{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "iSMSE42i6fNt" }, "source": [ "## Визуализация с `matplotlib`: часть 2\n", "\n", "*Алла Тамбовцева, НИУ ВШЭ*" ] }, { "cell_type": "markdown", "metadata": { "id": "l6Sb850T6jpq" }, "source": [ "На этом занятии мы продолжим работать с данными по температуре воздуха в Рио-де-Жанейро, но рассмотрим другой тип графиков – гистограмму, а также обсудим построение графиков по группам. \n", "\n", "Для начала импортируем необходимые библиотеки и модули:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "Wc6p6TQveBdq" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "id": "E34Y9Adu6piw" }, "source": [ "Загрузим данные и заполним пропущенные значения (как на прошлом занятии):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "O2j1-9R-eK0P" }, "outputs": [], "source": [ "df = pd.read_csv(\"station_rio.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "shcEdFwsecrL" }, "outputs": [], "source": [ "df = df.replace(to_replace = 999.9, value = None) \n", "df = df.fillna(method = \"ffill\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Построение гистограммы и добавление вертикальных линий на график" ] }, { "cell_type": "markdown", "metadata": { "id": "jxXdfqZ1609s" }, "source": [ "Построим базовую гистограмму для температуры воздуха в ноябре, воспользовавшись методом `.hist()`:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 596 }, "id": "hkyg9fe7fDct", "outputId": "68a56a2f-efb4-44e8-e5d4-5150922703c5" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "\n", "# можно было бы и plt.hist(), пока неважно\n", "ax.hist(df[\"NOV\"]); " ] }, { "cell_type": "markdown", "metadata": { "id": "AkzObeOQ67_y" }, "source": [ "По графику видно, что у распределения есть два пика, вокруг которых сосредоточены наблюдения, плюс, есть не совсем типичное значение температуры воздуха около 28 градусов. Давайте изменим цвет заливки графика, цвет границ столбцов, а также зафиксируем границы допустимых значений по оси X, чтобы убрать из рассмотрения нетипичное значение:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 603 }, "id": "5i6mo-dAfhvm", "outputId": "de62d4d0-4588-45d2-9619-3029317c5ff6" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "\n", "# range - границы значений при построении гистограммы\n", "plt.hist(df[\"NOV\"], color = \"darkslategrey\", edgecolor = \"white\", range = (23, 27));\n", "\n", "# подписи по осям (обсуждали ранее)\n", "ax.set_xlabel(\"Temperature\")\n", "ax.set_ylabel(\"Frequency\")\n", "\n", "# сетка (обсуждали ранее)\n", "ax.set_axisbelow(True)\n", "ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)" ] }, { "cell_type": "markdown", "metadata": { "id": "LxAevva67piy" }, "source": [ "Если мы хотим получить не 10 столбцов (было автоматически подобрано по алгоритму [Стёрджесса]()), а какое-то свое число столбцов у гистограммы, можем указать его в аргументе `bins`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 603 }, "id": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "\n", "# 8 столбцов\n", "plt.hist(df[\"NOV\"], color = \"darkslategrey\", edgecolor = \"white\", \n", " range = (23, 27), bins = 8);\n", "\n", "ax.set_xlabel(\"Temperature\")\n", "ax.set_ylabel(\"Frequency\")\n", "\n", "ax.set_axisbelow(True)\n", "ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)" ] }, { "cell_type": "markdown", "metadata": { "id": "m6oODGzT79dF" }, "source": [ "А если мы хотим зафиксировать не число столбцов, а ширину каждого столбца? Тогда в `bins` надо записать массив или список с границами для деления данных на группы («засечки» для отметки столбцов). Выберем ширину столбца равную стандартному отклонению температуры воздуха в ноябре, округленную до второго знака после запятой:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0y2khk_Ghu81", "outputId": "f6431917-21b1-4a13-dcdd-e5095cc5a5c1" }, "outputs": [ { "data": { "text/plain": [ "0.95" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = np.round(np.std(df[\"NOV\"]), 2) \n", "s" ] }, { "cell_type": "markdown", "metadata": { "id": "yegw9RPo8eNz" }, "source": [ "Сформируем массив от минимального значения температуры до максимального с шагом 0.95:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "v6G7AO2FiODM", "outputId": "2b538e13-b50f-411f-b766-aa369c94091e" }, "outputs": [ { "data": { "text/plain": [ "array([23. , 23.95, 24.9 , 25.85, 26.8 ])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# будут столбцы с границами [23, 23.95), [23.95, 24.9), [24.9, 25.85), [25.85, 26.8]\n", "\n", "w = np.arange(23, 27, s) \n", "w " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Это позволит получить столбцы с границами [23, 23.95), [23.95, 24.9), [24.9, 25.85), [25.85, 26.8]. Обратите внимание: в функции `hist()` по умолчанию правый конец отрезков, используемых для группировки, исключается (кроме последнего, чтобы не потерять данные)." ] }, { "cell_type": "markdown", "metadata": { "id": "jVluOrbq8nuX" }, "source": [ "Поместим полученный массив в `bins`, чтобы дать указание `hist()` построить столбцы, которые мы хотим:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 597 }, "id": "gZU4F9V5iiCT", "outputId": "2f66f115-4528-46aa-8ff4-e2b571edf90a" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "plt.hist(df[\"NOV\"], color = \"darkslategrey\", edgecolor = \"white\", \n", " range = (23, 27), bins = w);\n", "\n", "ax.set_xlabel(\"Temperature\")\n", "ax.set_ylabel(\"Frequency\")\n", "\n", "ax.set_axisbelow(True)\n", "ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)" ] }, { "cell_type": "markdown", "metadata": { "id": "AQcN3qJH9YQ3" }, "source": [ "Теперь добавим на график вертикальные линии, отчерчивающие среднее и медиану. Сначала вычислим среднее и медиану:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fP34FtJKkqB1", "outputId": "b85368da-1591-4117-f5db-3a11494b389c" }, "outputs": [ { "data": { "text/plain": [ "24.857021276595745" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(df[\"NOV\"])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "N4aLdz-dl7k0", "outputId": "22690969-3f9c-479a-ed23-02bd4c0316fb" }, "outputs": [ { "data": { "text/plain": [ "24.78" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median(df[\"NOV\"])" ] }, { "cell_type": "markdown", "metadata": { "id": "mtj7A_9D9hvR" }, "source": [ "Для добавления вертикальной линии для среднего воспользуемся методом `.vlines()`. На вход этому методу необходимо подать значение по оси `x`, через которое будет проходить линия, а также границы для этой линии по оси `y`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 603 }, "id": "e8tU4hxM9pfG", "outputId": "45fc9e0c-eb12-4122-a56c-bf02f1284e4c" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "ax.hist(df[\"NOV\"], color = \"darkslategrey\", edgecolor = \"whitesmoke\", \n", " range = (23, 27), bins = 8);\n", "\n", "# накладываем на предыдущий график в ax\n", "\n", "ax.vlines(x = 24.86, ymin = 0, ymax = 11, color = \"coral\", linestyle = \"dashed\")\n", "\n", "ax.set_xlabel(\"Temperature\")\n", "ax.set_ylabel(\"Frequency\")\n", "\n", "ax.set_axisbelow(True)\n", "ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)" ] }, { "cell_type": "markdown", "metadata": { "id": "pxvkGB5r98pK" }, "source": [ "Линия добавилась, но осталась небольшая проблема – зазор между линией и рамкой графика сверху. Изменение аргумента `ymax` в данном случает не поможет, поэтому просто зафиксируем границы по оси Y для самого графика через `.set_ylim()`:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 603 }, "id": "gXzY6e7l90r_", "outputId": "ab711187-a049-4407-86d7-0e50b1251e21" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "ax.hist(df[\"NOV\"], color = \"darkslategrey\", edgecolor = \"whitesmoke\", \n", " range = (23, 27), bins = 8);\n", "\n", "ax.vlines(x = 24.86, ymin = 0, ymax = 11, color = \"coral\", linestyle = \"dashed\")\n", "\n", "ax.set_xlabel(\"Temperature\")\n", "ax.set_ylabel(\"Frequency\")\n", "\n", "# тоже от 0 до 11, как в ymin и ymax в vlines()\n", "ax.set_ylim(bottom = 0, top = 11)\n", "\n", "ax.set_axisbelow(True)\n", "ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)" ] }, { "cell_type": "markdown", "metadata": { "id": "7VyP4Wfd-b9l" }, "source": [ "Осталось аналогичным образом добавить линию для медианы. Только давайте выполним еще одно действие – добавим метки для каждой вертикальной линии (аргумент `label`) и отразим подписи в легенде графика:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 603 }, "id": "2VzIB68rkGp-", "outputId": "cd1be65e-d5f5-4f19-f102-0f2397ce271a" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "ax.hist(df[\"NOV\"], color = \"darkslategrey\", edgecolor = \"whitesmoke\", \n", " range = (23, 27), bins = 8);\n", "\n", "# накладываем на предыдущий график в ax уже две линии друг за другом\n", "# не забываем про label с содержательным названием\n", "\n", "ax.vlines(x = 24.86, ymin = 0, ymax = 11, color = \"coral\", linestyle = \"dashed\", label = \"Mean\")\n", "ax.vlines(x = 24.78, ymin = 0, ymax = 11, color = \"darkseagreen\", linestyle = \"dotted\", label = \"Median\")\n", "\n", "ax.set_xlabel(\"Temperature\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.set_ylim(bottom = 0, top = 11)\n", "\n", "# заодно добавим цвет для фона графика\n", "ax.set_facecolor(\"whitesmoke\")\n", "\n", "# добавляем легенду, в ней отразятся линии и подписи из vlines(), \n", "# так как добавили labels\n", "ax.legend(loc = \"upper right\", title = \"Notes:\")\n", "\n", "ax.set_axisbelow(True)\n", "ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)" ] }, { "cell_type": "markdown", "metadata": { "id": "m-qkh1Rr_Cvg" }, "source": [ "Если бы подписи были не нужны, можно было бы создать обе линии внутри одного `.vlines()`, этот метод умеет работать со списком значений и, следовательно, со списком цветов и типов линий, если каждое значение должно быть отмечено своим цветом и маркером:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 603 }, "id": "zZJXEq-pkfVo", "outputId": "c670d762-e26b-44e9-d085-b5f801d7b221" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (16, 9), dpi = 300) \n", "ax.hist(df[\"NOV\"], color = \"darkslategrey\", edgecolor = \"whitesmoke\", \n", " range = (23, 27), bins = 8);\n", "\n", "ax.vlines(x = [24.86, 24.78], ymin = 0, ymax = 11, color = [\"coral\", \"darkseagreen\"], \n", " linestyle = [\"dashed\", \"dotted\"])\n", "\n", "ax.set_xlabel(\"Temperature\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.set_ylim(bottom = 0, top = 11)\n", "ax.set_facecolor(\"whitesmoke\")\n", "\n", "ax.set_axisbelow(True)\n", "ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Построение графиков по группам" ] }, { "cell_type": "markdown", "metadata": { "id": "vD7hMj2K_d98" }, "source": [ "Теперь давайте рассмотрим более интересную задачу – построим гистограммы для температуры воздуха по каждому месяцу. Для начала отберем столбцы, соответствующие разным месяцам, и сохраним их в отдельный датафрейм `temp`:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "RnTKkFHQoA7V" }, "outputs": [], "source": [ "# loc – выбор по названиям строк/столбцов\n", "# все строки, столбцы с JAN по DEC включительно\n", "\n", "temp = df.loc[:, \"JAN\" : \"DEC\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "OsjqliGP_muO" }, "source": [ "Сразу переименуем столбцы, чтобы у нас были полные названия месяцев:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "Fyqdub9Godn8" }, "outputs": [], "source": [ "months = [\"January\", \"February\", \"March\", \"April\", \"May\", \"June\", \"July\", \n", " \"August\", \"September\", \"October\", \"November\", \"December\"] " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "MopJBHQWpOLW" }, "outputs": [], "source": [ "temp.columns = months" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Список `months` можно использовать для того, чтобы вызывать отдельные столбцы из `temp` в цикле, это может пригодиться для построения графиков для каждого столбца:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "5o4Iqmz3pUlk" }, "outputs": [], "source": [ "for m in months:\n", " print(temp[m]) " ] }, { "cell_type": "markdown", "metadata": { "id": "-1pUQctv_s7r" }, "source": [ "Далее нам понадобятся не только названия столбцов, но и их индексы, поэтому давайте впомним про функцию `enumerate()`:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vGNP4trwrKhV", "outputId": "10f73c46-d2b4-40c1-82e0-507582f56092" }, "outputs": [ { "data": { "text/plain": [ "[(0, 'January'),\n", " (1, 'February'),\n", " (2, 'March'),\n", " (3, 'April'),\n", " (4, 'May'),\n", " (5, 'June'),\n", " (6, 'July'),\n", " (7, 'August'),\n", " (8, 'September'),\n", " (9, 'October'),\n", " (10, 'November'),\n", " (11, 'December')]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(enumerate(months))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Эта функция возвращает индексы элементов и сами элементы списка в виде списка пар, представляющих собой кортежи (на самом деле, не совсем в виде списка, это специальный тип `enumerate`, но в коде выше мы явно превратили результат в список). \n", "\n", "Для построения графиков для каждого месяца за один раз нам нужно создать шаблон для серии графиков и определиться с тем, как эти графики будут расположены. Так как месяцев 12, удобно будет создать «сетку» из графиков размерности 4 на 3 или 3 на 4. Создадим ее с помощью знакомой функции `subplots()`, добавив аргументы `nrows` и `ncols` для числа строк и столбцов: " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(figsize = (16, 9), dpi = 300, nrows = 4, ncols = 3) " ] }, { "cell_type": "markdown", "metadata": { "id": "b34cbU3A_9PK" }, "source": [ "Чтобы эту «сетку» заполнить графиками, нам понадобится цикл `for`. В этом цикле мы будем выполнять две основные операции: создавать оси для каждого графика и добавлять в эти оси нужный вид графика со всеми дополнительными настройками. Тут не обойтись без функции `subplot()` (не путать с `subplots()` ранее). Эта функция создает оси для графика и принимает на вход три агрумента: \n", "\n", "* число строк в сетке с графиками;\n", "* число столбцов в сетке с графиками;\n", "* номер графика в сетке (нумерация начинается с 1, а не с 0, как обычно).\n", "\n", "С учетом этих особенностей наша задача сводится к следующему: пронумеровать все месяцы от 1 до 12 (графики с номерами 1-12 в сетке) и для каждого месяца построить гистограмму, выбрав столбец по названию из `temp`. Совместим для этого функцию `enumerate()` и цикл `for`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 606 }, "id": "hU9y_M0LAKLA", "outputId": "c0a72f7c-cc57-41e0-c6a2-add30f1fd2e5" }, "outputs": [ { "data": { "image/png": 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8BTgBuBK4x8KA6vmK/gzt9CMWcqQ5ycLg/gsJ9YozgJ8TBuJ9ibDietrC1sUKx2Y2PfruZkbvvwWIJxd4T5KHYyhvUKTa4vpHbW+S10iNC7MwocdrU7ueo3mS5VZatrXJ6NOgZ5HRMjtjX+EHnpzi2YDu7lM6InmUFfufB16e/P8hGmfjFqmjKsv9sePujwMnRbunmNn63V7Twix48SxTf3L3v3Z7zTHWTfx/MNrO22glUidVlP17R9sndZpVT6QC3cT+vdF2U2f8NuJj4wpeEZGq6flPulVl7MRp9SOd7aPtGQXO/SONeXylma3Qc45G16jFjuQXPxM+BZwxseHu1wM3RMe8z8wWTP4/yLaqrpnZJ4B/EgZwd5r0aD/gn2a2XbuDkvrFa1O75gPe1Es+y5R0yr6W0ClxW/L3HViTsIrQWcDUfuQtRe2ckseotRPG9zuXJCvKdZR0QE3XhywHbFZWxkbQqMWOVGfUntFV7ohIXRUtbzcH0qtj3pOsONiRu88BLo12Fx6014HK2/4ZtViR/hmG+7hnMva1qgPra7liYcGQ7wE3AR8HOg3iXIhQ93Wemf3RzFbLk5dOzGwHQr3dJ2lc7CK2fJLPf5nZbmWkXQYL9gP+Tfv8zz0F2ISwyufNZvb6kvKxMnBIjkMXA/YF/po1qYOZbQX8HTgcWKXNdVYgDKi+rKyBeoOIBTPbHvgbYXD/m8jf7+SvyffeMzNbzMzOIKzGWspA7g7UFtc/anuTvEZtXNibmDdhJMA17v5EnhPr3tYm/aVBzyKjZe1oezbwYJ/S2iPa7nnlS5Ee9Bz7ZvYy4ODUrv3dvV+/PyJlqbLcH1ffy9i3Tw/X253mCrdjerjeOCsU/8mA8y1Tu54hzOwoMmz6Wvab2TrA1tHuH5d1fZEedBP7f4y2N8mTkJktAqQnOXHgmjznioj0kZ7/pFtVxk6c1j2ZR/XmZdH2n/Ke6O5PEjqmpG3Yc45G16jFjuRgZmsDr4t2/yqj40G82vPSwDuS/w+yraorZvZFwqocixY4bVngN2b21g7HXRFt16LcMbNNCatZ13k1KrVzSl6j1k7Y9f1Oi+NrUe7U1KjFjlRn1J7RVe6ISF0VLW97Lc/6/fym8rZ/Ri1WpH+G4T4untgb4F0tju1buWJmqwOXAx8D5i94XQj9Tv5iZq/q4ty5zOxthJWli6zouAxwipn9by9pl8HMFgJOBb5D42QLea0OXGBmH+oxHysTvs8iqw+vClxoZi9OXefNwO+AIgPatwR+2+uKz4OIBTP7NHAusEEXpy8GfMfMftTLz25miwK/B/6n22t0QW1x/aO2N8lr1MaF6f5butLTzYOI1M6u0fbVycxypTGzScCXgdemdj8BHF9mOiIF9RT7ZjYZOIF5lTMXufvPysqcSB+VUe5vZGanEGZqXIEwE93DwP3AVYSOb79MKiPGjrv/w8xmAFNSu99vZge5+1NdXPIj0fZDwOldZm/cFY3/TWh8/rna3Z8HMLM1gfcBOxIqi5cGHiXMWPZH4Bx3/11ZGRfpUb/v+T8QbV/l7nFltMggdBP7PwDek9r+qJn9NMd5HwYWTG2f5+4P5MyniEi/9L3erwb+x8zeSWjwWo4w6cRDwF2ERqyLgAvyrlIgc1USO8lAyY2i3X8pOx0aJyYBuLXg+bcBr