{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# IV. Методы классификации\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "С классификацией данных мы встречаемся чаще, чем задумываемся об этом. Каждый раз, когда нам нужно разделить данные на несколько групп, например, чтобы отобразить интенсивность какого-либо показателя на карте, мы используем классификацию для создания интервалов.\n", "\n", "В этом разделе мы познакомимся с методами классификации данных и на примере карты плотности населения по округам Санкт-Петербурга убедимся, насколько сильно этот этап создания карт может влиять на итоговый результат\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Подготовка данных\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Импортируем библиотеки\n" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import mapclassify as mc\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Подготовим данные для работы: прочитаем набор данных с округами Санкт-Петербурга и посчитаем плотность населения по округам\n" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NAMEPopulgeometryareapop_density
0округ Пискарёвка61706.0MULTIPOLYGON (((352703.954 6653672.464, 353647...9.292112e+066640.686076
1Смолячково742.0MULTIPOLYGON (((302068.083 6677873.169, 303389...7.933135e+0693.531751
2Молодёжное1685.0MULTIPOLYGON (((303389.678 6679568.341, 303601...1.238612e+07136.039328
3Серово272.0MULTIPOLYGON (((305157.564 6681218.991, 305563...9.662041e+0628.151402
4Кронштадт44374.0MULTIPOLYGON (((312486.108 6659698.584, 312488...2.002856e+072215.536304
\n", "
" ], "text/plain": [ " NAME Popul \\\n", "0 округ Пискарёвка 61706.0 \n", "1 Смолячково 742.0 \n", "2 Молодёжное 1685.0 \n", "3 Серово 272.0 \n", "4 Кронштадт 44374.0 \n", "\n", " geometry area \\\n", "0 MULTIPOLYGON (((352703.954 6653672.464, 353647... 9.292112e+06 \n", "1 MULTIPOLYGON (((302068.083 6677873.169, 303389... 7.933135e+06 \n", "2 MULTIPOLYGON (((303389.678 6679568.341, 303601... 1.238612e+07 \n", "3 MULTIPOLYGON (((305157.564 6681218.991, 305563... 9.662041e+06 \n", "4 MULTIPOLYGON (((312486.108 6659698.584, 312488... 2.002856e+07 \n", "\n", " pop_density \n", "0 6640.686076 \n", "1 93.531751 \n", "2 136.039328 \n", "3 28.151402 \n", "4 2215.536304 " ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spb_okrug = gpd.read_file(\"../chapters/data/spb_admin.gpkg\", layer=\"okrug\")\n", "spb_okrug_UTM = spb_okrug.to_crs(spb_okrug.estimate_utm_crs())\n", "spb_okrug_UTM['area'] = spb_okrug_UTM.geometry.area\n", "spb_okrug_UTM.eval('pop_density = Popul / (area / 1000000)', inplace=True)\n", "\n", "# Посмотрим на данные\n", "spb_okrug_UTM.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Отобразим плотность населения с помощью картограммы на карте\n" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = spb_okrug_UTM.plot(column='pop_density', cmap='BuPu', linewidth=0.8, edgecolor='0.75', legend=True)\n", "\n", "# добавляем название\n", "ax.set_title('Population Density, ppl/sq.km')\n", "\n", "# скрываем координатные оси\n", "ax.axis('off')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В данном случай по дефолту метод plot использует непрерывную шкалу для отображения нашего показателя. Но чаще всего в работе нам нужно определять интервалы, на которые мы хотим разбить наши данные для визуализации.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Давайте посмотрим на распределение показателя pop_density\n" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spb_okrug_UTM[\"pop_density\"].hist(bins=20, color='#8856a7')\n", "plt.xlabel(\"Population Density\\nppl/sq.km\")\n", "plt.ylabel(\"Number of admin units\")\n", "plt.title(\"Distribution of admin units by population density\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посмотреть на гистограмму распределения показателя перед выбором метода классификации очень важно, так как это лучше поможет понять, как распределены данные, обнаружить выбросы, определить оптимальное количество классов\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Методы классификации\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Равные