1-Dtp-analysis.ipynb

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   "source": [
    "# Анализ ДТП в России на основе данных dtp-stat.ru\n",
    "Это пример простого анализа статистики ДТП в России.\n",
    "Посмотрим на следующие свойства данных:\n",
    "- Структурированность данных\n",
    "- Чистота данных\n",
    "- Распределения наблюдаемых значений и признаков\n",
    "- Корреляция по значений по признакам"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Шаг 1. Подготовка pandas фрейма\n",
    "Загрузим данные из geojson файла в pandas фрейм и посмотрим на структуру"
   ]
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>tags</th>\n",
       "      <th>light</th>\n",
       "      <th>point</th>\n",
       "      <th>nearby</th>\n",
       "      <th>region</th>\n",
       "      <th>scheme</th>\n",
       "      <th>address</th>\n",
       "      <th>weather</th>\n",
       "      <th>category</th>\n",
       "      <th>datetime</th>\n",
       "      <th>severity</th>\n",
       "      <th>vehicles</th>\n",
       "      <th>dead_count</th>\n",
       "      <th>participants</th>\n",
       "      <th>injured_count</th>\n",
       "      <th>parent_region</th>\n",
       "      <th>road_conditions</th>\n",
       "      <th>participants_count</th>\n",
       "      <th>participant_categories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2575117</td>\n",
       "      <td>[Дорожно-транспортные происшествия]</td>\n",
       "      <td>В темное время суток, освещение включено</td>\n",
       "      <td>{'lat': 55.667499, 'long': 37.770245}</td>\n",
       "      <td>[Автостоянка (не отделённая от проезжей части)...</td>\n",
       "      <td>Люблино</td>\n",
       "      <td>910</td>\n",
       "      <td>г Москва, ул Верхние Поля, 39</td>\n",
       "      <td>[Ясно]</td>\n",
       "      <td>Наезд на стоящее ТС</td>\n",
       "      <td>2021-05-21 00:35:00</td>\n",
       "      <td>Легкий</td>\n",
       "      <td>[{'year': 1993, 'brand': 'TOYOTA', 'color': 'С...</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'role': 'Пешеход', 'gender': 'Женский', 'vio...</td>\n",
       "      <td>2</td>\n",
       "      <td>Москва</td>\n",
       "      <td>[Сухое]</td>\n",
       "      <td>3</td>\n",
       "      <td>[Пешеходы, Все участники]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2575131</td>\n",
       "      <td>[Дорожно-транспортные происшествия]</td>\n",
       "      <td>В темное время суток, освещение включено</td>\n",
       "      <td>{'lat': 55.669411, 'long': 37.553995}</td>\n",
       "      <td>[Крупный торговый объект (являющийся объектом ...</td>\n",
       "      <td>Черемушки</td>\n",
       "      <td>960</td>\n",
       "      <td>г Москва, ул Профсоюзная, 56</td>\n",
       "      <td>[Ясно]</td>\n",
       "      <td>Падение пассажира</td>\n",
       "      <td>2021-05-14 22:30:00</td>\n",
       "      <td>Легкий</td>\n",
       "      <td>[{'year': 2018, 'brand': 'FORD', 'color': 'Мно...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
       "      <td>Москва</td>\n",
       "      <td>[Сухое]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Все участники]</td>\n",
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      "text/plain": [
       "        id                                 tags  \\\n",
       "0  2575117  [Дорожно-транспортные происшествия]   \n",
       "1  2575131  [Дорожно-транспортные происшествия]   \n",
       "\n",
       "                                      light  \\\n",
       "0  В темное время суток, освещение включено   \n",
       "1  В темное время суток, освещение включено   \n",
       "\n",
       "                                   point  \\\n",
       "0  {'lat': 55.667499, 'long': 37.770245}   \n",
       "1  {'lat': 55.669411, 'long': 37.553995}   \n",
       "\n",
       "                                              nearby     region scheme  \\\n",
       "0  [Автостоянка (не отделённая от проезжей части)...    Люблино    910   \n",
       "1  [Крупный торговый объект (являющийся объектом ...  Черемушки    960   \n",