0xtbwBc3FOORteoxU6WD5vZIYS4WgZ4nlDu3EGYKO237h5PpDPqPkBYSSQtHuAMcDLwdRpnZd8bOI3BtVV1e61PElbojD3HvA586c4YtwAvIUwuPh/wc+BbbZK4LdrupoNcqZJVuU+ieXJGJ3Q0uYyQ78eBF4AXEX5HNiD8vm5Ec5ykzQL+mtqOf8fvI7sD74qEOuoJo9jOuW2yQs7GhBVnJhPq4+8lfPZ/INRFPl9RfkbFqLUTxuVEN/c77a4n84xa7GTRc1Z/jFobrcodEamrouVt3cuzuudvmI1arGTRfV05hqGt5QogHqD5RjPb192Pjvb3JZaTAc9/prGeZsJfCINnbwIeIaw6uRKwFWHV83Q7+wrAuWa2ibvfUTBvAGsCRzOvv5cTPp/zgP8m2y9O0n0NjfVVBhxrZg+5+5ktrn8v8+qwFiPU+aU9AiyV2n6KUDeY9p9WmTez+YELaV+HeRThM51NmGRxc2AHGlfznQ84zszudfdft7lWK/MBvwLWyHjvesLnuCahDjBeUHEF4FhgRzNbHzgDWDh572nCz3cp4bOcTPgMd6V5MNqWwP7AN7rIP/Q/FpqY2VeBz2a89TChzL2G8Pz2FLAnod9hlr0J/RA/nTftyPHAFm3e/z/C8+ROXV4/i9ri+kdtb+PZ9taNURsXNoz331IDGvQsMiLMbDHCjXHaWSVc1wgPc6sT/qB9mMaboDnAh9w9q3OCSN+VFPsHECoLIDyA9rKKq0glSiz3N05eaSsmr1ckaXzHzL4DfHVMO1t9j8ZBz0sCuxE6suSWrJ6yWbT7J+7+TE+5G0Ndxn/82f8rmUXxYOAQmmclXT55bQzsa2Z/Bj7q7td2l2uR3vXrnj91/cnA+6PdWuVZBq7b2Hf3y83saGDfZNfmwPfM7BPuPrtFWjsAX0ntepruG59ERErR73uAGslaKXMRQieFVxHqb24ys8Pc/bRKczakKo6d/aPtG939pjITMLOlaZ7Bv2WHohbi41/afY5G16jFwgoPhAAAIABJREFUThu7RdsLMq895HXAwWZ2NXDQOEyGljwT7hntvpsw8LeBu99nZhcQOuBNeEPS8W1QbVVxh7w8112H0KEjdgGwj7vPNLMbovf2J3Qo/hGwaZKvA9skU8dy553AetG+a4H3u/s/Op1sZisSOtFltqW4+9Wk6pzNLO5wfay7T4uuuRjNnUZHsZ0zXkkdYOXktQlh9aT/Jp0qf6DO6p2NaDthvIqH7nf6YERjJ4ues0o2om20KndEpHa6LG/rXp7VPX9DaURjJYvu63o0RG0t5xHaqBeO9h9lZm8Cvu7ulyX7So9lM1uAsIBHPOD5N8CB7v6vVhdL6oy+QVh4YsLSwOlm9mp3f6Fg/g4kDOYEuBGY6u5/zjjuy2a2BTCdxsGaBhxjZpe4e9PqmO5+LGFAL2Y2heaVLeN6mcPd/esF8v9Nmgc8P09jH7Wz3H1G+gAzWxjYDzgidawBPzWzjdy96Pe8K/MGo99BqCebED+TZNnBzA4D3g4snuw7FTjA3ZtWjjWzI4CDgC9Gb33ezL7n7k8XyXyir7EQM7OdaR7w/AjwOeCn6f6eSdlyVHTsLEKd5IRPmdml7n5Op7QjqzJvov+nCQOtt069f6O7T3zOhyQri/dEbXH9o7a38Wx768aIjgsbxvtvqYHCjb8iUltfITR+THiU0OGiEDPb2Mx84kX44/U48DfCKlnpP2wPADurkkQGrKfYN7OXAoendh3m7v8uKW8i/VRKuZ/T0oRKtD+a2ap9SqPOfkWYETAtXrE5j/gcB47rKkfSTfyvFG3fS1h96HCaBzxn2ZLwO7Bz3kyK9EG/y/4daPxdeYqwYpXIoPUS+58EjmReg+RHgOvN7BNmtqWZrW1mLzezd5vZmYTG2okGv1nAO9z9xt5/BBGRnlT5/Fd36wKnmtkJySqV0l4lsWNmWxIaRdOKdPzJK16R9KkuVj27P9peoof8jLJRi51ebAZcaGZfSjoDjLK3EAZepp3UZub4eAXoSYTOZINoq4rjKK/v0tyB9HRgR3efmWzHZc/97n49YZLEK5J98TUajo+261DuvD3afhB4c54BzwDufq+7H+/umwA/LSlPauecZ1XCRJy/NrM4/qTZSLUTJqtrLB7tjsuRTupY7tTRSMVOj/ScVcxItdGq3BGRGuumvG16fiuYZnz84kk52TOVt301UrHSI93XtTcUbS3u/gChXiDL2wj3hv81sxPoT7kyjXmTO034nLu/rd2AZ5hbZ7QHjc9KJNeLV6zMY2IA5z+ArVsMcp1I+y+EAVxx/dZywNe6SBsaB34WfWbcDvhEtPtswiSTbbn70+7+VcLKwenJj5YkDCYuaqI8uJTGCeCLmMa8lXu/4e67Zw14BnD3Oe7+JZo/ryWAbvvdVRYLZrY88JNo9y3AK5I60XiBm6yy5dU09zf9ShdtDJOTf58kDGJ9dfR+Q3tKSYvvqC2uf9T2Ns84tb11YxTbS8q+/1a5Mibq8JAlIj1KBt98PNr9eXd/uE9J/pvwMLZWF7MOiZSm19hPbpR/xLwOSdcRBkSI1FpJ5f4zwPnAZwgdGjcmzHy0GWGljx8QHm7StiQ8aI5VR6tklsl4cPJmZhavHNySmS0B7B7tvsjdb+01f+Omh/iP43YvYJfU9vmEmRE3BjYgDP48lsbK40WAnyerdotUqqJ7/niGwNPdPf5bIFKpXmM/aVA7gDDD+emExqANCYMbriQ0Tt1AmIl4F8IMv3OAM4GN3f3CMn4OEZFuDaDebxAeBE4CPkoYQPYyYB1C2f0h4Awgnv1/L+AnagRtrarYMbOlCBPlTE7t/jPNgyHLsFi03c1qAPE5caewsTeisRO7C/ghoYzZmlAPsB7wGmBfwiq/aQYcTPaKwKMkfiaE9gNazyZ0tEjbItqupK2KjNWoOzGztYHtot0zgT2jVWcyyx53n0WoR32iQ1J1LHfWirbPcveHurmQuz/Va2bGpJ3zceCXhFV63khYwfOlhN+Z9xHKvrhT4o7Ar5IVliTDiLYTxmUOFL/nqWO5UysjGjsxPWf1wYi20arcEZHa6aG87bXuKD7egEULXqMVlbd9MKKxEtN9XQmGsK3lUOBPbd5fhfA9x44ws13NLF6luZU4lpck1I+mHevuhQYNu/s04KJo9+eKXCPlOWCXPHVXyTG7JOekvdfMlu0y/QlF4+XQaPsGwv1+bu5+Ec0DyPcq8P2mPURYffXZZLtT2dKqr9D95P8uDyP0vUh7S+4cN6sqFvajcTDdU8D27h4PYm5Xtvyd5tVuNwB26pT3Fg4nrDyttrghpba3sW57K2SE20vKvv8e+3JlXMw36AyISG/MbCOaO51cCBzTx2TXIjzomJkd5+7PdjpBpGwlxf5HgNcl/38B+GDUmUmkdkqI/ScJFTPT2wxkuwY4w8wOJgwI2jP13vrACTQOFh0HxwP/B6Q7mH2E7M6gWfYkDJhNO7aEfI2VHuM/7ggyMSP+84TOrPFqtv8CzjezHwC/Zd5KRwsCp5jZBvqbIVWp4p4/aRTZMdr947KuL9KNkmN/AWA2jZNZZJkNHA0c7e63d5GOiEhpBlTvV6WbCTP7n+3us1sc82fgR8kqaifTuLrA7oQJLI7qay6HUFWxY2bzEzrVrZna/STw/jYrw/YibgztZsb6uEE0q8Pp2Brh2JnwF8Ig14vc3VsccwXwvWSyu1MIA1AmfM7MrnT3s/uYx4FIVq+Inwmvbbfyr7s/a2an0XqV5craqgh1N0V9KDk37SB371ROzC173P1uM/sa8MU26dSx3Ik7g3Q14LkMY9DOeS+hE/KpbVZauQo42cw+R6h7T3f+3Ab4KnBAH/M4lEa4nTCrjCh6z1PHcqc2Rjh2Jug5q09GuI1W5Y6I1EqP5W2vdUdZHe8Xo/NkV3movC3ZCMfKBN3XlWQY21rc/Rkz24GQ77cVOHWf5OVmdmly/ilt6iTiWF6Fxt+PWYSBlt04AnhTantjM1vD3WcWvM7R7n5z3oPd/WYzOxr4VGr3gsBU4JsF055QKF7MbGtgq2j3/u7+fBdzEXyb8B1M1OctSKg7ml7wOke6+z1mlqtsMbPVCH0lY8sTBuN1LFuSutMrCIMfJ2xSMN9pfY8FM1uMUG+Y9i13/3fGsW3LFne/3Mx+D7wh9f7OhMlEi7gN2B61xQ0ttb0BY9r2VtSIt5eUff891uXKONFKzyJDLHmoOJfGQvsO4H1tbho6+SfhZmfitTawKaES5HjmVcysR2hkudrMXtJlWiJdKSP2k2t8NbXrO+5+bXm5FClfGbHv7g+4+1F5Vu5098fcfSrNlTw7m9lrcmZ7JLj7/YTVIdN2KzCjetz58y7g1z1nbIyUEP+tnn0+nTHgeS53/xthlsV0Re86wLtypCnSsz7d82d5P40To93s7n8s8foihZQV+2a2ZDIQ44+E59pOf7vnA/YHbjGz6cksqCIilavwHmBg3P0Kdz+zTaeK9LG3AK8FLo/eOtTMXtSXDA6pqmIntbrd61O7Hdi7SKeTHnXz84zE708/jEPsuPt57n5hnp/H3a8mrGoR5+mrZjY545Rhtycwf7Qvz8z/rVaCrrqtqpvZ518fbT8CnJXjvPhnmk7ziiXtjq+DeJDz1plH9dk4tHO6+43uPr1N5+L0sfcSJh+I66E/ZmZrZpwytsawnbDo70Mdy51aGIfY0XNWf4xhG63KHREZiD48I9S9PKt7/mprHGJF93XlGOa2Fnd/FHg7oS/HrQVPN8JEaj8GbjKz97ZKJtqOJ8o7Pc/9awtXAI9G+7bp4jo/7OKc4zP2dbvCcDfxsmu0fbu7X9xN4skEjX+IdnfzOZ6QXC9v2XJdm/eKlC3xddbJeV6WKmLhjTT3KWlaMKJA2XJudGo3393jqC1uaKntrenYcWt7y20c2ksitbv/lnrSoGeRIZXMun8RYWatCfcCb3L3B7q9rrs/5+4zU6/b3P1adz/V3T8MrEFjY/vLgEvMbMVu0xQposTYP455lTQzgUNLyaBIn/Sr3M/pQOD6aN9H+pxmHX0v2l6EULHclpltA2wQ7f5hnoYJCUqK/1kZ+24jrObZlrtfQ3NH3/flTFekaxWX/R+Itk8o+foiuZUV+0lD2+9pnKhiNmFQwnbAioQVoJckzCh8EHB3ctxkwsCPq5OKZRGRygz4+a+2klmF30XjLL7LoAmJ5qo4do6k+Zl4P3c/reR00uLnuoW7uEZ8Ttaz4tgZg9jpirs/TGj4TzekrwdsO5gc9VX8TDgbaDlJXMqtwPMZ+3etuK1q3SLXN7OFgI2i3b/37Bns25Y97n4X7TsB1rHc+XO0vbWZfcnM5ss8ug/Uzpkt6bw0FbgntXsBYO+BZKiGxqCdMKuMKHrPU8dyZ+DGIHa6oueszsagjVbljojUQp/6BPRanmVds1sqb0syBrHSFd3XNRuFthYPfgasT1jx+eeEAZBFrAacZGY/MbMFo/fiWI7fv6JgWnN5WFX0jmj3Kwte5kZ3v6mLtG8G/hHt3tzM2o2byZo8/WG6i5d4YGvXn2Pi9mi76Od4i7vf0/mwBvF3l1akbJkZbc+XrKZcVFWxEH93d7l7w2dRsGyJv7s1CiyyMyH+vtUWNyTU9pZtzNrechmT9pKy77/HslwZRxr0LDKEzGxp4Hc0znj0IPDGZNa2vkluNHYDzkztXgU4pp/pikB5sW9mewLbp3bt4+5PlZNLkfINstyHuR2tvhbtfnO/060bd78SuCbavU+OU+POB7MJs6pJDiXGf9ZD7kkFZkGLVy7aetxnl5P+qrLsT1aGWC+1azb5VvQSKV3JsX80YTDzhAeArdx9r2SW0fvc/XkPK6dc5+5fJUxUcl7qnLWAczIagEVE+mLQz3915+5303xvvn3WseOm4vvHLwH7Rbs/5+4dJ5XqkTpa9MGYxE7XPKzceGG0e6TKnYxnQoDzO3WkSMVOvEI0wKtLyl6mFm1VRaxHc75brdKZp+wZtkHP02meFf9g4BYzO9TMXt7n9BdG7ZwtJe1VR0W7R6rc6daYtBNqMEwfjEnsdE3PWa0N+hm9VRttsoJTWVTuiMjA9bFPQBkDWZ8seI1WVN6WYExipWu6r5tn0PdxZXP32e7+G3d/D7A0sBmwf8HLTAV+Fu3rFPsHmdn13b4IK0qmLVswz3E/vSLiur7FabHKcBIv38p461NF48XMFgdeEe1+U+ozWTl670c5PsfdonOKfo5FVwqHeat/tpK3bMm6zhIF8wIVxQLwmmh7qej7+BthQHj6/BeAx4DTM767b2akUfT7S1Nb3JBQ21t749D2ltcYjQvToGfpigY9iwwZM1uC8Ec+3eHgEcJMHvFsRH2RzMD1MeCZ1O63m1mrhwCRnpUV+2a2AvDt1K6T3P2CcnIpUr46lPuJ+PdkOWD5CtOvi3i15/XNbEqrg5MZuHaOdp+TrAAjHZQc/49m7LuywPlXESopJ7yIxpnVREozgLI/XtHrXHe/tw/piLRVZuyb2XrAHtHud7n7Ve3Oc/fHgF2Bm1O7NwL+t0j6IiLdqNHzX939NtqOO4+MnSpjx8wOIQyMS5vm7nFH/H54LNpexMwWLXiNuC4j61lxbIxR7PRq1MudrBVk206E1SJ2Ol2zVC3aqvJaJmPfzBbHxmXPchnHxCt2pNWu3HH362keVAthVv/DgRvM7D4zO9PMPmdmryt5Iqg9UDtnJ3G50++B6LU3Lu2ESXzGHbayyp12alfuDNK4xE4JRv1+p7AaPaNntdGuVNbFVe6IyKCVXN7meX5rJy7PHk/KyZ6pvO3duMRKCcb+vq5G93F94e4vuPs17v4dmsuVY4Ab25z+TjPbN7Xdqe/fWoS28m5fcf19Vp1cO4VX9k3J+hyaft5UvKyVcfzMLtJdiebxOcsz7zOJJ2J8CZ0/xxWic4p+jo8UPB7g+Q7v5y1bsq6TNYlmJ32PhcSq0fYiNH4XLwMWio6ZDKxL9nf3kow0in5/E9QWNyTU9pab7llqcM9SYXtJ2fffY1WujDMNehYZIskMUL8FNk3tfhzYPumgUBl3vw+4OJ09YLsq8yDjo+TY/yRhtjsIMyx+18zW6PQC5ouus2J0zNKIlKxm5f4jND90dFsBM8xOBR6K9rVb7XlvYIFoX21WDamzPsT/zRn77sl7srs/TfOD8jj+DkifVV32m9liwLui3T8uOx2RTvoQ+7sSnlMnXOLuM/KcmJT5cQPAXl3kQUQktzo9/w2BmdF20QaxkVJl7JjZZ4AvRLu/6u6Hl5lOK+7+EM2dc1YreJnVo+2hW9WjLOMUOyWYGW2PTLnT4pnwEeA3bc7Jip0XosM2MrNN6bOMtqq8lsrYF9d9TojLibgcaXdu1vF1KXc+RePgvdjywC7AV4BLgEfN7AIz2yuJgV6kB2qpnTPbzGh7gaQD1Fgaw3bCPOVOO3Utdyo3hrHTi5nR9sjc73SjTs/oLdpoy/5+VO6IyED0obyte3lW9/zV1hjGSi9mRttjdV9Xp/u4isSx92t3X5+wWmarwVKHmNkiyf+Lxn6viq7q2K7OrZtzl0xvtIiXXlXRlywedNtJpwHM3ai6bOlrLKRU8YzezcrJaosbEmp7K2RmtK17ltFuLxnl+2/pIw16FhkSySw55wGvSu2eBbzF3f8ymFw1zZy09kByISOtD7GffmBclLBy5+05XvFqnj+P3j+0i7yItFTTcv/paLtoBdrQc/dnaB4MuEsyw38DM5tE86qQtwC/71P2Rkaf4j+rMv/ZgteIjx+73wHprwGV/e8GFktt35PkQaQyfYr9jaLton9/fxdfr+SVzURE5qrp81+dxc+m3XQOGAlVxo6Z7Qd8Pdp9pLsfVGY6Ofwr2i5aJx2v1hBfbyyMaez0YpTLnd1oXnHlNHfPrDNpEztfyTi876s9J7pZ5SPr3v65FsfmKXfa1THVstxJVgX6FLAF8GtgdodTFgLeDJwAzDSzg8wsHshX1KDvd+rczhmXOzBaZU9uY9pOqPudEoxp7PRilO93CqnpM3q/vx+VOyJSuT6Vt3Uvz+qev1oa01jpxdje19X0Pq7fMmPZ3S8ANgfOzzhneWCn5P9ZqxvXyZMlnzt3Ir8W8VKGrMkWR1HVZUvfYmFCMhnAoPuErJ+xT21xQ0Jtb4XpnqVe9yz9bi9RuSJd0aBnkSFgZgsTZtXfOrX7KWBHd79iMLkCmmd/GvTNvoyYGse+SF/VMfbNzGieifDhQeSlBn4AzEltz092J863AGtE+45zd+9TvkZCH+P/XzTfu7SatbGV+Ph41W+Rrg2w7P9AtD3d3eMVukT6po+xH5fZ9xY8Pz5+EtXM6isiY6aOz39DYNlo+8GB5GLAqowdM/so8J1o9/fd/YAy08np79H2q/OemDQgv6LD9UbeGMdOL0a53Mmq09rHzDzrReh0sXV0/GLAIRnX2T2Jt37rZqWSrNU9Wq1enKfceVGbtF7T4XoD5e5XuftOhEF5ewMnEQbhtbM08GXgMjMrWr82oQ73O3Vu54zLHRjDusgxvlfu+n4nsVWH6428MY6dXozy/U5udYydFm20ZX8/KndEpFJ9LG97Lc/6/fym8ragMY6VXozlfV0d7+Mq0jKW3f1pwoSHWTHwhuTfuFyJbezuVuJrSsGfL56ssddzn4CW8fJMD2mlZU1k98mJzwC4I3pv224+y5Ly2ouqy5a+xELkGRr7hAKcA8yI9j0FbNPD70F8PWBue8oWcT7VFjcc1PbWFd2zzFOHe5Z+t5eM8v239JEGPYvUnJktRLhpnpLa/Qywk7tfOpBMzbNqtH3fQHIhI6nmsS/SNzWO/VcSBvdOmAM8MKC8TJi/8yHlc/c7CA+daf+brOyc9pFo+xlger/yNQr6Gf/JKt1/iHZvWCBvawKLpHbNIayIK9KzQZX9ZrYezY1YJ/QrPZFYn2P/0Wi7aCPYYhn7ZnWZFxGRTDV+/qu7LaPtuweSiwGqMnbM7IPA96LdxwP7lplOAb+NtqcUOPe1QHpV0uvcfazqtMc8dnoxkuWOmW1A+SuZpC0J7NLH60+I26ryeCRjXzyYaMJFQHpysE3NLB4gnXluctwmqV2zk+uVred6Une/391PcPc93H0tYEVgV+Ao4JYWp20J/KLddZNyJzabetzv1LmdMy53HnD3bgb4D60xv1eO73delwx67Cip71sxtetB4OqyMjYMxjx2ejGS9ztF1Dh2stpoi07w2InKHRGpTJ/L26tonLx/JTNbJ2e+JhHqjtKyVkjthcrbAsY8Vnoxdvd1Nb6Pq0LbcsXdHye7r9q6GeVKVlv4mj3nsDdLlHzuo23i5fM9pJWWNWhv0J9jP1RdtpQeC/EOd5+Tsf/1DK49BQa3KJHa4gpQ21vXdM8S1OWepd/tJXna2jJV2NYmNaRBzyI1ZmYLAL8E3pja/SzwDnf//WByFZjZZObN9jWhVacHkUL6GfvuPnfWtIIzo3WaYe2TveRLBOpd7gPvibavIcwuVVRWx6xuO+W16ohYhbjiYHXCys4AmFnDduIX7j52q3HkVVH8nxFtb1/g3PjY6909a9ZHkUIGXPbHK3pd4u639jlNEaCS2I8rw19Z8PxNo+2nVO6LSJlq/vxXd7tH2zMGkYlBqTJ2zGxPQkN5uvPlT4B93N3LTKuAC2hcKeHVSeesPKZG22eVkqMhodjpTtIBIR64O2MAWemHrFWeq06jqa7QzHLXFbZoq8rjzox9L8860N0fBC5L7VqA5rrSeOWKCe+lse7zUnef6KhW63pSd7/P3c909/3cfR3CM9KpGYe+yczielCgodyJnTro+50haOeMY2zGIDIxKOPeTuju1wEzU7tWAd6c8/Sp0fY57v5C1oGjaNxjp0d6zqrvM3pTG627lzo5o8odEalKv8tbd58N/DravVfO098MrJzavs3db+g1T2kqb/Mb91jp0Vjd19X8Pq7vcpYrf8k4dVmay5WrMo5rVedVlVyTEbSwbsa+R2gRL8C1PaSVljVIbNCfYz/MqDi9smPh/hbHxt9ferL8KttTBk1tcTmp7a07I972lqnO9yxVtJfkbGtrpV1bm4w4DXoWqSkzm48wO3q6o8DzwK7ufsFgctVgH2CF1PZs4LwB5UVGyBDEvkhf1Dn2kwqLj0a7z+7yco9n7HtR0YsknR9X6zIPZfgdcFO0L72y8//SfK99TF9zNMQqjP8zaYzBt5vZS3LkbwHgE9HueLVvkcIGWfYnae8R7f5xP9MUmVBR7M+Itnc2s2ULnP/haPuPvWVHRGSeOj//1V3SmLtZtLvb59OhU2XsmNluwAk0NpyfDHxwkA3n7v4UzRNafbbTeclKLTunds0GTikxa7Wm2OnJZwmdBSe8AJw7oLyUJqlbi58JnwP+mvGK6/McuL3FsXEngylmtlabrPRaVxi3VeXi7v+heYXEdqte/zTa3t/MFoS5KzxtnnHOAkA8kO3E1P+Hqp7U3a91993JXvXmfzLylVXuTLit5Ox1o7btnGY2heYOX7rfGb975Z9F23nud5YBPhjtjsuvkaXY6Z6es+obOyW30XaickdE+qrC8jYuhz6YlFedHNjhOmVReduBYqV743ZfV+f7uIp1KlceyzjHaS5Xjs04LnOiuwrFE5X3cu4TwBfoc7y4+/00DkQHeE3e1SyHSNVlS9mxcHOLY7MmCYBq21MGTm1x+ajtrScj2fbWyhDcs1TVXtKyra2V5P12bW0y4jToWaSGktkyTgbento9G3i3u5c2wMbM3mRm23Zx3luBb0W7T9GMGdKrqmJfpG4qLPe3NLPXFjxnHcLDy8Kp3Q/RvNJxXrMID6hp7To+trJFlKdKJRUFP4h2v8XMVk86Gsar2Fzv7ldWk7vhUmXZn9yrfC21a37gJDNbtMOp3wTSsxXOAo4uM28yfmpw3/NWGiurHqO5wlqkdBXG/kU0DrhYHPhpnlXjzGxvmjvt6/dDREpRg3uAvjCz6Wbmqdf0Dsfv0mEQXNY5bwWOi3b/3t0vL5jdoVRl7JjZzoSOUuk2pF8Ae7r7nJLTmhHFzrQcp02jcYXUqWa2U5s0FiLMdL5AaveP3b0Og+76TrEz9/g9zKzQ4Fgz+xBwWLR7urvHKzYOo52A5aJ9Z7n7xhMvQmewm2gciDsb+B93Xyt9bOqcQ6JrGu1XSno0Y1+uvw8t2qrynDfNzBxYMXprizaT451I4wSI6wJfTv7/RrIHXh9I4yoi/yT8Lk4Y1nrSrxHqh9MaVqtpUe6kTS4jI1W3c07ETuo1o8PxbzazjQrmbUvCxI3pzms3AacVuc6w0r1yg2/RWK+xrZnt2yaNSYQO6ulBGhe4+yVdZXrIKHbmHq/nrIJGtY1W5Y6I1E3FfQIuBi5O7VoWODYpt1rl7xNA+tniQeDITmmpvC2fYmXu8bqv60DPAA06lStZ9VbL0lyu/AK4NTpui+S+dFDWN7OsVXrbSvK8YbT7adrHy+yMS3Vbh/W7aHsB4F1dXqulKsqWFgZRtpQZC1e1aa+IvzsIkwRU1Z4ys8w0UmmpLa5kanube7za3jqosO6p1u0liXZtba18hfZtbTLi5ht0BkQk0wk0P+AcDFxnZmsUvNa97v5Mi/c2BI40syuBnwPnuPvMVhcysy2AjwPvo7Gx/UHgMwXzJZKlqtgXqZuqYn994CdmdgVhBrVz3P3OrAMtrIT4YcKMWvFMgwe4+2NmtlTBvOHubmY3J3mZsEXR6xBWUh606cCXgMWS7UmEfP2V5gpjrfLcWtVl/5HAnsBEpfyrgEvM7CPuflX6QDNbmTDgeffoGoe4+4MF8yYSG/R9Tzw5wynu/nTBa4h0o5LYd/dZZvYlGitm3wJcbmafdvdL43PMbFXgIJpXT7mJ8HdfRKQMld4DmNmSwJIt3o7bB1ZslYd2dYZd2gk4zczOJjTKXuDuWasNTKxs9WngAzTWST4O7Fdyvuqsktgxs+2AU2mA7BANAAAgAElEQVSMjysIK3u+2KzQZPOz+vHs5O7/NrPvEuJiwhlmdgBwvLs/N7HTzNYHfgRslTr2IeDwsvNVY4qdYG/gODM7nVDuzHD3J7MONLPNCJ/RztFbd9E8qHdYxc+EACdF293EzhWEFaPTHZv2NrMvt3jmvClj3/bAVRn7gbZtVWX4DGFG+wbu/oKZfRo4J5XmAWa2GI2dLdLSn7EDn3L3uYOch7WeNPksbqGxY+wS0WFZsZO2coHyZ5jbObcCDjWzCwnl43nJaj9ZeXsx8AnCvU16sq7ngY+6e1bH21E06Pqy2kjaYA6lcXDjd5O2m2+4+6yJnWa2GmGSznTH02dpXoFulCl2Aj1nFTeUbbQF85WLyh0R6bOq/1Z/BvgT855NdwXONLNPpMtfC6tuHkiou0j7vLs/UTBfuai87UixEui+rjO1tcy7ZttyBXh9xmnLp/6fLlfOBj6Vem8ScCihLmVQPkjxepsPZexbPtqO4yVrJea1zCwesJmnbPkdzStpH2ZmlzIkbXNAq8khB1m2lBUL57c5/q0Z+xx4rKL2lHuBdDrz5UhXbXGDoba3QG1vnWlcWKJDW9vB7j53wt3kPubLNJbjTW1tMvrMh3I1e5HRZmGG+bJs6+4zWqTzSZpnmnsY+Efy7xOEWWOXJczSnjW47UHgje7+17IyLOOrqtjvhpnNBFbv1/VlvFVY7k8lzKaW9gBh5qOHgScJK7esCbyM7E6DB7v7V5LrrQHcHr1/ibtPaZdBM/sZzZWh67r7ze3OS52/KaHRIV6psWPayfnx5324u0/Lk3bGtX4AfCS16z7gFmDr1L7HgVXSjVMyzyDKfguzVv6J5grtmwi/D88RyvzNaZ6180R3n9pzTmXsDfK+x8xWAu6kMb43c/drSsyTSKYqY9/CTOynETooxO4GrgceITz3rk24/4lnb38E2Mbd/1ZGhkVEqr4HSGZfjmdKLszd27aYWpg9fs/Urrb3zRnHQ3i+vBV4jHBPvhShcW61jEs8Dbw1WY1jLFRYdzCd5u+mWx2fn5JZn7dJ7cr1jG5hVuxfEyY1SbsfuJZQt70WsAmN9RvPEeqz/9gpjVGh2Gl5/BxCHc5MQrnzAmEQ50Zkr37yMOG+8O+dMl93ZrYKcAeNz4QPACunB1aWHDufdfevZ+RlQUKdZFz/UrStKste7j49I81ptP7bOIcQ502TJCXnHkyYBLGoVj//QOtJu5XRXnK5u2+den8k2zkzYqft59wi1u4i1EE+SrifWYIwOWPWqkkvAFPdPZ6QYGSNajth0Xvl6Nzjae6g+yhwNaHz6IsJEyakOz46sLu7j8UK4aDYaXM86DmrrWFto+1E5Y6I1M2A+gS8l+bJvWYDfyG0ky5L6A/wouiYY9w9nhy3VRrTUXlbKsVKy+NB93UN1NaSeW5WufI4YTGPViuYN5QrSV+SfwMLRcft1u+yp0U/RAiDsl/m7vEq1K2uszbwd2DB0jLXqPbxkvEcOrE/Ph6KlS3PAW8pUra0eBZas8NAvDXoXyw8C6zaauCn2lOazlNbXAuKlZbHj23bWytqL8k8N6ut7Wngz4TJH1YiPAstHB2T2dYmo00rPYtIbGngtTmPPQ/4WD9mHxMRkcosR+NDZysPAB9093NKSPN8mjvzfZPG2WkzJTPZ/oLmjnyD8j0aBz2vQPPD+Uka8FwvyUyEbyDMpv/y1Fvr0np1Hic8aB/a5+yJVGFPGjuU/1UDnmUUufucpKPCfwmzDacbWVZOXu38DXifBjyLiFRmzeTVyXWE8vmffc6P1FgyE/S7CDPHvzv11vKEVWKz3A/sOcqdLKSQSbSvB0j7PWHg4X/7m6XK7EXzIOPTvL8rye4INHVEcPdnzexWmr+HIm1VZZoE/NrMdnD3y+M33f3LSQeVw8lXP/k88H9tOmFUXk+azJg/DTja3e8ocm5y/ttp7DQJUKeJkevezrlK8urk38D7s+JQxs5HCR2+9mVevcaSwBtbHD8L+PgoD4SRwvScVV+DaKPNQ+WOiIwEdz/ZzBYAjiIM+IPQX3qrVqckx36qxftlU3lbE0MQKxN0XzeelihwbFa5Eg/WT2sqV9z9HjP7Ps3xfYKZzXb3MwvkB5g7aHJX4BXuHq+WnseCwC/NbBt3f6RDWksBv6R/A54HysxeDezr7u8p8bJ5yxYIgx8HOZlCGbFwSqsBz/1kZqsTVkw+bpgGd6otTrowzm1vdVTL9pIWbW0LA1NanNKprU1GWKuZe0RkPJxCGKj1K8JNZh6PAicCU9x9Rw14FhEZKpcB3ybMDPtcjuOd0GFtX+AlJTam/5Iwc1Ta28zsh2a2SKuTzGwX4ErC7HAAz5SUn64ljQR/6HDYsVXkRYpJKhA3Aw4izC7XyrOEmH2lu/+fu5c585rIoHwg2v7xQHIhUgF3f87d9yfMwH4iYdWUTv5CmAV7U3e/oZ/5ExEZYycCJwA3E549O3kWuAjYBdhcHbYEwN1nuftuwDsJ9QWtPAwcQ1gB4LeVZE7q6LuENpG8gzyfBM4izGj+xlHpdGFmRhj0HOv3SrJbmdlyLd77ZhfXe5QwO/3E35Be6gkfj7ZfBFxqZsckKynPlXTSvAK4JMd1LwK2cPevtTlmEPWk8xE6rt5mZmeZ2XvNrGMHWjOblKzMkhUrg1qJuO7tnOcAPyBMqPVCjuNnE+JrT2ADDXgWAHef7e77EQa//J6wWkqWJwm/i69w9xOryp/Ujp6z6qsubbSdE1a5IyIjxN1/QlhV7mRatw/NAX4HvMHdP+nuee7dy8ibytsaqWGs6L5OJrzDzK40s48nqzC3lCpXdgRubHPos7QvVw4htJenLQKcYWY/MrOX5Mm4mb3MzI4gxPGphN+xoibqvF4OXGZmW7RJb3PgjzQufgFhEqGhZWYrmdm+ZnYFod6o42SJbRQtW2J395B2r8qKhc/2J3uZFjKzd5vZLwmraX+c5lXUa09tcdKB2t7qo+7tJQ3c/SvAlsDZtK4rey55v1Nbm4wwU599EZmQzAq/DrAasBRhxoxnCR0+HgBuAG7TYB8RkeFnZvMD6xFm6luZ0JlvQcJD5SPAncBV7v5Ym2usAdwe7b7E3afkSH8/4DsZb90DnAFcDzxB+Hu0HrADjbN/nQqsROMM6HnTjv+OHe7u0zqd1+Z6/5PkOctl7j6IVWmkIDPbiBBrKxEqGB8CZgKXu/tTA8yaiIiUyMzmA16WvJYGFic89z5GuK+5ptOswCIiUq5kxckNCKtGrggsShiQ9Tjh+fQW4Fp3z9MxXMaYma0JbEKo51gUuJfQyH654kfSzGxJYEPgxcAKhE57kwiN+48A/wJuqKqjc5XM7PWEztRpt7j7OiWn80Pgg9HuA9z9yIxj5yN0lto0fo/wO3wzoY3qacL3tDywNfNWunHgY4TBpWl7ufv0HHldE7gUWLXFIU8QypPJhHqjhaP3rwL+SRiomraau9+ZI/1K60mT+I+feZ4ntAFeR+gU+wjhGWl+wue9IWHljtUyLnmyu8erVcdprgT8h/D3PfYIcB/huSztbnffod11M9KpbTunmS3EvPudlQjPovMTVlV6hPA8erXqIaWT5PdpC8KK4UsQOrDdSbjfyTPRm4wJPWfVVxlttFVSuSMio8LMFiU8S65KeM55lDB46y/ufs8g8wYqb+ukbrGi+7rxY2bHAh9u8fZM4M+EuqgHCX2bnHBPuTrwCuANhDjJcgmwY6dyxcxWJtTXvTjj7RcIk/lckuTnYUK92ZKE35mNCYtQrBKdd667v7VNmmvQ3A/xCOAA5q3C7oQJhc4nlJEkedyesJKlRec78M68K1Sb2TuBX7R4+x7Czzo72n+Oux/a4nqTgXOB7Vpc8yZgBmFyx4cJdXRLEvoxbEioL12XxkUOn3T3xWjDzGYS4mHCie4+NTqmU9kyizBhY1qu+tYonanAT6Lda7YbWFeHWEjycQjwhRZv30f47q4m1Ds+Sfg9XBJYm/A78AqaV5re3N2vbpPmdBrrme9w9zXy5rkKaouTVsa57a2O6txeEjOzpYCtCPcOyxDub+4CrlAfPtGgZxERERHpSosKpj+4++tznDsJuIAwa21RlxIqqM6nHoOeJxM+h6yK3ve6+yndXltERERERERERKQsZnYy8J5o92HufkTJ6WxD6PSV9g93f1mL4zcE/kQYCFrUxwmdB+N6ytyd8MxsLeBiGjsD5jEDeBuwG/DD6L0l8wxWqrqetMWg525dAuzk7vFq2VnpHgZMK3Dt2nXoExERERERERHptw6DnntxIrB33sFmZrYicBrwupLS72bQ816EwcC/JAysLsKBfdz9+LwnJPV0FxIGjufVNKA4uub8wLcJdZhlKGXQcyetvo8BDnquNBZSefkA8H3KW6F56Ac9i4iIVGlS50NERERERDLFM9FBmLWuI3efA+wE/KZgmicD27n70wXP65ukMvi4jLceAHLPDigiIiIiIiIiItIvyWDXXTLeOrkPyV1KWNk3bUMz2zLrYHf/B7AtYSWrvGYB73H373eXxYb0/w1sROjANifHKc8CXyLUU84izJLfcEnC6sx50q66nnQ2YZb8XjxP6Ky5XZ4Bz4kvAJ8HtNqHiIiIiIiIiEhrPyPU+zxa0vX+Dbzd3acWWV3T3e8lDP49hDDYtBf/ovUKyp3ycQ7wDop9Hg8TFiopNMg1qafbFShtgRN3f97d9wXeCdzc4+XuB37Qe66GU5WxkErzBODVhAkze/EMcCrNdeYiIiLShgY9i4iIiEi3FsnYl6szH4C7P+3ubwPeDdzQ7lDgMmAHd3+fuz9TLJuVyJqB7wR3f7bynIiIiIiIiIiIiDR7L80rUvzJ3W8rOyF3d7IHU+/d5pxrgHWBb9C+I+WThFWVN3D3n/eSzyj9x9z948DawIGEVZxvB54mdEr7L2FF5s8Aq7v7Ie4+MYB3xehyjyadJPOmXVk9aTJIe3lga+DLhAHqT+U8/Q7g68D67v6pInWf7j7H3b8MrEJY2eY04O/Ag4TPV0RERERERERk7Ln75e7+PkL9zRuAIwgDLmcVuMx9hLq5HYF1k8Gi3eRltrt/ibBq8KcI9VJ5JrSbDVxByPsW7r6Bu/+0mzwk+fgNsAFhwsJ2E/A9AHwPWK/bekN3f9Td3wusB0wjTFR4G/AIYSLArrj7GcD6hPq/3wCP5Tz1X8DRhO9yFXc/sNs8jIIqYyGV5vXu/gbgVcBPCfXEedwDnERYuXlFd9/d3YtM+ikiIjL2LLQ5i4iIiIgUY2bbA+dHu49x9492eb0XE2bGWx5YktDZ7nbgSne/p5e89puZnQLsntrlwNrJKjEiIiIiIiIiIiKSk5lNAjYndC5cDliA0LHwn4S6wlpNNGhmlwNbpXb90d1f18P1Kq0nNbP5gJckr1WBFwELJ+k+QViB5G/uflfZaYuIiIiIiIiISGdmZoTJ5F4KrEaov1mc0EftcUIdzj2EOpx7+5iPRYDNgJWBZQh1V88m6d8P3ATcmposMO911yDUf6Xt5e7To+PmJ9QbbpikP4fwc99OmOAx92rWg2Rmk4GNgDUJP8cyhO/yCcKEkLcANyYTGEqGQcaCma1NGHw98d0tQJiY4LEk/Rs1wFlERKR3GvQsIiIiIl0xs48RZsRL28/djxpEfgbFzJYD7gQWTO3+rbu/ZUBZEhERERERERERkQqY2QqEQcELpHZ/y90/PaAsiYiIiIiIiIiIDJW8g55FREREZHxMGnQGRERERGRoZa1WckPluRi8D9E44Bng+4PIiIiIiIiIiIiIiFRqPxoHPANcOoiMiIiIiIiIiIiIiIiIiIiMAg16FhEREZHCzGwpYPto99PA1QPIzsCY2aKEjo1ptwLnDSA7IiIiIiIiIiIiUhEzezUQr+h8F6obFBERERERERERERERERHpmgY9i4iIiEghZmbAt4EXRW/9yt1nDSBLg3QEsHy07zvuPmcQmREREREREREREZH8zGwpMzvEzJYteN5OwPnA/NFbx7j77NIyKCIiIiIiIiIiIiIiIiIyZjToWURERERyMbNJyeol5wJTo7cd+H7lmRoQM1vazL4JHBC9dQfwwwFkSURERERERERERIpbEPgCcKeZ/crMPmBm65vZ5PhAM1vRzN5lZhcDZwNLRIf8HfhW/7MsIiIiIiIiIiIiIiIiIjK65ht0BkRERESkvszsCGAnYBFgJWCxFof+0N0vryxjFTOzHwGbJZvLAisDlnHoZ9z9ucoyJiIiIiIiIiIiImVYCHh78gJ41szuBx4nDIxeOnm18hiwu7s/09dcioiIiIiIiIiIiIiIiIiMOA16FhEREZF2VgM26nDMucD+FeRlkNam8+fwU3c/vYrMiIiIiIi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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(figsize = (16, 9), dpi = 300, nrows = 4, ncols = 3) \n", "\n", "# i, month – индекс месяца (от 0 до 11) и его название (от January до December)\n", "# создаем оси ax на месте i + 1, так нумерация с 1\n", "# в этих осях строим гистограмму + добавляем к ним заголовок по имени месяца\n", "\n", "for i, month in enumerate(months):\n", " ax = plt.subplot(4, 3, i + 1)\n", " ax.hist(temp[month]) \n", " ax.set_title(month) " ] }, { "cell_type": "markdown", "metadata": { "id": "txGZ9hBiAujq" }, "source": [ "Давайте сделаем эти графики более симпатичными, но подойдем к вопросу более содержательно. Например, не просто изменим цвет заливки графиков, а закрепим за каждым временем года свой цвет. Для этого добавим условие на цвет и поместим условные конструкции внутри цикла (у каждого времени года свой цвет, сохраняем его в `col` и подставляем значение `col` в соответствующий аргумент в методе `.hist()`):" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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q/myD7ffJ4Dr650eq31VVR88uyuWkH17KeLgY8nJrjmssXBD9cM1xj42xcCH6co2ySVt3TfKRkapKckhVfWUGbd0kyeeS7DdS/aCqessG2x+Q5L1Zu1DHS6rqSettz8b0wzVtHZ+1OTj3+cyJXOuatvZN8pkkNxupfkFVHbfJPi9I8rSRqv9IctvuIkdsTj9c09a9MpiD3Mv84wT22XoTgN6rJG9LcueqOqKqXrzejTJJUlVfr6onZvD291F3T/KwMdo6Lcnjkly3qp5aVR9aL1FSVRdW1SuS/ESS0bfE7ZfkT8ZoB1gev1BVDxj3pD1JqurPM3iDyqhHjbHfRA8ZDvd5VwYL7o06ZtLjALvWPM+jNjRMoL8sgwcck+QFSb69k2MCS2Fu51EA2zDvMeppWXsDzz8m+cVxb+AZtu8BT+gfeSNgK3I3wGbkToDNyF0AW5nL9UZV/aiqTpv0J4NFrW7cifeV67UBzMQ8zyX+a6f8ks0eVBm2dX6SX+9U37y1dugY7cGy6kue4H/k0sWpvpy1D6Ox/PrSD/vguKxdkOWfNlqQJUmq6pIkT8rgRep73Xf48ggmox+yaPJylzIWLo5+SB/0/Tv5cZ3yP8xiUaChZ2ft4lSv2mhxqiSpqvOSHJvBi8P2etxwoSsmox/SB3Ktl3p01i5O9fkkz9hin98ZbrfXLZP80pTjWgX6IVNhgSpgGczrS/FNSQ6vqleMmyAZ3rTzhE71fVpr1xovUmC3G940tx3dlWWP2mEom3l7p+ykHVZHX5KtbkwCLmOXnEcBK2qeY9RwQYjfH6k6P8kTy5tfYNfbJec78kawWHI3wIZ2ybkEsCByF8AY+nK9sREP5sACzfl6o/tw5d+N01BVfSLJ1zvVh623LayCPuQJWmt3TvIbI1VPqqofbvd47D596Ic90j1Pft5WO1TVGUle3ql+9NQiWhH6IYsmL7eGsXBB9EP6oM/fya21A3PZhfe7Y8+02jogyUM61eOMh6ckefNI1Z4kvzjF0FaCfkgfyLWu0T2ve8FwYaINDT9/4RbHYQv6IdNigSpg15vXl+LwTXDbecv83yf56kjVPkl+atLjACvn5E75gNbaVWbU1pmd8hVn1A7QM31ItroxCZiBeZ5HAUxqO2PUw5KMbvP6qvridMMCdhl5I1gRcjfAjMidAJuRu4AV0YfrjY14MAd2te2cSxzYKX9tgvb+s1O+6gT7AgNTyRO01vbL4Pt632HVq6vq3TsNjpWxVPmq1trtkxwyUvWNJOP+PryyU35ga23fdbdk2paqH7IrLVVezli4ay1VP2TXmsd38i9k7T1Q383axaCm6b5JrjBS/khVfW7Mfbvj4YOnExJjWLZ+yO60VLnW1trVktxjpOqCJK8Zc/e/TjK6vsNPtdYOnlZsbGqp+iE7Z4EqYJXNM4Hcbeu6M2oHWB4XrVO3/4zaulGn/I0ZtQMsDzcmAX02z/MogEltZ4x6fKfcvekAWD3yRsBW5G6AzcidAJuRuwC24sEcYDPbOZf4Zqd8+Qna627bXXAf2Nq08gS/m+Q2w///btYueg9bWbZ81dGd8vuqqsbZcbhYweh34zWS3GlagbGpZeuH7D7LlpczFu5Oy9YP2Z3m8Z38uE751VV1/pTb2Ks7Hp40wb4fyNq/jzu01q6144gYx7L1Q3anZcu13ieX3oOWJJ+oqh+Ms2NVfT/JJ0eq9gyPx+wtWz9khyxQBayyeSaQu21JVANbObRTvijJGTNq61Gd8j/NqB1gebgxCeizeZ5HAUxqojGqtXZAkruMVP0oyQdnEBewu8gbAVuRuwE2I3cCbEbuAtiKB3OAzWzneuMDnfIR4zTUWrtCkluMVFWST4yzL7DGjvMErbVbJ3nmSNVvVJVcA5NYtnzVrTvlj0y4f3f7W+0gFsa3bP2Q3WfZ8nLGwt1p2fohu9NMv5Nba4cnuXun+uXTOv46tj0eVtW5Sf69U208nI9l64fsTsuWa93p+eGHO2Xj4XwsWz9khyxQBayyeSaQu22dPqN2gOXxkE7541V1yTQbaK3t01p7bpJ7jFT/IMlLp9kOsJTcmAT02TTOo27XWntNa+2U1trZrbXzW2unt9b+tbX2stbao1prB04rYGClTDpGHZHBW15Gt78wSVprh7TWfr+19tHhGHV+a+1brbWTW2t/1lq797SDB3pD3gjYitwNsBm5E2AzchfAVjyYA2xmO9cbf94pP7m1Ns4zDk9McrmR8tur6jtj7AestaM8QWtt3ySvSLLfsOo9VfVX0wpuSn6+tfa21tpXWms/bK2d21r7amvtI621P26tHd1aa4sOcsUtW77qlp3yFyfc/9QtjsdsLFs/XI/xsN+WLS9nLNydlq0frsdY2H+zvi/qsZ3yx6qquwjUNN2iUzYe7g7L1g/X88TW2j+01r7eWvtRa+0HrbXTWmvva639QWvtHlsfghlbtlyr88Pdadn64XqOaq39bWvtS621c1pr5w3Hxk+01l7cWvv51tp+Wx9mNVigClhlM3+IJ0laa4cmuV2n+l+m3Q6wPFprB+Wyb4N80xSO21prV2yt3bq19itJPpnk6SObXJLkCVX1zZ22BSy9VbgxCdiFpngedfskj0hyWJIrZfDm72snue3w+H+Z5KvDyXOJRmAs2xyj7tQpf7a1tqe19qwkn0/yPzJ4C921MxirrpnBGPZrSd4zvMFnrLeOALuDvBEwJrkbYF1yJ8Bm5C6AMa3CgznANmz3eqOqPpTkRSNVd07y4tbang12SWvt/kn+cKTqvCS/OX60QDK1PMFxGfzeJskPkzxpp3HNwAOS3D/JDZMckOQKSW6Q5K4ZxP+ODK5lHrawCFfYkuaruou6fnXC/bvbH7aDWBjDkvbD9RgPe2pJ83LGwl1mSfvheoyFPTar+6JGjr9vkkd3qme2OH5r7eAkB3eqjYc9t2z9cBMPT/LTSa6bwYIwByW5UZJ7ZvBCu/e31j62wAUFV9qS5lqdH+4yS9oP13PPJMckOSTJgUkun8HYeESSpyR5Y5IvtdaeYiFTC1QBK2rWFwkdv9Epf66qPj+jtoDl8IcZJGD3+l6Sl016kNba7VtrtfcngwcJv5/k3zNYhXZ08bzvJDmmqk7cftjAKlihG5OA3Wkq51FjOjiDyfMPtNauP6M2gOWynTHqOp3yN5OcmOQ5uXTBiM3cJYNx6phxgwR6T94I2JTcDbAFuRNgM3IXwKZW6MEcYHt2cr3xtCQvSFLD8q8k+VRr7ddba3dprR3aWrtNa+1hrbW/SfL3ufRN6uckeVBVfW7nfwRYOTvKE7TWDsvg3H+vZ1fVl6YU27zdLMnrWmuvaK1dbsutmaalyle11vZJcsVO9bcnPEx3+ytvPyLGtFT9cIeMh4uxVHk5Y+GutVT9cIeMhYsz6+/k+2dtv/1hktdO8fhdV+mUf1hV5054DOPh/C1bP9yJOyV5d2vtDyzKMnfLmGvtjonOD/tvGfvhdl0/yYuT/F1rrduXV8qGq4wBLLm5JJBba3dJ8sRO9fOn3Q6wPIaJ1V/tVP9uVZ05oya/lORPk7yyqs6ZURvAcnFjEtBLUzqP+lGSf0ryj0k+neT0JOdmkLw+JMlRSR6ZwRvu9rpLBhMvR1bV97YZPrDkdjBGdScwfjmDCY693pHkr5L8R5ILktw4yQMzeEhs700+V0jy2tbaT1bVJyaPHugLeSNgTHI3wLrkToDNyF0AY/JgDrCunV5vVNUlSY5rrb0ug7ei3z/JrZK8cJPdLslgkbynV9Wpk0cNq22nv7fDB1NfluSAYdXJGTx01idnJHlnkg9ncE1yRgbXJQcnuU2S+yY5Jsm+I/v8cpLLt9Z+qaoqzNSS5qsOWqfuvAmP0d2+u8gLU7Sk/bDLeNhjS5qXMxbuMkvaD7uMhT03p/uiuovvv6Gqvj/F43d1x8NJx8L19jEeztCS9sOuryd5e5J/SfLZJGdmkGe7WpIjkjwggzFxr5bkmUn2SfKMOca5spY417rTMdF4OEdL3A9HfT/JPyR5X5LPZLAI2nlJrprk8CT3SfKwJJcf2ednk7y5tfYzVXXBHGLsnea8GFg1wy/Fv+1UP6Wq/nzK7Vw1yScySCjv9c9Jjhx+sQKs0Vq7XZIPZu3F1ruTHL2dZGZr7fYZTPpv5XNJ/iLJS6rq/EnbAVbHTs+jhjcmnZTknsOqk5PcuaouXmfb05LcaKTqqKo6acKQgRWx0/Oo1to1kjwiyau2muBprV05g6ToYzofvamqHjxR4MBK2MkYNZyUedg6H12Y5DFVte7DWa2122RwQ811R6pPSXLL9c69gP6TNwLGIXcDbETuBNiM3AUwjnncc9dae3OSnxupOqGqjp3W8YHZmGbusrV29yRPTnK/XPZB51EXJXlRkhdV1ZcnixiYxu9ta+3JSf7PsHhxkp+oqk9usO1pmWMusbV2ZAaLXr6lqi7aYtvDkvx1kjt3PnpqVf3ZjEIky5uvaq1dN4MHvkftt1Vf7BzjPhn8Xex1SlXdbBrxsday9sORNo2HPbeseTlj4e6yrP1wpC1j4S4w7fuiNmjjWkm+lmTPSPU9q+oD0zj+Bm0emeRDI1Vfr6rrb7T9Bsd4QpKXjlS9u6ruu9H2bN+y9sORtu+fQU7tPWOM73dK8pokh3U+elBVvWVGIZLlzrW21i7IpQtUJslhVfXFCfY/LIPzhb0uqKrLTSs+LrXM/XAY082T3DXJ66rqR1tse+0kr8gg/lEvqKrjZhRir1mgClgp87hIGLazXwaJkv8yUn1ukiOq6pT19wJWWWvthhmsxH+9keqvZPDwz3e2ecz9szZhu28Gb2I5PIM3sTwia1cK/nQGiQJvlAMuY9lvTAJ2r1mcR43Z7h9lsJL/qLtX1YfW2x5YTTsdo1prr0/yC+t8tOVNL621Oyb5aNZOZP/iRjf+AP0lbwSMQ+4G2IjcCbAZuQtgHMv+YA6wfdO63mitXSXJS5I8dMIQLk7y6iS/UVVnTbgvrKRp/N4Oj/HpXDqP8MdV1c0BjG5/WnqcS2ytXS7Je5P85Ej1d5PcZKsFZ9ieZc5XbbAoy55JFttord07yXtGqizKMgPL3A+3y3g4X8uclzMW7h7L3A+3y1g4f/P6Tm6t/VaS549UzXxcWWeBqq9V1Q0mPMbjk/zfkSoLVM3AMvfD7WqtHZzkIxncT7jX55Lc2stmZmPZc63rLFB16CT3o7bWDk3yhZEqC1TNwLL3w+0YvvTzxKw9770gyc1X8QUa+yw6AIB5GX4pvi1rb5T5SpJHTnlxqpbkZVm7OFUleZzFqYD1tNaumUHyfPSk/ZtJ7rOTJEZVXVBVp438nFpVn6yq11XVE5PcOMkbRna5dZL3DVd1BfixaZxHDY/x3JGqP93oAUeAcc3qPGpMv53kU526X5lxm8AuMqUx6px16k7N4A0hm6qqTyQ5oVP9yDHbBXpC3ggYh9wNsBG5E2AzchfAOOZ1z12SR2ftA4mnWJwK+m1a1xuttStl8PDv6IMqFyV5VZL7Jrl2kv0zeLv6EUmekeQbw+32TfKYJB8fjlfAJqaYJ3hJLl2c6rQkz5pKgAtSVednMAadN1J9tUz+AB1jWIF81XrXyQdMeIzu9usdkx1YgX64LcbD+VmBvJyxcBdYgX64LcbC+Zrzd/JjO+VXTPn46+n+jkw6Fq63j/FwylagH25LVZ2ZwUsuR+cBbp7Byy+ZshXJte50TDQeztiK9MOJDedDj01y+kj1/kket5CAFswCVcBKmPNFwgsyuGFm1FOr6sQptwMsgeFq0v+QtatJn5Hk3lX1hfX3mo5houDhSf5mpPp6Sf5ilu0Cu4sbk4C+WuR5VPLjJOPzOtU/M1y0GFhxUxyj1ps8e/UED379Zad899bavhO0DyyQvBEwDrkbYCNyJ8Bm5C6AcXgwB9jIlK83XpTBQyh7fSfJkVX1y1X17qr6VlVdWFVnV9XJVfXcJLdM8vaRfW6S5K2ttctN/qeB1TCt39vW2mOSHD1S9aSq+uF0olycqvpGLnt9cvR627J9K5KvsihLz61IP9w24+HsrUhezljYcyvSD7fNWDgf8/xObq39ZAYL6+x1US67QNosWKCq51akH27b8MV27+5UGw+nbIVyrRao6rEV6ofbMsx//lmneiXHQwtUAUtvzhcJf5DkqZ3q36mqLVf+BlZPa+3KGVyk32ak+qwMbuT7zDxiqKpLkjwlyY9Gqn+utXb4BrsAK8SNSUBf9eE8auhdnfI1klxnju0DPTTlMep769R9dIL9P5bk4pHylbL2YTKgp/pwviNvBP0ndwNspA/nEkNyJ9BDchfAODyYA2xkmucSrbWbJ3lUp/qhVfWxzfarqrOTPCTJKSPVt0vy3yZpH1bFtH5vW2vXSvInI1Wvrqrutf9u9s5O+bYLiWJJrUq+aji/1n1I9hoTHuaanfJ6195sw6r0wykwHs7IquTljIX9tir9cAqMhTO0gO/k7uL4b6uqb86gna6zO+UrtNYOnPAYxsMZWaF+uFPGwxlasVxrd0x0ftgTK9YPd6I7Ht5m3a2WnAWqgKU2z4uE1trvJXlmp/r4quq+3QAgrbUrZnBCeseR6u8nObqqPjXPWKrqW0n+cTS8JPedZwxA/7gxCeirnp1HnZWdJ8qBJTKDMeqUdepOH3fnqjovl52Au9o24gDmqGfnO/JG0FNyN8BGenYuIXcCPSN3AYzDgznARmZwLvGQDHKOe72vqk4aZ8fheUT3/txf3kYMsNSm/Hv7tCQHD///3CQvbK3deKufJHs6x7l2Z5uD0w+ndcpyGFOygvmq7oKuN5pw/+72U10gdlWtYD/cidM65T7FtmutYF7OWNhDK9gPd+K0TtlYOCXz/k5urR2U5KGd6pdPu531VNV3M8irjrrhhIcxHs7AKvXDKTitUzYeTskK5lqdH/bQCvbDnTitU95/OKe6UrqJXoClMc+LhNbabyX5/zrVz62q50yzHWA5DFc7f3uSu45Un5PkflX1L4uJKp9Pcv+R8qELigPogXncmDTGfuvemDQaT1WdOWEswC7X0/Oo85KMJhUPWFAcwILNaIxa72Gv8yc8Rnf7y28zFmAOenq+I28EPSN3A2ykp+cScifQE3IXwDg8mANsZEbnErfrlN874f7/0D1ea+1yVTXp+QgspRn83o5e0x+Y5GPbDO21nfILM8hTLtp5nbIcxhSsaL7qs0nuMFKedG7tJuscjx1Y0X64E8bDKVvRvJyxsGdWtB/uhLFwBhb0nfywJAeNlE8fxjAvn01y5Ej50Ew2phkPp2xF++FOGA9nYEVzrZ9NcsxI2fnhgq1oP9yJ7niYDMbE7gLUS80CVcBSmudFQmvtqUme36l+QVU9Y5rtAMuhtXZAkr9PcveR6h8m+dmq+vBiokqSXNgpX24hUQAL58YkoK/6eB7VWmu57NuazlhELMBizXCM+mwG12v7jdRdZcJjdLf/7g7iAWaoj+c7Q/JG0CNyN8BG+nguIXcC/SF3AYzDgznARmZ4LtE9D/jmhPt3t98ng4W4T992RLAk+pgn2AWu3inLYexQH/vhnPJVn+6U75bkRRPsf2Sn3D0eE1jhfrgTxsMpWuG8nLGwR1a4H+6EsXDKFvid/NhO+VVVdfEM2+v6dNaOaXdL8nfj7DjM1952neOxTSvcD3fCeDhlK5xrXe/8cBI/ucXxmMAK98Od6I6HSX/OXedmn0UHADBt87xIaK09Ocmfdqr/T1UdN812gOXQWrt8krcmuddI9Y+SPLCq3r+QoC51/U75WwuJAlioPk7EAyS9Po+6Q9ZOrF+SyROowC43yzGqqn6U5J861beaILZDklxhpOqS9GOCBujo8flOIm8EvSF3A2ykx+cScifQA3IXwDg8mANsZMbXG9/rlA+ccP+D1qk7Z5uxwNLocZ6g7+7SKX9jIVEsiR73w3nkq97ZKd9zuCDRllprN09y7ZGqM5J8fFqBrZoV74c7YTyckhXPyxkLe2LF++FOGAunaFHfycPxpLvg3Stm1d4GuuPhvSbY9x5J9oyUT64q921t04r3w50wHk7Riuda35NkdP7njq21K46z43C7I0aqLhoej21Y8X64E93x8DtV1X0B8NKzQBWwVOZ5kdBae3ySF3eqX5rk16bZDrAcWmv7J/nbJPceqT4/yYOq6r2LiWqgtbZvkp/uVH9hEbEAi9PjiXhgxfX5PCrJL3bKn6iqviQ/gTmY0xj1xk756An27W77qar6wQ7jAaasz+c78kbQH3I3wEb6fC4RuRNYOLkLYBwezAE2Modzie4DbXeYcP87dso/dC7Bqpvl721VPa2q2qQ/Sb7SOdRRnW2etpO4pugRnfJJiwhiGax6vqqqTk5y2kjV9ZL8zJi7H9spv9UCrtuz6v1wh4yHU7DqeTljYT+sej/cIWPhlCz4O/lxnfL7quqLM26z611Jzhsp322YFx3HsZ3ym6YS0QrSD7dnOHfw4E71SQsIZSmseq61qs5I8sGRqv1z2WujjfxS1i7y+/6qOnNasa2SVe+HO9TtryctIohFs0AVsDTmeZHQWntMBotRja7e/sokT6qqmmZbwO7XWtuT5PVJ7jdSfWGSh1TVuxYT1RpPSnKtkfJFSd6+oFiABXBjEtBXfT6PGk4OPrlT/ZZFxAIsxhzHqL9J8v2R8s+11m46Rnz7J/n1TvXfTzEuYAr6fL4zJG8EPSB3A2ykz+cScieweHIXwDg8mANsZE7nEid1yse01q4+wf5P7JQ/sLNwYHfrc56g74bPBtypUy2PsQ197odzzlf9Vaf89K12aK1dLcnjO9V/ObWIVoh+uH3Gw+mQl/sxY+EC6YfbZyycnkV+Jw/bflSn+uWzbHM9VfXDXHYht3HGw8OTHDNSdVGS10wxtJWhH+7I0zNYZHKvi5O8bUGx7GpyrT/WPa/7jdba5TbbYfh59z60E6Ya1YrQD7evtXavXHbBvpU8P7RAFbAU5nmR0Fp7eAZvahtdnOqvkzze4lRAV2tt3wzGiJ8bqb4oycOqamrJ09bafVprR21jvwck+eNO9WusIAyro88T8cBqm+N51F1aa/eYcJ/DM1iY4YCR6u8mefG04gL6bV5jVJIMr8+eN1K1X5JXt9YO3GLX/51k9E1b5yR50TRjA3ZG3ggYh9wNsBG5E2AzchfAODyYA2xkjucS70kymm+8YpK/bK3tN0aMj0vy853q7gOfsDLmeQ0wT621V7XWauTnVVts/+DW2k0mbOMBSV7SqX5vVX1ownBX3rLmqybth0N/nLXfcUe11n5tkzb2SfL/J7naSPW7qup9Y7TFCP3wx9sbDxdkWfNyxsLdRT/88fbGwgXqwTXKA7L2pXxnZwp5g9baSZ1+ePwYux2fQd51r2Nbaw/cpI3LJ3llkv1Hql9eVaduJ+ZVph/+ePtHtdautdk26+zzhCTP7lS/qqq6L7RjC8uaa22tHd/phyeNEeMJST4/Ur5Zkv+1xT5/ONxur//I4O+TCeiHP97+Z1prt9sqls4+d8lgUdbRdUU+n+TESY6zLPYsOgCAnZrnRUJr7ZgMVnAfXeDv9UkeU1WXTLMtYGm8IslDO3XPTHJya+3GEx7rm1X1ow0+u1WSF7TWPprktUneWlWnbXSg1tpPJPnVJI/M2hPjM5L81oRxAbtUD5KtAJuZ13nULZK8srX24QzeLPPWqvrP9TYcrtz/xAzeBnLFzsfHVdXZE8YF7F7zGqP2ekGSxyQ5fFi+a5L3tdZ+pao+Nrpha+26GdzA84jOMX6vqs6YMDZgtuSNgE3J3QBbkDsBNiN3AWyqB9cbM3kwB5iauZxLVNU5rbU/yNqF8u+X5EOttd+sqvd392mtXT/JM5I8ufPR55O8asLYYJnM+xqgrx6Y5MTW2lsyuMf/XRvlI1prN0/ym0kem7XzId9P8tRZB7qk5KuGqurs1tqzsnbhoRcO4/mjqjpnJMYbZrAgx+giBecn+e1ZxLYC9MMB4+HiyMsNGQsXSj8cMBY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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(figsize = (16, 9), dpi = 300, nrows = 4, ncols = 3) \n", "\n", "for i, month in enumerate(months):\n", " ax = plt.subplot(4, 3, i + 1)\n", " if month in [\"January\", \"February\", \"December\"]:\n", " col = \"lightblue\"\n", " if month in [\"March\", \"April\", \"May\"]:\n", " col = \"lightgreen\"\n", " if month in [\"June\", \"July\", \"August\"]:\n", " col = \"orangered\"\n", " if month in [\"September\",\"October\", \"November\"]:\n", " col = \"coral\"\n", "\n", " # цвет границ k - от black, b уже занято blue, c'est la vie\n", " ax.hist(temp[month], edgecolor = \"k\", color = col) \n", " ax.set_title(month) \n", "\n", "# заодно скорректируем расстояние между графиками, \n", "# чтобы подписи по осям верхнего графика не накладывались на заголовок нижнего\n", "\n", "fig.tight_layout(pad = 1)" ] }, { "cell_type": "markdown", "metadata": { "id": "txGZ9hBiAujq" }, "source": [ "И еще немного усовершенствуем график – сделаем ширину столбцов гистограмм равной 0.5, добавим к каждому графику одинаковые ограничения по оси X и дорисуем сетку:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 594 }, "id": "mIz2_CVIpWSE", "outputId": "ae921a3c-215a-4bb2-eca8-49b15fc4c649" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(figsize = (16, 9), dpi = 300, nrows = 4, ncols = 3) \n", "\n", "for i, month in enumerate(months):\n", " ax = plt.subplot(4, 3, i + 1)\n", " if month in [\"January\", \"February\", \"December\"]:\n", " col = \"lightblue\"\n", " if month in [\"March\", \"April\", \"May\"]:\n", " col = \"lightgreen\"\n", " if month in [\"June\", \"July\", \"August\"]:\n", " col = \"orangered\"\n", " if month in [\"September\",\"October\", \"November\"]:\n", " col = \"coral\"\n", "\n", " # arange () с min и max – определяем для каждого месяца минимальное и максимальное значение, \n", " # чтобы получить набор границ для разбиения на столбцы с шагом 0.5 (у каждого месяца свой)\n", "\n", " ax.hist(temp[month], bins = np.arange(min(temp[month]), max(temp[month]), 0.5), \n", " edgecolor = \"k\", color = col) \n", "\n", " ax.set_title(month) \n", " ax.set_xlim(left = 19, right = 31)\n", "\n", " ax.set_axisbelow(True)\n", " ax.grid(b = True, color = \"grey\", linestyle = \"-.\", linewidth = 0.5, alpha = 0.4)\n", "\n", "\n", "fig.tight_layout(pad = 1)" ] }, { "cell_type": "markdown", "metadata": { "id": "GoxWzLRgBdHS" }, "source": [ "Итак, графики почти совершенны, поэтому давайте перейдем к следующей задаче. А задача такая – построить графики по группам, только теперь в предположении, что названия групп у нас есть в самом датафрейме в виде обычного столбца. В рамках наших данных такую ситуацию можно воспроизвести, переведя датафрейм `temp` к другому виду и добавив туда столбец с названием времени года.\n", "\n", "Добавим столбец с годом в датафрейм `temp`, просто забрав его из исходного датафрейма `df`:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "0CqevND3qmAb" }, "outputs": [], "source": [ "temp[\"Year\"] = df[\"YEAR\"] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Вспомним, как выглядит датафрейм `temp`:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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JanuaryFebruaryMarchAprilMayJuneJulyAugustSeptemberOctoberNovemberDecemberYear
027.7327.9725.7026.4922.4222.7622.1421.0321.4622.4623.0625.851973
126.6827.1626.5623.9422.7620.7021.2021.8122.9122.8024.5124.541974
225.2726.9226.4322.8221.3720.5019.6822.9822.4022.6524.1126.531975
327.4826.2025.5524.9922.0121.1820.1421.1521.2722.0624.4025.561976
427.1328.5126.8824.2222.3522.1323.0722.2922.4423.9224.4824.841977
527.4426.5526.4223.3921.8520.0321.9421.2822.4923.5125.0025.661978
623.8625.6924.8023.3623.0520.3020.2922.4222.0524.2524.0726.021979
725.3927.2427.8324.6323.4121.2021.8122.2221.0523.1024.2027.011980
827.4228.0626.2623.8522.8720.9419.9021.5023.1922.4925.2525.731981
924.5527.5125.0022.7321.5822.4421.3022.3422.4123.5026.1524.981982
1026.8127.6325.9924.0823.8221.1821.5520.9120.5323.0325.2525.941983
1128.5628.8526.5424.4624.7722.9122.2021.0021.9124.4425.1125.241984
1225.5328.8526.5424.4624.7722.9122.2021.0021.9124.4425.1125.241985
1325.5327.9326.9525.9724.7722.7021.0922.6621.4623.0425.7626.171986
1427.6827.2525.8625.8522.7320.4822.4320.8021.0222.9624.5926.071987
1528.8226.0326.4924.6522.7019.7419.2421.3621.8922.1923.5725.751988
1626.9826.5926.4525.4321.9220.9019.4721.6721.7022.0724.8525.861989
1728.6327.4727.5027.0522.1921.5020.2519.9521.1724.2126.1926.081990
1825.4426.4325.5224.7221.6921.4219.6420.9120.8023.5924.4927.261991
1927.3726.4326.7524.6323.5523.3120.7720.9421.7423.6723.8325.381992
2027.4827.2526.8125.6822.8520.9820.7720.9421.7423.6723.8325.381993
2127.4827.2526.5624.9723.9521.1621.5920.8522.7224.5625.6327.321994
2228.6427.5926.7524.9723.1721.8423.0623.9023.0523.2125.1325.931995
2328.4828.1726.7625.0922.0121.1619.6520.5921.4423.5023.9626.511996
2426.5228.0325.3524.5722.4321.5322.0021.7623.2824.2526.2727.771997
2528.5728.3227.7226.0322.8920.5921.3023.2123.4823.2323.5426.861998
2627.8327.9627.0024.6922.2121.2521.5620.9422.7721.6223.0425.701999
2727.0826.8925.8524.9522.7821.9420.2321.4622.2825.2425.2826.752000
2828.2528.5527.8327.1723.2422.6721.3222.2322.2023.0624.4725.822001
2927.0426.2927.7226.3423.3823.0821.2723.4921.7825.6725.6726.452002
3026.9426.2927.7226.3423.3823.0821.2723.4921.7825.6725.6726.452003
3126.9426.2925.6125.4222.4621.5020.7021.2323.7623.1925.0725.652004
3226.7526.1226.6426.0923.8522.4120.9123.4122.1825.4524.6025.262005
3327.6227.6027.0124.8821.9421.3921.4722.6322.2323.5524.5726.622006
3427.6227.6027.0124.8821.9421.3921.4722.6322.2324.9125.0726.972007
3526.2526.5426.3725.2822.6921.5921.0822.6621.8824.3724.2725.392008
3626.3227.9626.5524.2123.1620.7121.2121.8824.0124.0727.9126.202009
3728.5829.1026.4924.5922.8720.3521.9321.2522.7422.8624.4526.922010
3828.1428.6925.5025.4821.8620.5220.6122.3221.7923.7123.2425.472011
3925.8727.9026.5725.2922.2522.6721.6722.0723.0225.2224.1428.532012
4026.1328.1826.1824.2022.9422.5920.8621.7123.4223.6024.7526.052013
4128.9928.9527.5925.9923.2922.8421.4422.6423.8924.8425.8428.382014
4229.9328.4326.7825.9323.1821.9822.9323.5323.2825.3326.4328.382015
4327.0828.9827.4327.9322.9320.5321.5323.2323.0324.4824.7827.222016
4428.9228.2726.9725.5222.5721.9720.0222.4224.2225.9725.4727.012017
4528.0627.2127.8126.2623.8122.9122.9621.9123.7124.5625.6127.552018
4630.2528.0527.5026.5524.8523.1021.7522.3023.0525.2525.6127.552019
\n", "
" ], "text/plain": [ " January February March April May June July August September \\\n", "0 27.73 27.97 25.70 26.49 22.42 22.76 22.14 21.03 21.46 \n", "1 26.68 27.16 26.56 23.94 22.76 20.70 21.20 21.81 22.91 \n", "2 25.27 26.92 26.43 22.82 21.37 20.50 19.68 22.98 22.40 \n", "3 27.48 26.20 25.55 24.99 22.01 21.18 20.14 21.15 21.27 \n", "4 27.13 28.51 26.88 24.22 22.35 22.13 23.07 22.29 22.44 \n", "5 27.44 26.55 26.42 23.39 21.85 20.03 21.94 21.28 22.49 \n", "6 23.86 25.69 24.80 23.36 23.05 20.30 20.29 22.42 22.05 \n", "7 25.39 27.24 27.83 24.63 23.41 21.20 21.81 22.22 21.05 \n", "8 27.42 28.06 26.26 23.85 22.87 20.94 19.90 21.50 23.19 \n", "9 24.55 27.51 25.00 22.73 21.58 22.44 21.30 22.34 22.41 \n", "10 26.81 27.63 25.99 24.08 23.82 21.18 21.55 20.91 20.53 \n", "11 28.56 28.85 26.54 24.46 24.77 22.91 22.20 21.00 21.91 \n", "12 25.53 28.85 26.54 24.46 24.77 22.91 22.20 21.00 21.91 \n", "13 25.53 27.93 26.95 25.97 24.77 22.70 21.09 22.66 21.46 \n", "14 27.68 27.25 25.86 25.85 22.73 20.48 22.43 20.80 21.02 \n", "15 28.82 26.03 26.49 24.65 22.70 19.74 19.24 21.36 21.89 \n", "16 26.98 26.59 26.45 25.43 21.92 20.90 19.47 21.67 21.70 \n", "17 28.63 27.47 27.50 27.05 22.19 21.50 20.25 19.95 21.17 \n", "18 25.44 26.43 25.52 24.72 21.69 21.42 19.64 20.91 20.80 \n", "19 27.37 26.43 26.75 24.63 23.55 23.31 20.77 20.94 21.74 \n", "20 27.48 27.25 26.81 25.68 22.85 20.98 20.77 20.94 21.74 \n", "21 27.48 27.25 26.56 24.97 23.95 21.16 21.59 20.85 22.72 \n", "22 28.64 27.59 26.75 24.97 23.17 21.84 23.06 23.90 23.05 \n", "23 28.48 28.17 26.76 25.09 22.01 21.16 19.65 20.59 21.44 \n", "24 26.52 28.03 25.35 24.57 22.43 21.53 22.00 21.76 23.28 \n", "25 28.57 28.32 27.72 26.03 22.89 20.59 21.30 23.21 23.48 \n", "26 27.83 27.96 27.00 24.69 22.21 21.25 21.56 20.94 22.77 \n", "27 27.08 26.89 25.85 24.95 22.78 21.94 20.23 21.46 22.28 \n", "28 28.25 28.55 27.83 27.17 23.24 22.67 21.32 22.23 22.20 \n", "29 27.04 26.29 27.72 26.34 23.38 23.08 21.27 23.49 21.78 \n", "30 26.94 26.29 27.72 26.34 23.38 23.08 21.27 23.49 21.78 \n", "31 26.94 26.29 25.61 25.42 22.46 21.50 20.70 21.23 23.76 \n", "32 26.75 26.12 26.64 26.09 23.85 22.41 20.91 23.41 22.18 \n", "33 27.62 27.60 27.01 24.88 21.94 21.39 21.47 22.63 22.23 \n", "34 27.62 27.60 27.01 24.88 21.94 21.39 21.47 22.63 22.23 \n", "35 26.25 26.54 26.37 25.28 22.69 21.59 21.08 22.66 21.88 \n", "36 26.32 27.96 26.55 24.21 23.16 20.71 21.21 21.88 24.01 \n", "37 28.58 29.10 26.49 24.59 22.87 20.35 21.93 21.25 22.74 \n", "38 28.14 28.69 25.50 25.48 21.86 20.52 20.61 22.32 21.79 \n", "39 25.87 27.90 26.57 25.29 22.25 22.67 21.67 22.07 23.02 \n", "40 26.13 28.18 26.18 24.20 22.94 22.59 20.86 21.71 23.42 \n", "41 28.99 28.95 27.59 25.99 23.29 22.84 21.44 22.64 23.89 \n", "42 29.93 28.43 26.78 25.93 23.18 21.98 22.93 23.53 23.28 \n", "43 27.08 28.98 27.43 27.93 22.93 20.53 21.53 23.23 23.03 \n", "44 28.92 28.27 26.97 25.52 22.57 21.97 20.02 22.42 24.22 \n", "45 28.06 27.21 27.81 26.26 23.81 22.91 22.96 21.91 23.71 \n", "46 30.25 28.05 27.50 26.55 24.85 23.10 21.75 22.30 23.05 \n", "\n", " October November December Year \n", "0 22.46 23.06 25.85 1973 \n", "1 22.80 24.51 24.54 1974 \n", "2 22.65 24.11 26.53 1975 \n", "3 22.06 24.40 25.56 1976 \n", "4 23.92 24.48 24.84 1977 \n", "5 23.51 25.00 25.66 1978 \n", "6 24.25 24.07 26.02 1979 \n", "7 23.10 24.20 27.01 1980 \n", "8 22.49 25.25 25.73 1981 \n", "9 23.50 26.15 24.98 1982 \n", "10 23.03 25.25 25.94 1983 \n", "11 24.44 25.11 25.24 1984 \n", "12 24.44 25.11 25.24 1985 \n", "13 23.04 25.76 26.17 1986 \n", "14 22.96 24.59 26.07 1987 \n", "15 22.19 23.57 25.75 1988 \n", "16 22.07 24.85 25.86 1989 \n", "17 24.21 26.19 26.08 1990 \n", "18 23.59 24.49 27.26 1991 \n", "19 23.67 23.83 25.38 1992 \n", "20 23.67 23.83 25.38 1993 \n", "21 24.56 25.63 27.32 1994 \n", "22 23.21 25.13 25.93 1995 \n", "23 23.50 23.96 26.51 1996 \n", "24 24.25 26.27 27.77 1997 \n", "25 23.23 23.54 26.86 1998 \n", "26 21.62 23.04 25.70 1999 \n", "27 25.24 25.28 26.75 2000 \n", "28 23.06 24.47 25.82 2001 \n", "29 25.67 25.67 26.45 2002 \n", "30 25.67 25.67 26.45 2003 \n", "31 23.19 25.07 25.65 2004 \n", "32 25.45 24.60 25.26 2005 \n", "33 23.55 24.57 26.62 2006 \n", "34 24.91 25.07 26.97 2007 \n", "35 24.37 24.27 25.39 2008 \n", "36 24.07 27.91 26.20 2009 \n", "37 22.86 24.45 26.92 2010 \n", "38 23.71 23.24 25.47 2011 \n", "39 25.22 24.14 28.53 2012 \n", "40 23.60 24.75 26.05 2013 \n", "41 24.84 25.84 28.38 2014 \n", "42 25.33 26.43 28.38 2015 \n", "43 24.48 24.78 27.22 2016 \n", "44 25.97 25.47 27.01 2017 \n", "45 24.56 25.61 27.55 2018 \n", "46 25.25 25.61 27.55 2019 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp" ] }, { "cell_type": "markdown", "metadata": { "id": "Cwy2dR-WBlOI" }, "source": [ "Для дальнейшей работы нам понадобится датафрейм с другой структурой – таблица с тремя столбцами *год*, *месяц*, *температура*, где одна строка содержит температуру воздуха в конкретный месяц в конкретный год. Для получения такой таблицы нам понадобится преобразование, которое называется переходом от широкого формата датафрейма (*wide format*) к длинному формату датафрейма (*long format*). Его можно осуществить с помощью функции `melt()`, она транспонирует каждую строчку таблицы:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Yearvariablevalue
01973January27.73
11974January26.68
21975January25.27
31976January27.48
41977January27.13
............
5592015December28.38
5602016December27.22
5612017December27.01
5622018December27.55
5632019December27.55
\n", "

564 rows × 3 columns

\n", "
" ], "text/plain": [ " Year variable value\n", "0 1973 January 27.73\n", "1 1974 January 26.68\n", "2 1975 January 25.27\n", "3 1976 January 27.48\n", "4 1977 January 27.13\n", ".. ... ... ...\n", "559 2015 December 28.38\n", "560 2016 December 27.22\n", "561 2017 December 27.01\n", "562 2018 December 27.55\n", "563 2019 December 27.55\n", "\n", "[564 rows x 3 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# id_vars: столбцы, по которым будут растягиваться данные\n", "# value_vars: столбцы, по которым собираем данные\n", "# каждый год растягиваем на 12 месяцев\n", "# сложно воспримается, проще сравнить было-стало\n", "\n", "pd.melt(temp, id_vars = [\"Year\"], value_vars = months)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сохраним результат преобразования в датафрейм `new`, добавив содержательные названия столбцов вместо `variable` и `value`:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "gID6DCAMveTl", "outputId": "fb705f05-f211-474c-b2ff-c34804908077" }, "outputs": [], "source": [ "new = pd.melt(temp, id_vars = [\"Year\"], \n", " value_vars = months, var_name = \"Month\", value_name = \"Temp\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "gID6DCAMveTl", "outputId": "fb705f05-f211-474c-b2ff-c34804908077" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearMonthTemp
01973January27.73
4701973November23.06
3761973September21.46
4231973October22.46
2351973June22.76
............
1402019March27.50
932019February28.05
462019January30.25
5162019November25.61
5632019December27.55
\n", "

564 rows × 3 columns

\n", "
" ], "text/plain": [ " Year Month Temp\n", "0 1973 January 27.73\n", "470 1973 November 23.06\n", "376 1973 September 21.46\n", "423 1973 October 22.46\n", "235 1973 June 22.76\n", ".. ... ... ...\n", "140 2019 March 27.50\n", "93 2019 February 28.05\n", "46 2019 January 30.25\n", "516 2019 November 25.61\n", "563 2019 December 27.55\n", "\n", "[564 rows x 3 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# простая сортировка тут не очень, месяцы сортируются не хронологически, а по алфавиту\n", "# но нам пока хронологический порядок не нужен, just to note\n", "\n", "new.sort_values(\"Year\")" ] }, { "cell_type": "markdown", "metadata": { "id": "_iEFZ6PhCSQZ" }, "source": [ "Напишем функцию для определения времени года и применим ее через метод `.apply()` к столбцу с названиями месяцев:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "iqht-gkNv9JF" }, "outputs": [], "source": [ "def to_season(x):\n", " if x in [\"January\", \"February\", \"December\"]:\n", " r = \"Winter\"\n", " if x in [\"March\", \"April\", \"May\"]:\n", " r = \"Spring\"\n", " if x in [\"June\", \"July\", \"August\"]:\n", " r = \"Summer\"\n", " if x in [\"September\",\"October\", \"November\"]:\n", " r = \"Autumn\"\n", " return r" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "pGDjDNtJyAtm" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearMonthTempSeason
01973January27.73Winter
11974January26.68Winter
21975January25.27Winter
31976January27.48Winter
41977January27.13Winter
...............
5592015December28.38Winter
5602016December27.22Winter
5612017December27.01Winter
5622018December27.55Winter
5632019December27.55Winter
\n", "

564 rows × 4 columns

\n", "
" ], "text/plain": [ " Year Month Temp Season\n", "0 1973 January 27.73 Winter\n", "1 1974 January 26.68 Winter\n", "2 1975 January 25.27 Winter\n", "3 1976 January 27.48 Winter\n", "4 1977 January 27.13 Winter\n", ".. ... ... ... ...\n", "559 2015 December 28.38 Winter\n", "560 2016 December 27.22 Winter\n", "561 2017 December 27.01 Winter\n", "562 2018 December 27.55 Winter\n", "563 2019 December 27.55 Winter\n", "\n", "[564 rows x 4 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new[\"Season\"] = new[\"Month\"].apply(to_season) \n", "new" ] }, { "cell_type": "markdown", "metadata": { "id": "EUBM05waChUW" }, "source": [ "Так как далее нам придется группировать строки по времени года, давайте вспомним, как выглядит результат группировки данных через `.groupby()`:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "mAEpN4M_yJMX", "outputId": "d923d5b0-ab18-4c76-b181-519c9ac2356b" }, "outputs": [ { "data": { "text/plain": [ "[('Autumn', Year Month Temp Season\n", " 376 1973 September 21.46 Autumn\n", " 377 1974 September 22.91 Autumn\n", " 378 1975 September 22.40 Autumn\n", " 379 1976 September 21.27 Autumn\n", " 380 1977 September 22.44 Autumn\n", " .. ... ... ... ...\n", " 512 2015 November 26.43 Autumn\n", " 513 2016 November 24.78 Autumn\n", " 514 2017 November 25.47 Autumn\n", " 515 2018 November 25.61 Autumn\n", " 516 2019 November 25.61 Autumn\n", " \n", " [141 rows x 4 columns]), ('Spring', Year Month Temp Season\n", " 94 1973 March 25.70 Spring\n", " 95 1974 March 26.56 Spring\n", " 96 1975 March 26.43 Spring\n", " 97 1976 March 25.55 Spring\n", " 98 1977 March 26.88 Spring\n", " .. ... ... ... ...\n", " 230 2015 May 23.18 Spring\n", " 231 2016 May 22.93 Spring\n", " 232 2017 May 22.57 Spring\n", " 233 2018 May 23.81 Spring\n", " 234 2019 May 24.85 Spring\n", " \n", " [141 rows x 4 columns]), ('Summer', Year Month Temp Season\n", " 235 1973 June 22.76 Summer\n", " 236 1974 June 20.70 Summer\n", " 237 1975 June 20.50 Summer\n", " 238 1976 June 21.18 Summer\n", " 239 1977 June 22.13 Summer\n", " .. ... ... ... ...\n", " 371 2015 August 23.53 Summer\n", " 372 2016 August 23.23 Summer\n", " 373 2017 August 22.42 Summer\n", " 374 2018 August 21.91 Summer\n", " 375 2019 August 22.30 Summer\n", " \n", " [141 rows x 4 columns]), ('Winter', Year Month Temp Season\n", " 0 1973 January 27.73 Winter\n", " 1 1974 January 26.68 Winter\n", " 2 1975 January 25.27 Winter\n", " 3 1976 January 27.48 Winter\n", " 4 1977 January 27.13 Winter\n", " .. ... ... ... ...\n", " 559 2015 December 28.38 Winter\n", " 560 2016 December 27.22 Winter\n", " 561 2017 December 27.01 Winter\n", " 562 2018 December 27.55 Winter\n", " 563 2019 December 27.55 Winter\n", " \n", " [141 rows x 4 columns])]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(new.groupby(\"Season\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Метод `groupby()` возвращает список пар из названий группы и строк, которые ему соответствуют (текстовая строка и маленький датафрейм для каждой группы). Пользуясь этим удобным результатом и циклом `for`, мы сможем построить графики для каждого времени года. Для этого нужно вспомнить предыдущий пример с `subplot()` и учесть, что здесь нам нужен не только номер графика, но и название группы вместе с датафреймом, ей соответствующим:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 612 }, "id": "5v4w_jyXyYAn", "outputId": "7ed87862-2aa1-48e8-dff4-c913d1f74022" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# четыре сезона, график 2 на 2\n", "\n", "fig, ax0 = plt.subplots(figsize = (16, 9), dpi = 300, nrows = 2, ncols = 2) \n", "\n", "# если непонятно, что есть что, запустите в отдельной ячейке\n", "# for i, (group, data) in enumerate(new.groupby(\"Season\")):\n", " # print(i, group, data)\n", "\n", "for i, (group, data) in enumerate(new.groupby(\"Season\")):\n", " ax = plt.subplot(2, 2, i + 1)\n", " ax.hist(data[\"Temp\"], edgecolor = \"k\")\n", " ax.set_title(group)" ] }, { "cell_type": "markdown", "metadata": { "id": "xfwup8OWzMXO" }, "source": [ "Готово! При желании графики можно еще доработать, как изменять цвета и другие настройки, характерные для гистограмм, мы уже знаем." ] } ], "metadata": { "colab": { "provenance": [] }, "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 1 }