{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Шулявка зі світлофором vs Шулявка з розв'язкою" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$16$ березня $2019$ року Шулявський шляхопровід в Києві [почали](https://nv.ua/ukr/ukraine/events/budivnictvo-stolittya-v-kiyevi-shcho-potribno-znati-pro-remont-shulyavskogo-mostu-shemi-ob-jizdu-termini-50010495.html) демонтувати. Було запроваджено регульовані повороти з та на вулицю Гетьмана і більш ніж півроку цей вузол працював саме в такому режимі. Наскільки критичним було перекриття? Як сильно воно збільшило затримки на проспекті Перемоги та сусідніх вулицях? Відповісти на це питання можна проаналізувавши відкриті дані сервісу [Uber Movement](https://movement.uber.com/explore/kyiv/speeds/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Але спочатку необхідно підготувати дані. Я скачав архіви за березень та квітень $2019$ року та побудувавши візуалізацію на мапі типу [цієї](#map_cell), але для всього Києва, переконався, що можна розглядати лише частину міста. Скажімо, інтуітивно ясно, що перекриття Шулявки не дуже вплинуло на лівий берег і я в цьому візуально переконався. Тож для економії пам'яті та часу і концентрації уваги на найважливішому, вибираємо лише ту частину даних, що відповідають достатньо близьким до Шулявки вулицям." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import glob\n", "import osmnx as ox\n", "from shapely.geometry import Polygon\n", "\n", "#частина Києва, що розглядатиметься, задається цим набором точок\n", "area = Polygon([(30.5241, 50.4332), (30.5258, 50.4512), (30.5289, 50.4515), (30.5288, 50.4565),\n", " (30.5262, 50.4673), (30.5362, 50.4738), (30.5411, 50.4833), (30.5307, 50.4908), \n", " (30.4754, 50.4897), (30.4529, 50.4817), (30.4465, 50.4751), (30.4335, 50.4774), \n", " (30.3634, 50.5001), (30.3494, 50.4671), (30.2406, 50.463), (30.2423, 50.4435), \n", " (30.349, 50.4494), (30.3604, 50.423), (30.4102, 50.387), (30.4405, 50.4251), \n", " (30.4927, 50.4065), (30.5205, 50.404), (30.5291, 50.4095), (30.5245, 50.4198)])\n", "streets = ox.core.osm_net_download(polygon = area, network_type = 'all_private')[0]['elements']\n", "\n", "streets_ids = []\n", "for row in streets:\n", " if row['type'] == 'node':\n", " streets_ids.append(row['id'])\n", "\n", "dtypes = {'year': np.int16, 'month': np.int8, 'day': np.int8, 'hour': np.int8, \n", " 'osm_start_node_id': np.int64, 'osm_end_node_id': np.int64, \n", " 'speed_kph_mean': np.float16, 'speed_kph_stddev': np.float16}\n", "\n", "#під час фільтрування даних для зручності створимо новий стовпчик з датою\n", "def datetime_from_ymd(daterow):\n", " return pd.to_datetime(str(int(daterow['year'])) + '/' +\\\n", " str(int(daterow['month'])) + '/' + str(int(daterow['day'])))\n", "\n", "#функція, яка відфільтровує непотрібні нам записи та зберігає результат, працює довго\n", "def create_Shuliavka_csv():\n", " filename, tp = 'movement-speeds-hourly-kyiv-2019', []\n", " for f in glob.glob(filename + '*.csv'):\n", " for chunk in pd.read_csv(f, chunksize = 100000, low_memory = False, \n", " usecols = dtypes.keys(), dtype = dtypes):\n", " newchunk = chunk[(chunk['osm_start_node_id'].isin(streets_ids)) &\n", " (chunk['osm_end_node_id'].isin(streets_ids)) &\n", " ((chunk['month'] == 3) | (chunk['month'] == 4) & \n", " (chunk['day'] < 6))]\n", " newchunk['date'] = newchunk.apply(lambda row: datetime_from_ymd(row), axis = 1)\n", " tp.append(newchunk)\n", " \n", " tp_data = pd.concat(tp)\n", " tp_data.to_csv('movement-speeds-for-Shuliavka.csv')\n", " del(tp)\n", " del(tp_data)\n", " return 