интервалы\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Этот метод делит данные на равные интервалы и подходит для данных с более-менее равномерным распределением\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разбиваем значения на 5 равных интервалов, для этого используем библиотеку mapclassify\n" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EqualInterval\n", "\n", " Interval Count\n", "----------------------------\n", "[ 28.15, 6322.18] | 51\n", "( 6322.18, 12616.21] | 31\n", "(12616.21, 18910.24] | 18\n", "(18910.24, 25204.27] | 8\n", "(25204.27, 31498.29] | 3" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Определяем количество интервалов и схему классификации\n", "k = 5\n", "equalInterval = mc.EqualInterval(spb_okrug_UTM['pop_density'], k=k)\n", "\n", "# записываем разделение на классы в атрибутивную таблицу\n", "spb_okrug_UTM['equalInterval'] = equalInterval.yb\n", "\n", "equalInterval" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Строим гистрограмму распределения значений и цветом выделяем интервалы\n" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Строим гистограмму\n", "sns.histplot(data=spb_okrug_UTM, x='pop_density', hue='equalInterval', bins=20, alpha=0.8, palette='BuPu', edgecolor='lightgray')\n", "\n", "# Убираем некрасивую границу графика\n", "sns.despine()\n", "\n", "# Добавляем подписи и заголовок\n", "plt.xlabel('Value')\n", "plt.ylabel('Frequency')\n", "plt.title('Histogram, bins colored by class')\n", "\n", "# Показываем график\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Создаем карту и спользуем метод \"равных интервалов\"\n" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = spb_okrug_UTM.plot(column='pop_density', cmap='BuPu', linewidth=0.8, edgecolor='0.75', legend=True, scheme=\"equalInterval\", k = k )\n", "\n", "# добавляем название\n", "ax.set_title('Population Density, ppl/sq.km')\n", "\n", "# скрываем координатные оси\n", "ax.axis('off')\n", "\n", "# Получаем объект легенды\n", "leg = ax.get_legend()\n", "\n", "# Перемещаем легенду за пределы графика справа\n", "leg.set_bbox_to_anchor((1.5, 1))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### \\*Дополнение\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Функция построения гистрограммы и создания карты\n" ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [], "source": [ "def plot_hist_with_intervals(data, column, scheme, k=None):\n", " classification_schemes = {\n", " \"equalInterval\": mc.EqualInterval,\n", " \"naturalBreaks\": mc.NaturalBreaks,\n", " \"quantiles\": mc.Quantiles,\n", " \"stdMean\": mc.StdMean,\n", " }\n", " \n", " classification_class = classification_schemes.get(scheme)\n", "\n", " if classification_class:\n", "\n", " #Создаем отображение карты и графика\n", " fig, (ax, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n", "\n", " # Проверяем, нужно ли учитывать параметр k для данной схемы\n", " if scheme in [\"stdMean\"]:\n", " classifier = classification_class(data[column])\n", " data[scheme] = classifier.yb\n", " \n", " else:\n", " classifier = classification_class(data[column], k=k)\n", " data[scheme] = classifier.yb\n", " \n", " # Строим гистограмму\n", " sns.histplot(data, x='pop_density', hue=scheme, bins=20, alpha=0.8, palette='BuPu', edgecolor='lightgray', ax=ax)\n", "\n", " # Убираем некрасивую границу графика\n", " sns.despine()\n", "\n", " #Создание карты \n", " data.plot(column=column, cmap=\"BuPu\", linewidth=0.8, edgecolor='0.75', legend=True, scheme=scheme, k=k, ax=ax2)\n", " \n", " # Добавляем название\n", " ax2.set_title(\"Population Density, ppl/sq.km\")\n", " # Скрываем координатные оси\n", " ax2.axis('off')\n", "\n", " # Получаем объект легенды\n", " leg = ax2.get_legend()\n", " # Перемещаем легенду за пределы графика справа\n", " leg.set_bbox_to_anchor((1.5, 1))\n", "\n", " # Настройка пространства между графиками\n", " plt.tight_layout()\n", " # Отображение графиков\n", " plt.show()\n", "\n", "\n", " else:\n", " print(f\"Схема классификации '{scheme}' не найдена.