       "\n",
       "                         address weather             category  \\\n",
       "0  г Москва, ул Верхние Поля, 39  [Ясно]  Наезд на стоящее ТС   \n",
       "1   г Москва, ул Профсоюзная, 56  [Ясно]    Падение пассажира   \n",
       "\n",
       "              datetime severity  \\\n",
       "0  2021-05-21 00:35:00   Легкий   \n",
       "1  2021-05-14 22:30:00   Легкий   \n",
       "\n",
       "                                            vehicles  dead_count  \\\n",
       "0  [{'year': 1993, 'brand': 'TOYOTA', 'color': 'С...           0   \n",
       "1  [{'year': 2018, 'brand': 'FORD', 'color': 'Мно...           0   \n",
       "\n",
       "                                        participants  injured_count  \\\n",
       "0  [{'role': 'Пешеход', 'gender': 'Женский', 'vio...              2   \n",
       "1                                                 []              1   \n",
       "\n",
       "  parent_region road_conditions  participants_count     participant_categories  \n",
       "0        Москва         [Сухое]                   3  [Пешеходы, Все участники]  \n",
       "1        Москва         [Сухое]                   2            [Все участники]  "
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   "source": [
    "import pandas as pd\n",
    "import json\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display, Markdown\n",
    "import calplot\n",
    "\n",
    "FILE_NAME = 'data/dtp-stat/moskva.geojson'\n",
    "\n",
    "with open(FILE_NAME) as f:\n",
    "    d = map(lambda x: x['properties'], json.load(f)['features'])\n",
    "df = pd.DataFrame.from_dict(d)\n",
    "df.head(2)"
   ]
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   "source": [
    "## Шаг 2. Приберемся в данных\n",
    "Данные выгружены из БД, поэтому слегка не структурированы и неудобны для анализа.\n",
    "\n",
    "Немного приберемся в данных:\n",
    "- добавим индекс и метку времени\n",
    "- списки преобразуем в строки и сделаем категориями\n",
    "- укоротим текст категорий для читаемости\n",
    "- построим бинарные признаки для мультикатегорий"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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   "source": [
    "#Индекс и метка времени\n",
    "df.set_index('id', inplace=True)\n",
    "df['datetime'] = pd.to_datetime(df['datetime'])\n",
    "\n",
    "# Служебные функции для преобразования признаков\n",
    "# TODO: найти библиотеку\n",
    "def list_to_cats(series, prexix=''):\n",
    "    flat_series = pd.Series([x for _list in series for x in _list])\n",
    "    unique_items = flat_series.value_counts().index\n",
    "    bool_dict = {}\n",
    "    for item in unique_items:\n",
    "        # Apply boolean mask\n",
    "        bool_dict[prexix + item] = series.apply(lambda x: item in x)\n",
    "        #bool_dict[prexix + item] = bool_dict[prexix + item].astype('category')\n",
    "    return pd.DataFrame(bool_dict)\n",
    "def to_cats(series, prexix=''):\n",
    "    unique_items = series.value_counts().index\n",
    "    bool_dict = {}\n",
    "    for item in unique_items:\n",
    "        # Apply boolean mask\n",
    "        bool_dict[prexix + item] = series.apply(lambda x: item in x)\n",
    "        #bool_dict[prexix + item] = bool_dict[prexix + item].astype('category')\n",
    "    return pd.DataFrame(bool_dict)\n",
    "\n",
    "# Разбиваем освещенность на несколько признаком\n",
    "df['light'] = df['light'].apply(lambda s: list(map(str.strip, s.split(','))))\n",
    "\n",
    "# Размечаем категориальные признаки\n",
    "for column in ['scheme', 'category', 'severity', 'region', 'parent_region']:\n",
    "    df[column] = df[column].astype('category')\n",
    "\n",
    "# Названия категорий слишком длинные\n",
    "df['category'] = df['category'].cat.rename_categories(\n",
    "    {\n",
    "        'Наезд на лицо, не являющееся участником дорожного движения, осуществляющее производство работ': 'Наезд на работника',\n",
    "        'Наезд на лицо, не являющееся участником дорожного движения, осуществляющее несение службы': 'Наезд на служащего',\n",
    "        'Наезд на лицо, не являющееся участником дорожного движения, осуществляющее какую-либо другую деятельность': 'Наезд на другого',\n",
    "        'Возгорание вследствие технической неисправности движущегося или остановившегося ТС, участвующего в дорожном движении.': 'Возгорание на ходу'\n",
    "    }\n",
    ")\n",
    "\n",
    "# Превращаем списки в бинарные категориальные признаки\n",
    "for column in [ 'participant_categories','weather', 'road_conditions', 'light',  'nearby']:\n",
    "    df = df.join(list_to_cats(df[column], column + '_'))\n",
    "    df.drop(columns=[column], inplace=True)\n",
    "\n",
    "# Опционально. Превращаем категории в бинарные признаки\n",
    "for column in ['category']:\n",
    "    df = df.join(to_cats(df[column], column + '_'))\n",
    "    #df.drop(columns=[column], inplace=True)\n",
    "\n",
    "\n",
    "# Дропнем часть колонок которые пока не нужны\n",
    "for column in ['point','address', 'tags', 'participants', 'vehicles']:\n",
    "    df.drop(columns=[column], inplace=True)\n",
    "\n",
    "# TODO: Пространственный анализ\n",
    "# TODO: Анализ ТС и участников"
   ]
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    {
     "data": {
      "text/markdown": [
       "### Распределение количества участников, пострадавших и смертей по категории Тяжесть ДТП(severity)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "output_type": "display_data"
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    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('### Распределение количества участников, пострадавших и смертей по категории Тяжесть ДТП(severity)'))\n",
    "sb.displot(data=df, x='participants_count', col='severity', bins=[1, 2, 3, 4, 5, 6, 7, 10])\n",
    "sb.displot(data=df, x='injured_count', col='severity', bins=[1, 2, 3, 4, 5, 6, 7, 10])\n",
    "sb.displot(data=df, x='dead_count', col='severity', bins=[1, 2, 3, 4, 5, 6, 7, 10])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### Смертность по категориям"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('### Смертность по категориям'))\n",
    "sb.displot(df, x=\"dead_count\", y='category', bins=[1, 2, 3, 4, 5, 6, 10, ], aspect=2, height=6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### Онтошение смертности к пострадавшим"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('### Онтошение смертности к пострадавшим'))\n",
    "sb.displot(df, x=\"injured_count\", y='dead_count', binwidth=(1, 1), cbar=True, aspect=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### Количество участников по дням за все время наблюдения"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x856.8 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('### Количество участников по дням за все время наблюдения'))\n",
    "\n",
    "ag = df.groupby([df['datetime'].dt.date, ]).sum()\n",
    "ag.index = pd.to_datetime(ag.index)\n",
    "calplot.calplot(ag['participants_count'],cmap = 'hot')\n",
    "plt.show()\n",
    "#plt.savefig('heat_map_moscow_2015-2021.jpeg', facecolor='w',bbox_inches=\"tight\",)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### Корреляции признаков"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('### Корреляции признаков'))\n",
    "\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(15,15)\n",
    "sb.heatmap(df.filter(regex='^participant_categories|count|category',axis=1).corr(),annot=True,linewidths=1,linecolor='k',square=True,mask=False, vmin=-1, vmax=1,cbar_kws={\"orientation\": \"vertical\"},cbar=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Примеры похожих исследований на Kaggle\n",
    "- [Us-accidents](https://www.kaggle.com/sobhanmoosavi/us-accidents/tasks)\n",
    "- [1.6 million UK traffic accidents](https://www.kaggle.com/daveianhickey/2000-16-traffic-flow-england-scotland-wales)\n",
    "- [Accidents in France](https://www.kaggle.com/amadeus1996/eda-visualizations-for-accidents-in-france)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}