0\n", "\n", "#підвантажуємо вже відфільтрований .csv-файл, він все одно доволі великий\n", "tp = []\n", "for chunk in pd.read_csv('movement-speeds-for-Shuliavka.csv', dtype = dtypes, \n", " parse_dates = ['date'], chunksize = 100000, low_memory = False):\n", " tp.append(chunk)\n", "\n", "data = pd.concat(tp)\n", "data.drop('Unnamed: 0', axis = 1)\n", "del(tp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Вплив перекриття на трафік на проспекті Перемоги" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Спершу розглянемо по два тижні до та після перекриття Шулявки:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#робочі та вихідні дні в потрібному інтервалі (8 березня доводиться видаляти вручну)\n", "workdays_before = pd.bdate_range('2019-03-01', '2019-03-15').to_series().drop(labels = [pd.to_datetime('2019-03-08')]) \n", "weekends_before = pd.date_range('2019-03-01', '2019-03-15').to_series().drop(\\\n", " pd.bdate_range('2019-03-01', '2019-03-15').to_series())\n", "workdays_after = pd.bdate_range('2019-03-18', '2019-03-31').to_series()\n", "weekends_after = pd.date_range('2019-03-18', '2019-03-31').to_series().drop(\\\n", " pd.bdate_range('2019-03-18', '2019-03-31').to_series())" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib\n", "from matplotlib import cm\n", "%matplotlib inline\n", "matplotlib.rcParams['figure.figsize'] = [14, 8]\n", "plt.style.use('seaborn-darkgrid')\n", "plt.rcParams.update({'font.size': 14})\n", "\n", "def plotting(ax, days, longitudes, days_speeds, colors):\n", " for j, day in enumerate(days):\n", " sort_by_lon = {k: v for k, v in sorted(longitudes.items(), key = lambda item: item[1])}\n", " ax.plot(list(sort_by_lon.values()), \\\n", " [days_speeds[day][int(i)] for i in sort_by_lon.keys()], color = colors[j])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "\n", "def Peremohy_longitudes_latitudes():\n", " Peremohy_lons, Peremohy_lats, Peremohy_nodes = {}, {}, []\n", " for entry in streets:\n", " if (entry['type'] == 'way' and 'name' in entry['tags'].keys() and\\\n", " 'Перемоги проспект' == entry['tags']['name']):\n", " Peremohy_nodes += entry['nodes']\n", "\n", " for entry in streets:\n", " if (entry['type'] == 'node' and entry['id'] in Peremohy_nodes):\n", " Peremohy_lons[entry['id']] = entry['lon']\n", " Peremohy_lats[entry['id']] = entry['lat']\n", " \n", " return Peremohy_lons, Peremohy_lats\n", "\n", "def Peremohy_plot(ax, days, colors, Peremohy_lons):\n", " Peremohy_to_center, Peremohy_days_speeds = {}, defaultdict(dict)\n", " \n", " for _, speeddata in data.loc[data['hour'] == 8].iterrows():\n", " #передостання умова тут - вибір напрямку в бік центру\n", " if speeddata['osm_start_node_id'] in Peremohy_lons.keys() and \\\n", " speeddata['osm_end_node_id'] in Peremohy_lons.keys() and \\\n", " Peremohy_lons[speeddata['osm_end_node_id']] > Peremohy_lons[speeddata['osm_start_node_id']] and\\\n", " speeddata['date'] in days:\n", " Peremohy_to_center[speeddata['osm_start_node_id']] = (Peremohy_lons[speeddata['osm_start_node_id']] + \\\n", " Peremohy_lons[speeddata['osm_end_node_id']]) / 2\n", " Peremohy_days_speeds[speeddata['date']][speeddata['osm_start_node_id']] = speeddata['speed_kph_mean']\n", "\n", " #може статись так, що невелика частина швидкостей відсутня, заповнимо їх найближчим наявним значенням\n", " #вважається, що в перший день всі швидкості є\n", " for i, day in enumerate(days):\n", " for key in Peremohy_to_center.keys():\n", " if not int(key) in