\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Отображаем гистограмму распределения показателя и карту рядом\n" ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_hist_with_intervals(spb_okrug_UTM, 'pop_density', 'equalInterval', k=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Естественные границы (по Дженксу)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Оптимизирует границы интервалов для минимизации различий внутри интервалов и максимизации различий между ними\n" ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_hist_with_intervals(spb_okrug_UTM, 'pop_density', 'naturalBreaks', k=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Квантиль\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Этот метод делит данные так, чтобы в каждом интервале было одинаковое количество значений. Хорошо подходит для линейно распределенных данных.\n" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_hist_with_intervals(spb_okrug_UTM, 'pop_density', 'quantiles', k=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Среднеквадратичное отклонение\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Этот метод показывает, насколько значение атрибута объекта отличается от среднего значения.\n" ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_hist_with_intervals(spb_okrug_UTM, 'pop_density', 'stdMean')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посмотрим на интервалы\n" ] }, { "cell_type": "code", "execution_count": 211, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "StdMean\n", "\n", " Interval Count\n", "----------------------------\n", "( -inf, -6402.38] | 0\n", "(-6402.38, 995.49] | 23\n", "( 995.49, 15791.21] | 66\n", "(15791.21, 23189.08] | 18\n", "(23189.08, 31498.29] | 4" ] }, "execution_count": 211, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mc.StdMean(spb_okrug_UTM['pop_density'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посчитаем среднеквадратичное отклонение и среднее значение для 'pop_density'\n" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Среднеквадратическое отклонение: 7397\n", "Среднее: 8393\n" ] } ], "source": [ "print(\"Среднеквадратическое отклонение: %i\" % spb_okrug_UTM['pop_density'].std())\n", "print(\"Среднее: %i\" % spb_okrug_UTM['pop_density'].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Пользовательские интервалы\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Можно самостоятельно создать интервалы, которые лучше всего подходят для ваших данных. Чаще всего пользовательские интервалы основаны на одном из статистических методов классификации\n", "\n", "Давайте создадим собственные интервалы на основе \"Естественных границ (по Дженксу)\"\n" ] }, { "cell_type": "code", "execution_count": 212, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NaturalBreaks\n", "\n", " Interval Count\n", "----------------------------\n", "[ 28.15, 4203.65] | 45\n", "( 4203.65, 9866.93] | 23\n", "( 9866.93, 15214.47] | 21\n", "(15214.47, 21558.13] | 18\n", "(21558.13, 31498.29] | 4" ] }, "execution_count": 212, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Смотрим на интервалы \n", "naturalBreaks = mc.NaturalBreaks(spb_okrug_UTM['pop_density'], k=5)\n", "\n", "naturalBreaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Определяем интервалы, близкие к значениям, получившимся при использовании метода \"Естественные границы по Дженску\"\n" ] }, { "cell_type": "code", "execution_count": 213, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "UserDefined\n", "\n", " Interval Count\n", "----------------------------\n", "[ 28.15, 4000.00] | 43\n", "( 4000.00, 10000.00] | 25\n", "(10000.00, 15000.00] | 20\n", "(15000.00, 22000.00] | 19\n", "(22000.00, 32000.00] | 4" ] }, "execution_count": 213, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bins = [4000, 10000, 15000, 22000, 32000]\n", "\n", "# Классификация данных с использованием пользовательских классов\n", "userDefined = mc.UserDefined(spb_okrug_UTM['pop_density'], bins)\n", "\n", "# записываем разделение на классы в атрибутивную таблицу\n", "spb_okrug_UTM['userDefined'] = userDefined.yb\n", "\n", "userDefined" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Создаем карту с использованием выделенных интервалов\n" ] }, { "cell_type": "code", "execution_count": 214, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = spb_okrug_UTM.plot(column='pop_density', cmap='BuPu', linewidth=0.8, edgecolor='0.75', legend=True, scheme='userDefined', classification_kwds={'bins':bins}, k = 5)\n", "\n", "# добавляем название\n", "ax.set_title('Population Density, ppl/sq.km')\n", "\n", "# скрываем координатные оси\n", "ax.axis('off')\n", "\n", "# Получаем объект легенды\n", "leg = ax.get_legend()\n", "\n", "# Перемещаем легенду за пределы графика справа\n", "leg.set_bbox_to_anchor((1.5, 1))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Сравнение методов классификации\n" ] }, { "cell_type": "code", "execution_count": 215, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NAMEPopulgeometryareapop_densityequalIntervalnaturalBreaksquantilesstdMeanuserDefined
0округ Пискарёвка61706.0MULTIPOLYGON (((352703.954 6653672.464, 353647...9.292112e+066640.68607611221
1Смолячково742.0MULTIPOLYGON (((302068.083 6677873.169, 303389...7.933135e+0693.53175100010
2Молодёжное1685.0MULTIPOLYGON (((303389.678 6679568.341, 303601...1.238612e+07136.03932800010
3Серово272.0MULTIPOLYGON (((305157.564 6681218.991, 305563...9.662041e+0628.15140200010
4Кронштадт44374.0MULTIPOLYGON (((312486.108 6659698.584, 312488...2.002856e+072215.53630400120
\n", "
" ], "text/plain": [ " NAME Popul \\\n", "0 округ Пискарёвка 61706.0 \n", "1 Смолячково 742.0 \n", "2 Молодёжное 1685.0 \n", "3 Серово 272.0 \n", "4 Кронштадт 44374.0 \n", "\n", " geometry area \\\n", "0 MULTIPOLYGON (((352703.954 6653672.464, 353647... 9.292112e+06 \n", "1 MULTIPOLYGON (((302068.083 6677873.169, 303389... 7.933135e+06 \n", "2 MULTIPOLYGON (((303389.678 6679568.341, 303601... 1.238612e+07 \n", "3 MULTIPOLYGON (((305157.564 6681218.991, 305563... 9.662041e+06 \n", "4 MULTIPOLYGON (((312486.108 6659698.584, 312488... 2.002856e+07 \n", "\n", " pop_density equalInterval naturalBreaks quantiles stdMean userDefined \n", "0 6640.686076 1 1 2 2 1 \n", "1 93.531751 0 0 0 1 0 \n", "2 136.039328 0 0 0 1 0 \n", "3 28.151402 0 0 0 1 0 \n", "4 2215.536304 0 0 1 2 0 " ] }, "execution_count": 215, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spb_okrug_UTM.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сделаем сводный график - посмотрим, в какие интервалы попали районы при использовании разных методов классификации\n" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Список схем классификации и соответствующих названий столбцов\n", "schemes = [\"equalInterval\", \"naturalBreaks\", \"userDefined\", \"quantiles\", \"stdMean\", ]\n", "\n", "#Построение графика\n", "f, ax = plt.subplots(1, figsize=(9, 3))\n", "sns.heatmap(\n", " spb_okrug_UTM.set_index(\"NAME\")\n", " .sort_values(\"pop_density\")[\n", " schemes\n", " ]\n", " .T,\n", " cmap=\"BuPu\",\n", " cbar=False,\n", " ax=ax,\n", ")\n", "ax.set_xlabel(\"NAME\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Итоги\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В этом разделе мы познакомились с основными методами классификации значений для определения интервалов и убедились, что одни и те же данные можно визуализировать разными способами и от этого очень сильно будет зависеть итоговый результат\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Видео раздела\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "code", "execution_count": 218, "metadata": {}, "outputs": [], "source": [ "def plot_classified_map(ax, data, column, scheme, k=None, cmap='BuPu', title='Population Density, ppl/sq.km'):\n", " # Строим график\n", " data.plot(column=column, cmap=cmap, linewidth=0.8, edgecolor='0.8', legend=True, scheme=scheme, k=k, ax=ax)\n", "\n", " # Добавляем название\n", " ax.set_title(title)\n", "\n", " # Скрываем координатные оси\n", " ax.axis('off')\n", "\n", " # Получаем объект легенды\n", " leg = ax.get_legend()\n", "\n", " # Перемещаем легенду за пределы графика справа\n", " leg.set_bbox_to_anchor((1.5, 1))\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 2 }