zyDeS643OH2\nfW/7+Kb23zPH8JmZeU0/A/wOcMgYMtfSnBH0TX1/D4EVNBdHvp1m5/5rPecd2ubcBlxNd9+Jb6P5\nTn8F+FJ7/6ntvNfSnNF1J82Zj129pvvK/AOacaW/0U5/3Ge1q7z51tNj3guBG9r13AKc2/frObLO\nV7GPCy53uI3PptnP3ATcOt/npuPPzItoLnh+M82ZnYf3nPck4IvAYWP6TvwyTVF+C80QRKvmyx36\nbRGv65LqqB4yJ66W6jBvIuuojrdxImupjvPWMmF1VMeZE1lLdZw3cXVUx5kTWUt1uH3WUf1kWkt1\nvD9t5y37Y1Id5i2ojur6NR1Z5xks02NSHeetZT91VMevqcekus/bbx3VZeZ86+kxzzqqn8/NxNVS\nHectuY5KuyJJkiRJkiRJkiRJA7CshgCVJEmSJEmSJEmShs4OQEmSJEmSJEmSJGlA7ACUJEmSJEmS\nJEmSBsQOQEmSJEmSJEmSJGlA7ACUJEmSJEmSJEmSBsQOQElTIcm3JbksyZ1JrkuyPclzO1jvJ5Js\n2Mf8Q5P8VZLvGpn280net9RsSZKkcbCOkiRJWjxrKUnTyg5ASRMvSYCPAJ+oqudU1fcA5wDfOmu5\nlV1nV9VDwNuB96RxJPAW4OylrjvJiqWuQ5IkaV+soyRJkhbPWkrSNLMDUNI0+AHgG1X1mzMTquqm\nqvqLJK9K8hdJtgG3AST5w/aMrFuTbG2nrUjyO0luSfKZJD87sv7Tklyb5K+TvGJ2eFV9DLgfeCPw\nLuCdVfVgu96z2+fenOTcmeck+d8jbfjpdtrKJF9K8u4kNwMbu36hJEmSZrGOkiRJWjxrKUlTq/Mz\nEySpBy8ArtvH/JcAL6iqu9vHb66qB5I8AdiR5EPAWuDIqnoBQJKnjTx/ZVVtTPJa4JeAH5wj4+3A\ntcBnq+rSdh2vBY4GjgMCbE/yvVX1l8CWtg1PBHa2bfh74DDg/1bV2xfxOkiSJB0o6yhJkqTFs5aS\nNLX8BaCkIbh2pNAC+NdJbgKuBo4C1gF3Ac9O8t+TbAK+MrL8h9t/r6Mpyh6nqv4GuAp478jkk4CT\ngRuA64FjgZkx4H+2bcOngTXAc9rpj9AMHSFJkjQJrKMkSZIWz1pK0sTyF4CSpsGtwKn7mP+1mTtJ\nXkVzttTLquofknwCOLSqHkzy3cBraMZLfz3w5vZpD7f/Psq+94v/2N7+KQ74laq6eHShJD8IvBI4\nvqq+nuSTwKHt7K9XVe0jQ5IkqUvWUZIkSYtnLSVpavkLQEnT4Cpg1czY6QBJXjjX2Og0wxk82BZa\n3wEc3y7/DOCbqupDwH+gGaJhqa4EzkzypDZjTZtzGPBAW2g9H3hpB1mSJEmLYR0lSZK0eNZSkqaW\nvwCUNPGqqpL8GPDuJP8WeAi4h2YM9CNnLf4x4C1JbgfuoBlygXa5304yc+LDOR20a3tb0F2dBJrx\n1H8C+CiwNcltbRuuWWqWJEnSYlhHSZIkLZ61lKRpFn/1K0mSJEmSJEmSJA2HQ4BKkiRJkiRJkiRJ\nA2IHoCRJkiRJkiRJkjQgdgBKkiRJkiRJkiRJA2IHoCRJkiRJkiRJkjQgdgBKkiRJkiRJkiRJA2IH\noCRJkiRJkiRJkjQgdgBKkiRJkiRJkiRJA/L/Ac3TlN5TtbtVAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c4f0f160>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "lLmsE3nHic6e",
        "colab_type": "code",
        "outputId": "3fb95c10-afee-4629-ce1c-03f0cf58b4be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 389
        }
      },
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(1, 3, figsize = (15, 5));\n",
        "sns.countplot(x=\"fatalCount\",data=gdf, ax=ax[0])\n",
        "sns.countplot(x=\"seriousInjuryCount\",data=gdf, ax=ax[1])\n",
        "sns.countplot(x=\"minorInjuryCount\",data=gdf, ax=ax[2]);\n",
        "#ax.set_xlabel('Crash Year', fontsize=10)\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JkiRpRKrq/qr6Ulv+R+BO4DBgLbCp7bYJOLUtrwUurp7rgIOSHAqcBGytqt1V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\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c4ef0278>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "XVIkxBvCiyvt",
        "colab_type": "code",
        "outputId": "342d9c20-f47c-47df-d9db-037a169f91a7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        }
      },
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(1, 2, figsize = (15, 5));\n",
        "sns.countplot(y=\"crashSeverity\",data=gdf, palette=\"Greens_d\", order='NMSF',ax = ax[0]);\n",
        "sns.countplot(y=\"fatalCount\",data=gdf, palette=\"Greens_d\", ax=ax[1]);"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2JbCjkhyd2YnFu/zcDs/Z3TKWVnc/u7uP6O4tma3L6d39pNhejG+KfeTkv5dX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\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c23df0b8>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "woL7eRbki_O1",
        "colab_type": "code",
        "outputId": "5937f666-7242-4ce9-d9be-aec5284c8f34",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        }
      },
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(1, 3, figsize = (25, 5));\n",
        "sns.lineplot(x=\"crashYear\", y=\"fatalCount\",data=gdf, ax=ax[0]);\n",
        "sns.lineplot(x=\"crashYear\", y=\"seriousInjuryCount\",data=gdf, ax=ax[1]);\n",
        "sns.lineplot(x=\"crashYear\", y=\"minorInjuryCount\",data=gdf, ax=ax[2]);"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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LIuvSZDLPj85FSefL9EWC6zbUns8xhs6Qn95IgJ5IgJ6In66wn/agj0jAI+R3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kxK20I+RuMFkyqP8lBKoZTCdRWOq7AdF8txydsuOdspmK8UN7eBg8VXp1IETQNdE2xX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\nFgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c2387f98>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "HLhypS1tjWu2",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Roads \n",
        "\n",
        "\n",
        "roadworks, \n",
        "roadCharacter\n",
        "roadCurvature\n",
        "roadLane\n",
        "roadMarkings\n",
        "roadSurface\n",
        "roadWet\n",
        "numberOfLanes\n",
        "intersectionintersectionMidblock\n",
        " flatHill\n",
        " darkLight"
      ]
    },
    {
      "metadata": {
        "id": "_FozGeMukFl6",
        "colab_type": "code",
        "outputId": "dcaf97b8-250a-4ce3-fb51-366c5c7bfccf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 749
        }
      },
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(3, 3, figsize = (20, 10));\n",
        "\n",
        "sns.countplot(x='roadCurvature',data=gdf, ax=ax[0,0])\n",
        "sns.countplot(x=\"junctionType\",data=gdf,  ax=ax[0,1])\n",
        "sns.countplot(x='roadLane',data=gdf, ax=ax[0,2])\n",
        "sns.countplot(x='numberOfLanes',data=gdf, ax=ax[1,0])\n",
        "sns.countplot(x='roadWet',data=gdf, ax=ax[1,1])\n",
        "sns.countplot(x='roadMarkings',data=gdf,  ax=ax[1,2])\n",
        "sns.countplot(x='roadSurface',data=gdf, ax=ax[2,0])\n",
        "sns.countplot(x='darkLight',data=gdf, ax=ax[2,1])\n",
        "sns.countplot(x='intersection',data=gdf, ax=ax[2,2])\n",
        "#intersectionMidblock\n",
        "plt.tight_layout()\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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kad6btSEy0nVVPhu4tar+rGdR7yW0Ey+tPSGdJcADbZiLS4Ejk+zWbu53JHBp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\n8d6r9338nzz0AqJF/106T3N+v2n70O4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55Zd/t6pWjLseS4XtryRpLmx/F5btryRpLuba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\nGhM7mCVJkiRJkiRJY/L/ASSAxus5lyUZAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c21d9b70>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "tivtU4w_lJaB",
        "colab_type": "code",
        "outputId": "c0c8c6fb-b671-4bea-fddb-f4a14cf71338",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 344
        }
      },
      "cell_type": "code",
      "source": [
        "\n",
        "fig, ax = plt.subplots(2, 4, figsize = (25, 5));\n",
        "\n",
        "#sns.barplot(x='roadCurvature',data=gdf, palette=\"Reds_d\", ax=ax[0,0])\n",
        "#sns.barplot(x=\"junctionType\",data=gdf, palette=\"Greens_d\", ax=ax[0,1])\n",
        "#sns.barplot(x='roadLane',data=gdf, palette=\"Reds_d\", ax=ax[0,2])\n",
        "#sns.barplot(x='numberOfLanes',data=gdf, palette=\"Reds_d\", ax=ax[0,3])\n",
        "#sns.barplot(x='roadWet',data=gdf, palette=\"Reds_d\", ax=ax[1,0])\n",
        "#sns.barplot(x='roadMarkings',data=gdf, palette=\"Reds_d\", ax=ax[1,1])\n",
        "#sns.barplot(x='roadSurface',data=gdf, palette=\"Reds_d\", ax=ax[1,2])\n",
        "#sns.barplot(x='darkLight',data=gdf, palette=\"Reds_d\", ax=ax[1,3])\n",
        "#plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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NPoCuqhNV9VRVnauqu7Y4/vKq+tDy+Ker6vqpa5rSgH5/o6qerKrHqurjVfX9+1HnmLbr\necO6n6+qrqrZ3yV0SM9V9YvL9/qJqvrAXtc4pgGf6+uq6sGqenT52b5lP+ocU1W9r6qeq6rHL3K8\nqupPl/8nj1XV6/e6xrHJ65ccl9fyenZWLa9XMasTeb3FcXktr2dHXr/kuLyW17O0anm9almdyOst\nju8sr7t7sp8sLtL/+SQ/kOTqJP+U5PimNb+S5C+Wj29L8qEpa7oC+v2ZJN+xfPyuOfc7tOflulcm\neSjJw0nW9rvuPXifjyV5NMl3L7e/d7/rnrjf00netXx8PMkX97vuEfr+qSSvT/L4RY7fkuRjSSrJ\nG5J8er9r3oP3WV5fAbVP2fNynby+AmqfsN8DlderltWX8T7L6yug9il7Xq6T11dA7RP2K6+vgLr3\n4H2W11dA7VP2vFx3IPJ61bL6MnqW1wOed+ozoG9Kcq67n+7uF5Lcl+TkpjUnk/z18vFHkrypqmri\nuqaybb/d/WB3f3W5+XCSI3tc49iGvMdJ8vtJ3pvka3tZ3ESG9PyOJPd091eSpLuf2+MaxzSk307y\nXcvHr0ry73tY3yS6+6Es7mJ9MSeT/E0vPJzk1VX1fXtT3STktbz+Jnk9XyuX1yuY1Ym8ltf/R17P\nl7x+KXktr+do1fJ61bI6kddb2VFeTz2AvjbJMxu2zy/3bbmmu19M8nyS75m4rqkM6XejO7L41mDO\ntu15eTr+0e7+6F4WNqEh7/ONSW6sqk9W1cNVdWLPqhvfkH5/L8lbq+p8FneI/rW9KW1fXe7v+5VO\nXstreS2vD6KDltWJvJbXkdfy+kCS1/J6jlYtr1ctqxN5vZUd5fWhycrhkqrqrUnWkvz0ftcypap6\nWZI/TvJL+1zKXjuUxZ+evDGLb3Ufqqof6e7/3teqpnN7knu7+4+q6ieSvL+qXtvd/7PfhcFuyesD\nT17Law4IeX3gyWt5zQEhrw+0VcvqRF4PMvUZ0M8mObph+8hy35ZrqupQFqerf3niuqYypN9U1ZuT\nvDvJrd399T2qbSrb9fzKJK9N8omq+mIW14dZn/mF94e8z+eTrHf3N7r7C0n+JYsQnqMh/d6R5P4k\n6e5PJfn2JNfsSXX7Z9Dv+4zIa3ktr+X1QXTQsjqR1/JaXsvrg0ley+s5WrW8XrWsTuT1VnaU11MP\noB9Jcqyqbqiqq7O4qP76pjXrSd6+fPyWJP/Qvbiq9Qxt229VvS7JX2YRtnO/Fk6yTc/d/Xx3X9Pd\n13f39Vlc5+nW7j67P+WOYsjn+m+z+MYvVXVNFn+G8vReFjmiIf3+W5I3JUlV/XAWgXthT6vce+tJ\n3ra8A+wbkjzf3V/a76J2QV7La3ktrw+ig5bVibyW1/JaXh9M8lpez9Gq5fWqZXUir7eys7zu6e+e\neEsW33h8Psm7l/vuzuKXLlm8MR9Oci7JPyb5galr2ud+/z7JfyT57PJnfb9rnrrnTWs/kRnf9fUy\n3ufK4k9tnkzyz0lu2++aJ+73eJJPZnFH2M8m+bn9rnmEnj+Y5EtJvpHFt7h3JHlnkndueI/vWf6f\n/POKfK7l9RVQ95Q9b1orr2f4s2p5vYpZPfB9ltdXQN1T9rxprbye4Y+8ltfLx/L6Cqh7yp43rZ19\nXq9aVg/sWV4PeN5a/mMAAAAAABjV1JfgAAAAAABgRRlAAwAAAAAwCQNoAAAAAAAmYQANAAAAAMAk\nth1AV9X7quq5qnr8Iserqv60qs5V1WNV9frxywRgO/IaYB7kNcA8yGuAcQw5A/reJCcucfzmJMeW\nP6eS/PnuywJgB+6NvAaYg3sjrwHm4N7Ia4Bd23YA3d0PJfmvSyw5meRveuHhJK+uqu8bq0AAhpHX\nAPMgrwHmQV4DjGOMa0Bfm+SZDdvnl/sAuLLIa4B5kNcA8yCvAQY4tJcvVlWnsvizlLziFa/4sde8\n5jV7+fIAu/aZz3zmP7v78H7XMTV5DcydvAaYB3kNMA+7yesxBtDPJjm6YfvIct9LdPfpJKeTZG1t\nrc+ePTvCywPsnar61/2uYRfkNbAy5DXAPMhrgHnYTV6PcQmO9SRvW9799Q1Jnu/uL43wvACMS14D\nzIO8BpgHeQ0wwLZnQFfVB5O8Mck1VXU+ye8m+bYk6e6/SHImyS1JziX5apJfnqpYAC5OXgPMg7wG\nmAd5DTCObQfQ3X37Nsc7ya+OVhEAOyKvAeZBXgPMg7wGGMcYl+AAAAAAAICXMIAGAAAAAGASBtAA\nAAAAAEzCABoAAAAAgEkYQAMAAAAAMAkDaAAAAAAAJmEADQAAAADAJAygAQAAAACYhAE0AAAAAACT\nMIAGAAAAAGASBtAAAAAAAEzCABoAAAAAgEkYQAMAAAAAMAkDaAAAAAAAJmEADQAAAADAJAygAQAA\nAACYxKABdFWdqKqnqupcVd21xfHrqurBqnq0qh6rqlvGLxWA7chrgHmQ1wDzIK8Bdm/bAXRVXZXk\nniQ3Jzme5PaqOr5p2e8kub+7X5fktiR/NnahAFyavAaYB3kNMA/yGmAcQ86AvinJue5+urtfSHJf\nkpOb1nSS71o+flWSfx+vRAAGktcA8yCvAeZBXgOM4NCANdcmeWbD9vkkP75pze8l+buq+rUkr0jy\n5lGqA+ByyGuAeZDXAPMgrwFGMNZNCG9Pcm93H0lyS5L3V9VLnruqTlXV2ao6e+HChZFeGoDLIK8B\n5kFeA8yDvAbYxpAB9LNJjm7YPrLct9EdSe5Pku7+VJJvT3LN5ifq7tPdvdbda4cPH95ZxQBcjLwG\nmAd5DTAP8hpgBEMG0I8kOVZVN1TV1VlcVH9905p/S/KmJKmqH84icH2lB7C35DXAPMhrgHmQ1wAj\n2HYA3d0vJrkzyQNJPpfF3V2fqKq7q+rW5bLfTPKOqvqnJB9M8kvd3VMVDcBLyWuAeZDXAPMgrwHG\nMeQmhOnuM0nObNr3ng2Pn0zyk+OWBsDlktcA8yCvAeZBXgPs3lg3IQQAAAAAgG9hAA0AAAAAwCQM\noAEAAAAAmIQBNAAAAAAAkzCABgAAAABgEgbQAAAAAABMwgAaAAAAAIBJGEADAAAAADAJA2gAAAAA\nACZhAA0AAAAAwCQMoAEAAAAAmIQBNAAAAAAAkzCABgAAAABgEgbQAAAAAABMwgAaAAAAAIBJGEAD\nAAAAADCJQQPoqjpRVU9V1bmquusia36xqp6sqieq6gPjlgnAEPIaYB7kNcA8yGuA3Tu03YKquirJ\nPUl+Nsn5JI9U1Xp3P7lhzbEkv53kJ7v7K1X1vVMVDMDW5DXAPMhrgHmQ1wDjGHIG9E1JznX30939\nQpL7kpzctOYdSe7p7q8kSXc/N26ZAAwgrwHmQV4DzIO8BhjBkAH0tUme2bB9frlvoxuT3FhVn6yq\nh6vqxFgFAjCYvAaYB3kNMA/yGmAE216C4zKe51iSNyY5kuShqvqR7v7vjYuq6lSSU0ly3XXXjfTS\nAFwGeQ0wD/IaYB7kNcA2hpwB/WySoxu2jyz3bXQ+yXp3f6O7v5DkX7II4G/R3ae7e6271w4fPrzT\nmgHYmrwGmAd5DTAP8hpgBEMG0I8kOVZVN1TV1UluS7K+ac3fZvFtX6rqmiz+BOXpEesEYHvyGmAe\n5DXAPMhrgBFsO4Du7heT3JnkgSSfS3J/dz9RVXdX1a3LZQ8k+XJVPZnkwSS/1d1fnqpoAF5KXgPM\ng7wGmAd5DTCO6u59eeG1tbU+e/bsvrw2wE5V1We6e22/69hL8hqYI3kNMA/yGmAedpPXQy7BAQAA\nAAAAl80AGgAAAACASRhAAwAAAAAwCQNoAAAAAAAmYQANAAAAAMAkDKABAAAAAJiEATQAAAAAAJMw\ngAYAAAAAYBIG0AAAAAAATMIAGgAAAACASRhAAwAAAAAwCQNoAAAAAAAmYQANAAAAAMAkDKABAAAA\nAJiEATQAAAAAAJMwgAYAAAAAYBKDBtBVdaKqnqqqc1V11yXW/XxVdVWtjVciAEPJa4B5kNcA8yCv\nAXZv2wF0VV2V5J4kNyc5nuT2qjq+xbpXJvn1JJ8eu0gAtievAeZBXgPMg7wGGMeQM6BvSnKuu5/u\n7heS3Jfk5Bbrfj/Je5N8bcT6ABhOXgPMg7wGmAd5DTCCIQPoa5M8s2H7/HLf/6qq1yc52t0fvdQT\nVdWpqjpbVWcvXLhw2cUCcEnyGmAe5DXAPMhrgBHs+iaEVfWyJH+c5De3W9vdp7t7rbvXDh8+vNuX\nBuAyyGuAeZDXAPMgrwGGGTKAfjbJ0Q3bR5b7vumVSV6b5BNV9cUkb0iy7sL7AHtOXgPMg7wGmAd5\nDTCCIQPoR5Icq6obqurqJLclWf/mwe5+vruv6e7ru/v6JA8nubW7z05SMQAXI68B5kFeA8yDvAYY\nwbYD6O5+McmdSR5I8rkk93f3E1V1d1XdOnWBAAwjrwHmQV4DzIO8BhjHoSGLuvtMkjOb9r3nImvf\nuPuyANgJeQ0wD/IaYB7kNcDu7fomhAAAAAAAsBUDaAAAAAAAJmEADQAAAADAJAygAQAAAACYhAE0\nAAAAAACTMIAGAAAAAGASBtAAAAAAAEzCABoAAAAAgEkYQAMAAAAAMAkDaAAAAAAAJmEADQAAAADA\nJAygAQAAAACYhAE0AAAAAACTMIAGAAAAAGASBtAAAAAAAExi0AC6qk5U1VNVda6q7tri+G9U1ZNV\n9VhVfbyqvn/8UgHYjrwGmAd5DTAP8hpg97YdQFfVVUnuSXJzkuNJbq+q45uWPZpkrbt/NMlHkvzB\n2IUCcGnyGmAe5DXAPMhrgHEMOQP6piTnuvvp7n4hyX1JTm5c0N0PdvdXl5sPJzkybpkADCCvAeZB\nXgPMg7wGGMGQAfS1SZ7ZsH1+ue9i7kjysd0UBcCOyGuAeZDXAPMgrwFGcGjMJ6uqtyZZS/LTFzl+\nKsmpJLnuuuvGfGkALoO8BpgHeQ0wD/Ia4OKGnAH9bJKjG7aPLPd9i6p6c5J3J7m1u7++1RN19+nu\nXuvutcOHD++kXgAuTl4DzIO8BpgHeQ0wgiED6EeSHKuqG6rq6iS3JVnfuKCqXpfkL7MI2+fGLxOA\nAeQ1wDzIa4B5kNcAI9h2AN3dLya5M8kDST6X5P7ufqKq7q6qW5fL/jDJdyb5cFV9tqrWL/J0AExE\nXgPMg7wGmAd5DTCOQdeA7u4zSc5s2veeDY/fPHJdAOyAvAaYB3kNMA/yGmD3hlyCAwAAAAAALpsB\nNAAAAAAAkzCABgAAAABgEgbQAAAAAABMwgAaAAAAAIBJGEADAAAAADAJA2gAAAAAACZhAA0AAAAA\nwCQMoAEAAAAAmIQBNAAAAAAAkzCABgAAAABgEgbQAAAAAABMwgAaAAAAAIBJGEADAAAAADAJA2gA\nAAAAACZhAA0AAAAAwCQGDaCr6kRVPVVV56rqri2Ov7yqPrQ8/umqun7sQgHYnrwGmAd5DTAP8hpg\n97YdQFfVVUnuSXJzkuNJbq+q45uW3ZHkK939g0n+JMl7xy4UgEuT1wDzIK8B5kFeA4xjyBnQNyU5\n191Pd/cLSe5LcnLTmpNJ/nr5+CNJ3lRVNV6ZAAwgrwHmQV4DzIO8BhjBkAH0tUme2bB9frlvyzXd\n/WKS55N8zxgFAjCYvAaYB3kNMA/yGmAEh/byxarqVJJTy82vV9Xje/n6V4Brkvznfhexh1at30TP\nq+CH9ruAvSCvV+5zvWr9JnpeBfJ6Naza53rV+k30vArk9cG3ap/pRM+rYNX6TXaR10MG0M8mObph\n+8hy31ZrzlfVoSSvSvLlzU/U3aeTnE6Sqjrb3Ws7KXquVq3nVes30fMqqKqz+13DJcjrkaxaz6vW\nb6LnVSCvV8Oq9bxq/SZ6XgXy+uBbtX4TPa+CVes32V1eD7kExyNJjlXVDVV1dZLbkqxvWrOe5O3L\nx29J8g/d3TstCoAdkdcA8yCvAeZBXgOMYNszoLv7xaq6M8kDSa5K8r7ufqKq7k5ytrvXk/xVkvdX\n1bkk/5VFKAOwh+Q1wDzIa4B5kNcA4xh0DejuPpPkzKZ979nw+GtJfuEyX/v0Za4/CFat51XrN9Hz\nKrii+5XXo1m1nlet30TPq+CK7ldej2bVel61fhM9r4Irul95PYpV6zfR8ypYtX6TXfRc/jIEAAAA\nAIApDLkGNAAAAAAAXLbJB9BVdaKqnqqqc1V11xbHX15VH1oe/3RVXT91TVMa0O9vVNWTVfVYVX28\nqr5/P+oc03Y9b1j381XVVTWXjGvmAAAFBklEQVT7u4QO6bmqfnH5Xj9RVR/Y6xrHNOBzfV1VPVhV\njy4/27fsR51jqqr3VdVzVfX4RY5XVf3p8v/ksap6/V7XODZ5/ZLj8lpez86q5fUqZnUir7c4Lq/l\n9ezI65ccl9fyepZWLa9XLasTeb3F8Z3ldXdP9pPFRfo/n+QHklyd5J+SHN+05leS/MXy8W1JPjRl\nTVdAvz+T5DuWj981536H9rxc98okDyV5OMnafte9B+/zsSSPJvnu5fb37nfdE/d7Osm7lo+PJ/ni\nftc9Qt8/leT1SR6/yPFbknwsSSV5Q5JP73fNe/A+y+sroPYpe16uk9dXQO0T9nug8nrVsvoy3md5\nfQXUPmXPy3Xy+gqofcJ+5fUVUPcevM/y+gqofcqel+sORF6vWlZfRs/yesDzTn0G9E1JznX30939\nQpL7kpzctOZkkr9ePv5IkjdVVU1c11S27be7H+zury43H05yZI9rHNuQ9zhJfj/Je5N8bS+Lm8iQ\nnt+R5J7u/kqSdPdze1zjmIb020m+a/n4VUn+fQ/rm0R3P5TFXawv5mSSv+mFh5O8uqq+b2+qm4S8\nltffJK/na+XyegWzOpHX8vr/yOv5ktcvJa/l9RytWl6vWlYn8norO8rrqQfQ1yZ5ZsP2+eW+Ldd0\n94tJnk/yPRPXNZUh/W50RxbfGszZtj0vT8c/2t0f3cvCJjTkfb4xyY1V9cmqeriqTuxZdeMb0u/v\nJXlrVZ3P4g7Rv7Y3pe2ry/19v9LJa3ktr+X1QXTQsjqR1/I68lpeH0jyWl7P0arl9apldSKvt7Kj\nvD40WTlcUlW9Nclakp/e71qmVFUvS/LHSX5pn0vZa4ey+NOTN2bxre5DVfUj3f3f+1rVdG5Pcm93\n/1FV/USS91fVa7v7f/a7MNgteX3gyWt5zQEhrw88eS2vOSDk9YG2almdyOtBpj4D+tkkRzdsH1nu\n23JNVR3K4nT1L09c11SG9JuqenOSdye5tbu/vke1TWW7nl+Z5LVJPlFVX8zi+jDrM7/w/pD3+XyS\n9e7+Rnd/Icm/ZBHCczSk3zuS3J8k3f2pJN+e5Jo9qW7/DPp9nxF5La/ltbw+iA5aVifyWl7La3l9\nMMlreT1Hq5bXq5bVibzeyo7yeuoB9CNJjlXVDVV1dRYX1V/ftGY9yduXj9+S5B+6F1e1nqFt+62q\n1yX5yyzCdu7Xwkm26bm7n+/ua7r7+u6+PovrPN3a3Wf3p9xRDPlc/20W3/ilqq7J4s9Qnt7LIkc0\npN9/S/KmJKmqH84icC/saZV7bz3J25Z3gH1Dkue7+0v7XdQuyGt5La/l9UF00LI6kdfyWl7L64NJ\nXsvrOVq1vF61rE7k9VZ2ltc9/d0Tb8niG4/PJ3n3ct/dWfzSJYs35sNJziX5xyQ/MHVN+9zv3yf5\njySfXf6s73fNU/e8ae0nMuO7vl7G+1xZ/KnNk0n+Oclt+13zxP0eT/LJLO4I+9kkP7ffNY/Q8weT\nfCnJN7L4FveOJO9M8s4N7/E9y/+Tf16Rz7W8vgLqnrLnTWvl9Qx/Vi2vVzGrB77P8voKqHvKnjet\nldcz/JHX8nr5WF5fAXVP2fOmtbPP61XL6oE9y+sBz1vLfwwAAAAAAKOa+hIcAAAAAACsKANoAAAA\nAAAmYQANAAAAAMAkDKABAAAAAJiEATQAAAAAAJMwgAYAAAAAYBIG0AAAAAAATMIAGgAAAACASfx/\nNG9k87b1Iz8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c2375438>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "HXQLH2IprCrV",
        "colab_type": "code",
        "outputId": "0bce1c7c-65b6-42c2-b0d0-57deec41ce6f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.barplot(x='numberOfLanes',y = 'fatalCount',data=gdf, palette=\"Reds_d\")\n",
        "plt.tight_layout();"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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mrKoJYGuSZ3VNJ9B7gn1rTqGxy1Odfwael+Tg7s/QE+jNX5wTml1NfLbtbmmK\nEZc1MEmuBH4aOCLJNuDtVXXpaKsaqBcCbwBu7eaqAPx6VV0zwpoG5enA5d1dHPOAD1VVc7dSN+zf\nAH/e+/uDBcCfVtVfj7akgXoz8MHuH4a3A28ccT0D1YXSlwJvGnUtg1ZVNyS5GriF3rJKn2cOLdvg\nbeKSJKk5XqKSJEnNMeBIkqTmGHAkSVJzDDiSJKk5BhxJktQcA46kkUvyqSQr9nKMY5Jcl2Rzkn9K\n8pvdszlIckCSv+lWdH7dIH5P0txmwJE01pIs6B5guB74nap6FvAf6D1R9Ze7bscCVNVPVNVVo6lU\n0mwy4EiasSRLktyW5I+TbEzy8SQH9Z8RSXJEt2wCSf5bko8m+USSO5OcmeRXuoUVP5fkB/uGf0N3\nhuVLSY7v9j8kyWVJbuz2WdU37vok1wGfBP4L8HePLvRXVd8GzgTOTvJDwAeAn+zG/5Fpju0zSW7p\nXi/o2n+6O76rk3w5yQf7zgwdl+TT3SKY1yZ5etf+liSbkvxDknUD/s8gaQYMOJKeqGXAxVV1DPB1\n4DV76P9s4NXATwLnA9/uFlb8e+Dn+/od3C0I+svAZV3bb9BbeuF44GeA3+1bbfo5wMlV9VPAMcDj\nFtusqq8ATwEeBH4B+Ex3Bucru6nzbuCl3aKWrwMu6vvuWOAsYDnwTOCF3dplf9jVcFxX8/ld/7OB\nY6vqx4H/sYf/+0gaApdqkPRE3VFVjy5ncTOwZA/9r6+qbwLfTHI/8Bdd+63Aj/f1uxKgqv42yaHd\n+lkvo7eQ5q91fQ4Efrjb/kRV3bt3h/I4+wHvSvITwCPAj/Z9d2NVbQPolvJYQi/cPRv4RHdCZz5w\nV9f/H+gtP/BR4KMDrFHSDBlwJD1RD/VtPwIcRG8dmkfPCB84Tf9dfZ938fg/gyavG1NAgNdU1eb+\nL5I8F/hWX9Mm4MWT+jwTeKCqvtEFkD15G/Av9ObvzKN35meqY3ikqzvAxqp6/hRjvbyr5+eA30jy\nY1W1cyZFSBoML1FJGoQ7geO67ZOf5BivA0jyIuD+qrqf3uK1b+6b83Lsbvb9IPCiJD/b9TuI3iWm\ntU/g9w8D7qqqXfQWXp2/h/6bgYVJnt/95n7dnVzzgKOq6nrgf3XjPuUJ1CFpAAw4kgbhncAvJfk8\ncMSTHOPBbv8/Ak7r2v4PvUtH/5BkY/f5+1TVd4BVwP9Ospne5a+bgHdN83t/lWRb9/oz4N3AqUm+\nCPw7Hn+GaKrffJhemLug2+cL9O7cmg98IMmt9FZXvqiqvr7nw5c0SK4mLkmSmuMZHEmS1BwDjiRJ\nao4BR5IkNceAI0mSmmPAkSRP4gXOAAAAFElEQVRJzTHgSJKk5hhwJElSc/4/fo23oorSdhIAAAAA\nSUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c053a358>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "q8OHLIjTDfEa",
        "colab_type": "code",
        "outputId": "0b2b0658-e920-449d-a136-b304c159e76d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.barplot(x='junctionType',y = 'fatalCount',data=gdf, palette=\"Reds_d\")\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5bybnvpnaots/6TpGJEmSFjfPKCxJknrBUCNJknqht6EmyS5JLm1/Y0k2DNze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\npvdUqMkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c05f3d68>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "dsihvCg1Fl__",
        "colab_type": "code",
        "outputId": "ce8c4e67-0b1e-46e2-f96a-cf776062bb22",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.barplot(x='roadSurface',y = 'fatalCount',data=gdf, palette=\"Reds_d\")\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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kByZZnmQiyTEjtm+b5Oy2/eIk81v5jkkuSnJXkpMm7bNvku+2fT7Qpo8gyeOTnJ/k2vZz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\nmTcAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c0568550>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "FErxiX-hFrpI",
        "colab_type": "code",
        "outputId": "f0760441-d5db-44df-948a-a2f13a0e9f49",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.barplot(x='roadCurvature',y = 'fatalCount',data=gdf, palette=\"Reds_d\")\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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qe4AzgcXj6iwGTm/T5wD7JUkrP7Oq7q6q64EVrb2hbbZ1ntvaoLV54Ai3TZIk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\n7gb0X9JGMOBI2pRurKrvtJG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            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c0456f98>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "GXssIEOoHA7q",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Trafic"
      ]
    },
    {
      "metadata": {
        "id": "v-C0YHtjF6Gf",
        "colab_type": "code",
        "outputId": "137c5d37-8d19-4bfe-8693-2df27e6b8d85",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.barplot(x=\"speedLimit\", y=\"fatalCount\",  data=gdf);\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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GWg/XVlX3db/nAf4CeOEM1DBdu8TtkHa1gDPV7SNWMhiA9vBQ/1XAm7qzAF4M\nPDjBLvEZqWEoVITBobKxkfB91DCV4dtnnAj8357rmOwzuRL4ua7Pz/L4L8tZrSOPn60U4Gjgn4fq\nmOg2I73UAeyb5Jldn1cy2Js063V0Z3y8GjhhbHzUUB2z9blcWVWLqmpxVS0G/r2qDh+qo4/t8Z9k\ncObM2FlkixgcCtvQ/fvfDJwyw285yu1vhs32z8rTYHAmG4M90B+dizom65xk0dh4rCTLGPz/NxPh\nd7I6/o7BdxCGfpeOG390NI//LM+mXeN2SDUPRjrP5oPBiP47GPwV+O6h9s8Dy8f1DXBu1/cWhkah\nz3QNwDXde9zKYNf23n3W0K37r4B7ge8z2GNyMoNf0p8Dvgb8LfDUWahjou2xH4O9abcA1zLYgzGr\ndTD4BfjFoc/lk3RnVQFPYnBoYh2DXwyH9bw9junquKn7rh42R3Vs6V7f2D3OmIvvx7j5w2dR9bI9\ngEe7n5GxxzsZHCa8vftMbgLe0PW9msFetxvHPZ7R02fyjq6mLQwGn//FXHwmDAZ939Ztk98Y6jvb\ndUy2PU4F1naf1ZeAl/Zcx2Hdd3Bd953co2v/w6E6/g541gzVMNHv82O66e9138mrh/q/u6v3duCo\nmdoW8+nhrRokSVJzdrVDVJIkaRdgwJEkSc0x4EiSpOYYcCRJUnMMOJIkqTkGHEk7rQzu5r20m75r\n/IXbkhydcXcgH2Gdq5Ps1z1+bSbrlTR7DDiSmlVVq6rq/dvuudUyr6mq7zC4FpMBR9pJGXAkzagk\neyX5THdTw1uTvK7bu3J2kluSfHnoCtELk3wqyfXd46eG1nFB1/efkqzo2p+c5JIktyW5gsEd3qeq\n5c1JPtxNfyzJR5J8KcmdSV7evcdtST42tMzYnqD3A89IcmOSD/SztST1ZcG2u0jStCwH7qmqnwdI\nsi9wFoNL9D83yZuA/wX8AvDHwDlV9Y9Jns7gKsDPZnCV1Wuq6lcyuEv3l5P8LfBWBrdmeHaS5zG4\ngeJ0PAV4CYNL5K8CforBndqvT/L8qrpxqO/pwI9V1fO3ZyNImlvuwZE0024BXpnkrCQ/U1UPdu1/\nNfT8km76vwIfTnIjg8CxT5K9gVcBp3ftn2dwC4anAy9jcCsTqupm4OZp1vbpGly+/Rbgm1V1Sw3u\nqbUWWDztf6mkecs9OJJmVFXdkeQFDO7P894knxubNdyte34C8OLa+ia3Yzc3Pbaqbh/XvqPljd3F\n+dGh6bHX/j6UGuIeHEkzKsmBDA4jfYLBDRhf0M163dDztd30/wPePrTs2OGgq4G3D939+Se69i8A\nv9y1/RjwvJ7+GQDfBX6ox/UihcnbAAAApklEQVRL6pF/sUiaac8FPpDkUQZ3Nn4bcDnwlCQ3M9hz\nckLX9x3AuV37AgYB5leBP2AwTufmJE8AvsFgzM5HgAuT3MbgztU3jHvvm7v3BbiM6R/CekxV3Zfk\ni0luBa6qqt/Z3nVJmn3eTVxS75LcBSytqm/PdS2Sdg0eopIkSc1xD44kSWqOe3AkSVJzDDiSJKk5\nBhxJktQcA44kSWqOAUeSJDXn/wOtEvu/6FgeWAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c03c9c88>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "OJ4OwzLpIqW0",
        "colab_type": "code",
        "outputId": "1cdf545c-d055-41cc-8597-e36ee2114f53",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369
        }
      },
      "cell_type": "code",
      "source": [
        "sns.catplot(x=\"advisorySpeed\", y=\"crashSeverity\",data=gdf, kind= 'bar');"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c033dbe0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "yMSvM5TRJ9lY",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Weather"
      ]
    },
    {
      "metadata": {
        "id": "uj1Ys-3pKGwv",
        "colab_type": "code",
        "outputId": "029f73e2-0a7c-4f0d-ad32-1b103a2ff837",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        }
      },
      "cell_type": "code",
      "source": [
        "sns.countplot(y=\"weatherA\",data=gdf, palette=\"Greens_d\");\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c05e1f98>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "-z2j1H-EKk7X",
        "colab_type": "code",
        "outputId": "ea7db32f-e944-4724-acfc-a80d95688958",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        }
      },
      "cell_type": "code",
      "source": [
        "sns.countplot(y=\"weatherB\",data=gdf, palette=\"Greens_d\");"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c02bef28>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "HdHd5RrAH1NT",
        "colab_type": "code",
        "outputId": "be1de227-4be8-47cf-e227-a25a56ffb5d8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.barplot(x=\"weatherA\", y=\"fatalCount\",  data=gdf);\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Fy+j2MCzpzx95Jt0wKgBfoNu24wHn9SzwN8BZ+jjw2vE7Scb39OzG5pNeXzFh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\ngg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c0299438>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "trZkCsyFIMJq",
        "colab_type": "code",
        "outputId": "1692fe07-1548-4d71-c207-2342dc6c9d6d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.barplot(x=\"weatherB\", y=\"fatalCount\",  data=gdf);\n",
        "plt.tight_layout()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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7cq67IElidiM4tyf5mSSL2utngNvH3TFJkqQtNZuA87PA64B1DGYUPwyY1YXHSQ5OckOS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\nkiSpO/8f/2CI8Has96UAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f53c020ca90>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "-9o77pEkPDO-",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Pearson Correlation"
      ]
    },
    {
      "metadata": {
        "id": "KqK5DHjSPHqf",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "selected_cols = ['weatherA', 'weatherB','speedLimit','fatalCount', \"advisorySpeed\", \n",
        "                     'roadCurvature', 'roadLane', 'numberOfLanes' ]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "M5g-Xp6GPHv7",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# This might take a while so skip !\n",
        "k = 10 \n",
        "f,ax = plt.subplots(figsize=(12, 12))\n",
        "cols = gdf.corr().nlargest(k, 'fatalCount')['fatalCount'].index\n",
        "cm = np.corrcoef(gdf[selected_cols].values.T)\n",
        "sns.set(font_scale=1.25)\n",
        "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)\n",
        "#plt.show()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "NTs5_8bUPHzO",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "m218tlnzKeFH",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Geographic Data Exploration"
      ]
    },
    {
      "metadata": {
        "id": "m6eQfmyKOxu1",
        "colab_type": "code",
        "outputId": "6053f681-64b2-4c29-8506-5a7d61222328",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 720
        }
      },
      "cell_type": "code",
      "source": [
        "gdf.plot(markersize=0.01, edgecolor='red',figsize=(12,12));\n",
        "plt.axis('off');"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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PFnomL1hWLrKMoWPH4C/aM1xfFRGdBVa/EhFdYEr8ODg/+jOA6MuyZ2KMIgtWVYmih96T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\nu2RNWzVZy8th/9pqFPzLsYS1IHObWgH4A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4Dv38Dw4SPgP/pw0rEJIYSQQBTUqcDwi0Pg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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fb2037c1ef0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "CQ-yeX2NgtDk",
        "colab_type": "code",
        "outputId": "b7af976a-c203-412e-bfbc-76d622e69c01",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1113
        }
      },
      "cell_type": "code",
      "source": [
        "from folium.plugins import MarkerCluster\n",
        "gdf_sample = gdf.sample(5000)\n",
        "lons = gdf_sample.geometry.x\n",
        "lats = gdf_sample.geometry.y\n",
        "\n",
        "m = folium.Map(\n",
        "    location=[np.mean(lats), np.mean(lons)],\n",
        "    tiles='Cartodb Positron',\n",
        "    zoom_start=6\n",
        ")\n",
        "\n",
        "#FastMarkerCluster(data=list(zip(lats, lons))).add_to(m)\n",
        "MarkerCluster(list(zip(lats, lons))).add_to(m)\n",
        "\n",
        "folium.LayerControl().add_to(m)\n",
        "m\n"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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hii,

url = 'https://opendata.arcgis.com/datasets/a163c5addf2c4b7f9079f08751bd2e1a_0.geojson'
geojson = requests.get(url).json()
In [0]:

Read the data as GeodataFrame in Geopandas

crs = {'init': 'epsg:3851'} # Coordinate reference system (CRS) for Newzealand
gdf = gpd.GeoDataFrame.from_features(geojson['features'], crs=crs)

if i enter the above code
error message is thrown
KeyError: 'features'

help me execute this code