Peremohy_days_speeds[day]:\n", " Peremohy_days_speeds[day][key] = Peremohy_days_speeds[days[i - 1]][key]\n", "\n", " plotting(ax, days, Peremohy_to_center, Peremohy_days_speeds, colors)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, sharex = 'col', sharey = True, figsize = (16, 9))\n", "\n", "colors = cm.viridis(np.linspace(0, 1, len(workdays_before) + len(workdays_after)))\n", "Peremohy_longs = Peremohy_longitudes_latitudes()[0]\n", "Peremohy_plot(ax[0], workdays_before, colors[:len(workdays_before)], Peremohy_longs)\n", "Peremohy_plot(ax[1], workdays_after, colors[len(workdays_before):], Peremohy_longs)\n", "\n", "frame = plt.gca()\n", "frame.axes.xaxis.set_ticklabels([])\n", "annotations = {'Брест-Литовське': 30.32751, 'Кільцева': 30.357,\n", " 'Святошин': 30.3891, 'Берестейська': 30.4202,\n", " 'Шулявка': 30.44629, 'КПІ': 30.46559, 'пл. Перемоги': 30.49087 }\n", "for name, longitude in annotations.items():\n", " plt.annotate(name, xy = (longitude, 0.50), xycoords = ('data', 'figure fraction'), \n", " xytext = (longitude, 0.46), ha = 'center', va = 'center', \n", " arrowprops = dict(arrowstyle = \"wedge\"), annotation_clip = False)\n", " plt.annotate('', xy = (longitude, 0.42), xycoords = ('data', 'figure fraction'), \n", " xytext = (longitude, 0.45), ha = 'center', va = 'center', \n", " arrowprops = dict(arrowstyle = \"wedge\"), annotation_clip = False)\n", "\n", "matplotlib.pyplot.subplots_adjust(left = 0.125, bottom = 0.05, right = 0.95, top = 0.9, wspace = None, hspace = 0.2)\n", "fig.suptitle('Швидкості на проспекті Перемоги в ранковий пік в робочі дні в бік центру до та одразу після перекриття Шулявки',\n", " fontsize = 18)\n", "fig.text(0.08, 0.5, 'км/год', va = 'center', rotation = 'vertical')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Зображення зверху згенероване на основі даних о $8$ ранку в робочі дні між $01/03/2019$ та $15/03/2019$ включно, знизу - те ж саме в період між $18/03/2019$ та $31/03/2019$. Тут блакитний колір відповідає найближчим до $16$ березня датам. Цікаво бачити, наскільки більш передбачуваною швидкість потоку стала після встановлення світлофору. Також бачимо, що на нижньому зображенні швидкості в близькі до перекриття дні подекуди вибиваються з загального тренду. Справа в тому, що в перші дні після перекриття трафік \"намацував\" рівноважне положення. Не будемо розглядати перший тиждень після перекриття з цих міркувань." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#\"зсуваємо\" розглядуваний часовий проміжок \"після\" на тиждень вперед\n", "workdays_after = pd.bdate_range('2019-03-23', '2019-04-05').to_series()\n", "weekends_after = pd.date_range('2019-03-23', '2019-04-05').to_series().drop(\\\n", " pd.bdate_range('2019-03-23', '2019-04-05').to_series())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from geopy import distance\n", "\n", "#час в хвилинах, за який відстань між точками долається зі швидкістю speed\n", "def get_time(lon1, lat1, lon2, lat2, speed):\n", " return (60 * distance.distance((lat1, lon1), (lat2, lon2)).km) / speed\n", "\n", "Peremohy_times = {'from_center_before': np.zeros(24), 'to_center_before': np.zeros(24),\n", " 'from_center_after': np.zeros(24), 'to_center_after': np.zeros(24)}\n", "Peremohy_longs, Peremohy_lats = Peremohy_longitudes_latitudes()\n", "Peremohy_data = data[(data['osm_start_node_id'].isin(Peremohy_longs.keys())) &\n", " (data['osm_end_node_id'].isin(Peremohy_longs.keys()))]\n", "\n", "#функція що обробляє один рядок, заповнюючи словник temp\n", "def from_row_to_temp(speeddata, longs, lats, temp):\n", " if longs[speeddata['osm_end_node_id']]\\\n", " > longs[speeddata['osm_start_node_id']]:\n", " temp['to'][(speeddata['osm_start_node_id'], speeddata['osm_end_node_id'])].\\\n", " append(get_time(longs[speeddata['osm_end_node_id']],\n", " lats[speeddata['osm_end_node_id']], \n", " longs[speeddata['osm_start_node_id']],\n", " lats[speeddata['osm_start_node_id']],\n", " speeddata['speed_kph_mean']))\n", " else:\n", " temp['from'][(speeddata['osm_start_node_id'], speeddata['osm_end_node_id'])].\\\n", " append(get_time(longs[speeddata['osm_end_node_id']],\n", " lats[speeddata['osm_end_node_id']], \n", " longs[speeddata['osm_start_node_id']],\n", " lats[speeddata['osm_start_node_id']],\n", " speeddata['speed_kph_mean']))\n", " return\n", "\n", "for hour in range(24):\n", " temp_before = {'to': defaultdict(list), 'from': defaultdict(list)}\n", " temp_after = {'to': defaultdict(list), 'from': defaultdict(list)}\n", " \n", " for _, speeddata in Peremohy_data[(Peremohy_data['date'].isin(workdays_before))\\\n", " & (Peremohy_data['hour'] == hour)].iterrows():\n", " from_row_to_temp(speeddata, Peremohy_longs, Peremohy_lats, temp_before)\n", " for _, speeddata in Peremohy_data[(Peremohy_data['date'].isin(workdays_after))\\\n", " & (Peremohy_data['hour'] == hour)].iterrows():\n", " from_row_to_temp(speeddata, Peremohy_longs, Peremohy_lats, temp_after)\n", "\n", " Peremohy_times['to_center_before'][hour] = sum([np.mean(v) for v in temp_before['to'].values()])\n", " Peremohy_times['from_center_before'][hour] = sum([np.mean(v) for v in temp_before['from'].values()])\n", " Peremohy_times['to_center_after'][hour] = sum([np.mean(v) for v in temp_after['to'].values()])\n", " Peremohy_times['from_center_after'][hour] = sum([np.mean(v) for v in temp_after['from'].values()])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "width = 0.35\n", "x = np.arange(24)\n", "\n", "def plot_before_and_after(before, after, title):\n", " plt.bar(x - width / 2, before, width, label = 'До', color = colors[0])\n", " plt.bar(x + width / 2, after, width, label = 'Після', color = colors[len(workdays_before)])\n", " \n", " plt.xticks(x)\n", " plt.ylabel('Час проїзду, хв.')\n", " plt.xlabel('Час доби, год.')\n", " plt.legend()\n", " plt.title(title, y = 1.05)\n", " plt.show()\n", "\n", "plot_before_and_after(Peremohy_times['to_center_before'], Peremohy_times['to_center_after'], \n", " 'Час проїзду проспекту Перемоги в бік центру в робочі дні до та після перекриття Шулявки')\n", "\n", "plot_before_and_after(Peremohy_times['from_center_before'], Peremohy_times['from_center_after'], \n", " 'Час проїзду проспекту Перемоги в бік від центру в робочі дні до та після перекриття Шулявки')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Можна було б очікувати, що в найзавантаженіші $8$ ранку регульоване перехрестя дасть найгіршу затримку в порівнянні з розв'язкою, але сталось навпаки. Ймовірно, частина людей змінили свої маршрути, спосіб пересування або час виїзду. Взагалі, світлофор збільшив час проїзду проспекту Перемоги, але найсуперечливі результати виходять саме в \"основний\" пік (вечірній у випадку \"від центру\" і враннішній \"до центру). Складається враження, що найкраще розв'язка в різних рівнях працює саме коли трафік не є дуже щільним. Відчутнішим став вечірній пік по напрямку в бік центру і враннішній в бік від центру." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Вплив на трафік на сусідніх вулицях" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Звичайно, зміна організації руху на Шулявці вплинула на інші вулиці, насамперед – на вулиці Гетьмана, Довженка та інші частини \"Малої Кільцевої\". Подивимось, як саме:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import folium\n", "from shapely.geometry import Point, LineString\n", "from geopandas import GeoDataFrame\n", "import branca\n", "\n", "def to_lon_lat(node_id):\n", " for street in streets:\n", " if street['type'] == 'node' and street['id'] == int(node_id):\n", " return street['lon'], street['lat']\n", " return 0\n", "\n", "tags_to_weights = {'trunk': 5, 'primary': 5, 'trunk_link': 5, 'primary_link': 4,\n", " 'secondary': 3, 'tertiary': 2, 'secondary_link': 2}\n", "\n", "def weight_from_highway_tag(tag):\n", " if tag in tags_to_weights.keys():\n", " return tags_to_weights[tag]\n", " return 1\n", "\n", "def get_speeds_geom(hour):\n", " speeds_before, speeds_after = defaultdict(list), defaultdict(list)\n", " for _, speeddata in data.loc[(data['hour'] == hour) & (data['date'].isin(workdays_before))].iterrows():\n", " speeds_before[(speeddata['osm_start_node_id'], speeddata['osm_end_node_id'])].\\\n", " append(speeddata['speed_kph_mean'])\n", " for _, speeddata in data.loc[(data['hour'] == hour) & (data['date'].isin(workdays_after))].iterrows():\n", " speeds_after[(speeddata['osm_start_node_id'], speeddata['osm_end_node_id'])].\\\n", " append(speeddata['speed_kph_mean'])\n", " \n", " highway_tags, geometries, street_names = defaultdict(int), defaultdict(list), defaultdict(str) \n", " speeds_before_keys = speeds_before.keys()\n", " for street in streets:\n", " if street['type'] == 'way':\n", " nodes = street['nodes']\n", " for i in range(len(nodes)):\n", " for j in range(i + 1, len(nodes)):\n", " key = (nodes[i], nodes[j])\n", " if key in speeds_before_keys or key in speeds_before_keys:\n", " if highway_tags[key] == 0 or\\\n", " weight_from_highway_tag(street['tags']['highway'])\\\n", " > weight_from_highway_tag(highway_tags[key]):\n", " highway_tags[key] = street['tags']['highway']\n", " geometries[key] = nodes[i: j + 1]\n", " if 'name' in street['tags'].keys():\n", " street_names[key] = street['tags']['name']\n", " \n", " return speeds_before, speeds_after, highway_tags, geometries, street_names\n", "\n", "maxpercent, minpercent = 0.5, -0.5\n", "colormap = branca.colormap.LinearColormap(colors = ['red', 'yellow', 'green'], \n", " vmin = minpercent * 100, vmax = maxpercent * 100)\n", "colormap.caption = '%'\n", "\n", "def style(x):\n", " return {'color': colormap(x['properties']['percent'] * 100), 'weight': x['properties']['w']}\n", "\n", "def get_map(hour):\n", " speeds_before, speeds_after, highway_tags, geometries, street_names = get_speeds_geom(hour)\n", " percent, lines, weights, captions, spd_before, spd_after = [], [], [], [], [], []\n", " for key in speeds_before.keys():\n", " if len(speeds_before[key]) > 0 and len(speeds_after[key]) > 0:\n", " if len(geometries[key]) > 0:\n", " lines.append(LineString([to_lon_lat(node_id) for node_id in geometries[key]]))\n", " else:\n", " lines.append(LineString([to_lon_lat(key[0]), to_lon_lat(key[1])]))\n", " spd_before.append(np.mean(speeds_before[key]))\n", " spd_after.append(np.mean(speeds_after[key]))\n", " percent.append((spd_after[-1] - spd_before[-1]) / spd_before[-1])\n", " weights.append(weight_from_highway_tag(highway_tags[key]))\n", " captions.append(street_names[key])\n", "\n", " geodf = pd.concat([GeoDataFrame(None, geometry = lines), \n", " pd.DataFrame(list(zip(percent, weights, spd_after, \n", " spd_before, captions)), \n", " columns = ['percent', 'w', \"Швидкість після перекриття, км/год:\",\n", " \"Швидкість до перекриття, км/год:\", \"Вулиця:\"])], axis = 1)\n", " geodf.crs = 'epsg:4326'\n", "\n", " map_speed = folium.Map([50.45457, 30.44592], zoom_start = 13, tiles = 'Cartodb Positron')\n", " folium.GeoJson(geodf, style_function = lambda x: style(x),\n", " popup = folium.GeoJsonPopup(fields = [\"Вулиця:\", \"Швидкість до перекриття, км/год:\", \n", " \"Швидкість після перекриття, км/год:\"])).add_to(map_speed)\n", " colormap.add_to(map_speed)\n", " \n", " return map_speed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Наступні мапи показують, наскільки збільшилась або зменшилась швидкість на дорогах в будні після перекриття Шулявки. На всіх мапах можна клікати на відрізки доріг щоб подивитись детальну інформацію про швидкості. Перша мапа - ранковий пік ($8$ ранку):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_map(8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Окрім очікуваної затримки на Перемоги, бачимо \"пляшкові горла\" в напрямку до центру на вулицях Дегтярівській, Стеценка/Щусєва, Сікорського та Повітрофлотському проспекті. В той же час, сильно розвантажилась \"Мала Кільцева\" (звісно, окрім відрізку на Шулявці) і відповідно в'їзди на неї. Дещо виросла швидкість в центрі міста, ймовірно, саме завдяки цьому швидше стали їхати деякі вулиці, що туди ведуть: Велика Васильківська, Набережно-Хрещатицька та (можливо, дещо несподівано) Борщагівська." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Далі - міжпік (друга година в робочі дні):" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_map(14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В цілому схожа на минулу мапа, хоча проблем на в'їздах в центрах вже не видно." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Вечірній пік ($6$ година): " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_map(18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Тепер вже набагато повільніше їдуть виїзди з центру на Повітрофлотському (біля Севастопольської площі), Борщагівській (біля Індустріального мосту), Дегтярівській, Стеценка, Новокостянтинівській, Грушевського, Набережному шосе та Набережно-Луговій. Дуже помітно пришвидшився рух центром, знову швидше їде \"Мала Кільцева\". На більшості довжини пришвидшилась Кільцева." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Висновки" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1) Звісно, якщо зменшити пропускну здатність одного вузла, ми не побачимо більші затримки по всьому місту. Це так просто не працює. Люди змінюватимуть маршрут та спосіб пересування, потоки перерозподілятимуться. Ефект кожного великого транспортного проекту має аналізуватися перед його реалізацією." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2) Оскільки нова Шулявська розв'язка ідентична старій, наше порівняння можна вважати порівнянням нової Шулявської розв'язки та світлофорного перехрестя. І результати є суперечливими (особливо якщо при порівнянні врахувати вартість, зручність для інших користувачів міста та екологічні наслідки). Але, на жаль, за відсутності даних про кількість людей, що пересувались тими чи іншими відрзіками дорожньої мережі, остаточного висновку зробити поки не вдасться. Також не варто забувати, що цей аналіз концентрувався на конкретному моменті часу і не міг врахувати перспективний стан справ в місті." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Дякую за увагу!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }