{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "plt.rc(\"figure\", figsize=(10, 6))\n", "np.set_printoptions(precision=4)\n", "pd.options.display.max_columns = 20\n", "pd.options.display.max_rows = 20\n", "pd.options.display.max_colwidth = 80" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Управление социального обеспечения США представило данные в виде набора файлов (по одному на каждый год), в которых указано общее число родившихся младенцев для каждой пары пол/имя. \n", "Архив этих файлов находится по адресу http://www.ssa.gov/oact/babynames/limits.html.\n", "\n", "Поскольку поля в исходном файле разделены запятыми, файл можно загрузить в объект DataFrame методом pandas.read_csv" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namesexbirths
0MaryF7065
1AnnaF2604
2EmmaF2003
3ElizabethF1939
4MinnieF1746
............
1995WoodieM5
1996WorthyM5
1997WrightM5
1998YorkM5
1999ZachariahM5
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2000 rows × 3 columns

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" ], "text/plain": [ " name sex births\n", "0 Mary F 7065\n", "1 Anna F 2604\n", "2 Emma F 2003\n", "3 Elizabeth F 1939\n", "4 Minnie F 1746\n", "... ... .. ...\n", "1995 Woodie M 5\n", "1996 Worthy M 5\n", "1997 Wright M 5\n", "1998 York M 5\n", "1999 Zachariah M 5\n", "\n", "[2000 rows x 3 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names1880 = pd.read_csv(\"babynames/yob1880.txt\",\n", " names=[\"name\", \"sex\", \"births\"])\n", "names1880" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "С этим набором можно проделать много интересного:\n", "* наглядно представить долю младенцев, получавших данное имя (совпадающее с вашим или какое-нибудь другое) за весь период времени;\n", "* определить относительный ранг имени;\n", "* найти самые популярные в каждом году имена или имена, для которых фиксировалось наибольшее увеличение или уменьшение частоты;\n", "* проанализировать тенденции выбора имен: количество гласных и согласных, длину, общее разнообразие, изменение в  написании, первые и последние буквы;\n", "* проанализировать внешние источники тенденций: библейские имена, имена знаменитостей, демографические изменения.\n", "\n", "В эти файлы включены только имена, которыми были названы не менее пяти младенцев в году, поэтому для простоты сумму значений в столбце sex можно считать общим числом родившихся в данном году младенцев" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sex\n", "F 90993\n", "M 110493\n", "Name: births, dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names1880.groupby(\"sex\")[\"births\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Поскольку в каждом файле находятся данные только за один год, то нужно собрать все данные в  единый объект DataFrame и добавить поле year. Это легко сделать методом pandas.concat" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pieces = []\n", "for year in range(1880, 2001):\n", " path = f\"babynames/yob{year}.txt\"\n", " frame = pd.read_csv(path, names=[\"name\", \"sex\", \"births\"])\n", "\n", " # Add a column for the year\n", " frame[\"year\"] = year\n", " pieces.append(frame)\n", "\n", "# Concatenate everything into a single DataFrame\n", "names = pd.concat(pieces, ignore_index=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Обратим внимание на два момента. Во-первых, напомним, что concat по умолчанию объединяет объекты DataFrame построчно. Во-вторых, следует задать параметр ignore_index=True, потому что нам неинтересно сохранять исходные номера строк, прочитанных методом read_csv. Таким образом, получили очень большой DataFrame, содержащий данные обо всех именах." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namesexbirthsyear
0MaryF70651880
1AnnaF26041880
2EmmaF20031880
3ElizabethF19391880
4MinnieF17461880
...............
1361925ZephM52000
1361926ZevenM52000
1361927ZiggyM52000
1361928ZoM52000
1361929ZyierM52000
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1361930 rows × 4 columns

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" ], "text/plain": [ " name sex births year\n", "0 Mary F 7065 1880\n", "1 Anna F 2604 1880\n", "2 Emma F 2003 1880\n", "3 Elizabeth F 1939 1880\n", "4 Minnie F 1746 1880\n", "... ... .. ... ...\n", "1361925 Zeph M 5 2000\n", "1361926 Zeven M 5 2000\n", "1361927 Ziggy M 5 2000\n", "1361928 Zo M 5 2000\n", "1361929 Zyier M 5 2000\n", "\n", "[1361930 rows x 4 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Имея эти данные, можем приступить к агрегированию на уровне года и пола, используя метод _groupby_ или _pivot_table_" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "total_births = names.pivot_table(\"births\", index=\"year\",\n", " columns=\"sex\", aggfunc=sum)\n", "total_births.tail()\n", "total_births.plot(title=\"Всего рождений по полу и году\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Далее вставим столбец _prop_, содержащий долю младенцев, получивших данное имя, относительно общего числа родившихся. Значение _prop_, равное 0.02, означает, что данное имя получили 2 из 100 младенцев. Затем сгруппируем данные по году и полу и добавим в каждую группу новый столбец" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def add_prop(group):\n", " group[\"prop\"] = group[\"births\"] / group[\"births\"].sum()\n", " return group\n", "names = names.groupby([\"year\", \"sex\"], group_keys=False).apply(add_prop)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namesexbirthsyearprop
0MaryF706518800.077643
1AnnaF260418800.028618
2EmmaF200318800.022013
3ElizabethF193918800.021309
4MinnieF174618800.019188
..................
1361925ZephM520000.000003
1361926ZevenM520000.000003
1361927ZiggyM520000.000003
1361928ZoM520000.000003
1361929ZyierM520000.000003
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1361930 rows × 5 columns

\n", "
" ], "text/plain": [ " name sex births year prop\n", "0 Mary F 7065 1880 0.077643\n", "1 Anna F 2604 1880 0.028618\n", "2 Emma F 2003 1880 0.022013\n", "3 Elizabeth F 1939 1880 0.021309\n", "4 Minnie F 1746 1880 0.019188\n", "... ... .. ... ... ...\n", "1361925 Zeph M 5 2000 0.000003\n", "1361926 Zeven M 5 2000 0.000003\n", "1361927 Ziggy M 5 2000 0.000003\n", "1361928 Zo M 5 2000 0.000003\n", "1361929 Zyier M 5 2000 0.000003\n", "\n", "[1361930 rows x 5 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "При выполнении такой операции группировки часто бывает полезно произвести проверку разумности результата, например удостовериться, что сумма значений в столбце _prop_ по всем группам равна 1." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "year sex\n", "1880 F 1.0\n", " M 1.0\n", "1881 F 1.0\n", " M 1.0\n", "1882 F 1.0\n", " ... \n", "1998 M 1.0\n", "1999 F 1.0\n", " M 1.0\n", "2000 F 1.0\n", " M 1.0\n", "Name: prop, Length: 242, dtype: float64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names.groupby([\"year\", \"sex\"])[\"prop\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Далее получим подмножество данных, чтобы упростить последующий анализ: первые 1000 имен для каждой комбинации пола и  года. Это еще одна групповая операция" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namesexbirthsyearprop
yearsex
1880F0MaryF706518800.077643
1AnnaF260418800.028618
2EmmaF200318800.022013
3ElizabethF193918800.021309
4MinnieF174618800.019188
\n", "
" ], "text/plain": [ " name sex births year prop\n", "year sex \n", "1880 F 0 Mary F 7065 1880 0.077643\n", " 1 Anna F 2604 1880 0.028618\n", " 2 Emma F 2003 1880 0.022013\n", " 3 Elizabeth F 1939 1880 0.021309\n", " 4 Minnie F 1746 1880 0.019188" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_top1000(group):\n", " return group.sort_values(\"births\", ascending=False)[:1000]\n", "grouped = names.groupby([\"year\", \"sex\"])\n", "top1000 = grouped.apply(get_top1000)\n", "top1000.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Это набор, содержащий первые 1000 записей. Его мы и будем использовать для исследования данных в дальнейшем." ] }, { "cell_type": "code", "execution_count": 24, "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", "
namesexbirthsyearprop
0MaryF706518800.077643
1AnnaF260418800.028618
2EmmaF200318800.022013
3ElizabethF193918800.021309
4MinnieF174618800.019188
\n", "
" ], "text/plain": [ " name sex births year prop\n", "0 Mary F 7065 1880 0.077643\n", "1 Anna F 2604 1880 0.028618\n", "2 Emma F 2003 1880 0.022013\n", "3 Elizabeth F 1939 1880 0.021309\n", "4 Minnie F 1746 1880 0.019188" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top1000 = top1000.reset_index(drop=True)\n", "top1000.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Имея полный набор данных и первые 1000 записей, можно приступить к анализу различных интересных тенденций. Для начала решим простую задачу: разобьем набор _top1000_ на части, относящиеся к мальчикам и девочкам." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "boys = top1000[top1000[\"sex\"] == \"M\"]\n", "girls = top1000[top1000[\"sex\"] == \"F\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Можно вывести на график временные ряды, например, количество Джонов и Мэри в каждом году, но для этого потребуется предварительное переформатирование. \n", "Сформируем сводную таблицу, в которой представлено общее число родившихся по годам и именам" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "total_births = top1000.pivot_table(\"births\", index=\"year\",\n", " columns=\"name\",\n", " aggfunc=sum)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь можно нанести на график несколько имен, воспользовавшись методом _plot_ объекта _DataFrame_" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 121 entries, 1880 to 2000\n", "Columns: 6413 entries, Aaliyah to Zula\n", "dtypes: float64(6413)\n", "memory usage: 5.9 MB\n" ] }, { "data": { "text/plain": [ "array([, ,\n", " , ], dtype=object)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "total_births.info()\n", "subset = total_births[[\"John\", \"Harry\", \"Mary\", \"Marilyn\"]]\n", "subset.plot(subplots=True, figsize=(12, 10),\n", " title=\"Число рождений в год\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Глядя на графики, можно сделать вывод, что эти имена в Америке вышли из моды, но на самом деле картина несколько сложнее" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Убывание кривых на рисунках выше можно объяснить тем, что меньше родителей стали выбирать такие распространенные имена. Эту гипотезу можно проверить и подтвердить имеющимися данными. Один из возможных показателей – доля родившихся в наборе 1000 самых популярных имен, который агрегируем по году и полу" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "table = top1000.pivot_table(\"prop\", index=\"year\",\n", " columns=\"sex\", aggfunc=sum)\n", "table.plot(title=\"Сумма доли 1000 имен (table1000.prop) по году и полу\",\n", " yticks=np.linspace(0, 1.2, 13))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Действительно, похоже, что разнообразие имен растет (доля в первой тысяче падает). Другой интересный показатель – количество различных имен среди первых 50 % родившихся, упорядоченное по популярности в порядке убывания. Вычислить его несколько сложнее. Рассмотрим только имена мальчиков, родившихся в 2000 году" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namesexbirthsyearprop
240877JacobM3445420000.017563
240878MichaelM3201620000.016321
240879MatthewM2856320000.014560
240880JoshuaM2752220000.014030
240881ChristopherM2491620000.012701
..................
241872VincenzoM14920000.000076
241873JaleelM14820000.000075
241874TracyM14820000.000075
241875LionelM14820000.000075
241876HarveyM14820000.000075
\n", "

1000 rows × 5 columns

\n", "
" ], "text/plain": [ " name sex births year prop\n", "240877 Jacob M 34454 2000 0.017563\n", "240878 Michael M 32016 2000 0.016321\n", "240879 Matthew M 28563 2000 0.014560\n", "240880 Joshua M 27522 2000 0.014030\n", "240881 Christopher M 24916 2000 0.012701\n", "... ... .. ... ... ...\n", "241872 Vincenzo M 149 2000 0.000076\n", "241873 Jaleel M 148 2000 0.000075\n", "241874 Tracy M 148 2000 0.000075\n", "241875 Lionel M 148 2000 0.000075\n", "241876 Harvey M 148 2000 0.000075\n", "\n", "[1000 rows x 5 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = boys[boys[\"year\"] == 2000]\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "После сортировки _prop_ в порядке убывания мы хотим узнать, сколько популярных имен нужно взять, чтобы достичь 50 %. Можно написать для этого цикл _for_, но _NumPy_ предлагает более хитроумный векторный подход. \n", "\n", "Если вычислить накопительные суммы _cumsum_ массива _prop_, а затем вызвать метод _searchsorted_, то будет возвращена позиция в массиве накопительных сумм, в которую нужно было бы вставить 0.5, чтобы не нарушить порядок сортировки" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "76" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_cumsum = df[\"prop\"].sort_values(ascending=False).cumsum()\n", "prop_cumsum[:10]\n", "prop_cumsum.searchsorted(0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Поскольку индексация массивов начинается с  нуля, то нужно прибавить к результату 1 и получится 77. Заметим, что в 1900 году этот показатель был гораздо меньше" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "25" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = boys[boys.year == 1900]\n", "in1900 = df.sort_values(\"prop\", ascending=False).prop.cumsum()\n", "in1900.searchsorted(0.5) + 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь можно применить данную операцию к  каждой комбинации года и пола; произведем группировку по этим полям с помощью метода _groupby_, а затем с помощью метода _apply_ применим функцию, возвращающую счетчик для каждой группы" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "def get_quantile_count(group, q=0.5):\n", " group = group.sort_values(\"prop\", ascending=False)\n", " return group.prop.cumsum().searchsorted(q) + 1\n", "\n", "diversity = top1000.groupby([\"year\", \"sex\"]).apply(get_quantile_count)\n", "diversity = diversity.unstack()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В получившемся объекте _DataFrame_ с именем _diversity_ хранится два временных ряда, по одному для каждого пола, индексированные по году. Его можно исследовать в Python и вывести на график" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diversity.head()\n", "fig = plt.figure()\n", "diversity.plot(title=\"Число популярных имен в 50%\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Как видим, девочкам всегда давали более разнообразные имена, чем мальчикам, и со временем эта тенденция проявляется все ярче. \n", "\n", "Для анализа того, что именно является причиной разнообразия (например, растет число вариантов написания одного и того же имени), нужно сделать доп.разбор" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "!!!***!!!\n", "\n", "В 2007 году исследовательница детских имен Лаура Уоттенберг (Laura Wattenberg) отметила на своем сайте (http://www.babynamewizard.com), что распределение имен мальчиков по последней букве за последние 100 лет существенно изменилось. \n", "Чтобы убедиться в этом, сначала агрегируем данные полного набора обо всех родившихся по году, полу и последней букве" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "def get_last_letter(x):\n", " return x[-1]\n", "\n", "last_letters = names[\"name\"].map(get_last_letter)\n", "last_letters.name = \"last_letter\"\n", "\n", "table = names.pivot_table(\"births\", index=last_letters,\n", " columns=[\"sex\", \"year\"], aggfunc=sum)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Затем выберем из всего периода три репрезентативных года и напечатаем первые несколько строк" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "sex F M \n", "year 1910 1960 2000 1910 1960 2000\n", "last_letter \n", "a 108376.0 691247.0 675485.0 977.0 5204.0 40837.0\n", "b NaN 694.0 372.0 411.0 3912.0 50892.0\n", "c 5.0 49.0 525.0 482.0 15476.0 26998.0\n", "d 6750.0 3729.0 4380.0 22111.0 262112.0 64251.0\n", "e 133569.0 435013.0 318199.0 28655.0 178823.0 148821.0" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subtable = table.reindex(columns=[1910, 1960, 2000], level=\"year\")\n", "subtable.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Далее пронормируем эту таблицу на общее число родившихся, чтобы вычислить новую таблицу, содержащую долю от общего количества родившихся для каждого пола и каждой последней буквы" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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26 rows × 6 columns

\n", "
" ], "text/plain": [ "sex F M \n", "year 1910 1960 2000 1910 1960 2000\n", "last_letter \n", "a 0.273390 0.341853 0.372381 0.005031 0.002440 0.020817\n", "b NaN 0.000343 0.000205 0.002116 0.001834 0.025943\n", "c 0.000013 0.000024 0.000289 0.002482 0.007257 0.013763\n", "d 0.017028 0.001844 0.002415 0.113858 0.122908 0.032753\n", "e 0.336941 0.215133 0.175417 0.147556 0.083853 0.075863\n", "... ... ... ... ... ... ...\n", "v NaN 0.000060 0.000023 0.000113 0.000037 0.000501\n", "w 0.000020 0.000031 0.000468 0.006329 0.007711 0.028417\n", "x 0.000015 0.000037 0.000406 0.003965 0.001851 0.005446\n", "y 0.110972 0.152569 0.135720 0.077349 0.160987 0.073000\n", "z 0.002439 0.000659 0.000845 0.000170 0.000184 0.001502\n", "\n", "[26 rows x 6 columns]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subtable.sum()\n", "letter_prop = subtable / subtable.sum()\n", "letter_prop" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Зная доли букв, теперь можно нарисовать столбчатые диаграммы для каждого пола, разбив их по годам" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Tpk3VN+FKEIYAAAAA2K1NmzZq1qyZJk2apLNnz6qkpEQzZ87UkSNHdPz48WseJy8vT02aNLFpq1Onjnx9fZWXl1fd07ZBGAIAAABgt7p16+o///mPvv/+e/n6+qpevXpav369evfuLReXmyNmcM8QAAAAgCrp3LmzduzYoYKCApWUlMjf319RUVE2l7z9nsDAQJ04ccKm7fLlyzpz5owCAwOre8o2bo7IBgAAAOCG5ePjI39/f+3bt09btmxRv379rvm10dHROnfunLZu3Wpt++STT1RWVqaoqChHTNeKlSEAAAAAlbpw4YL2799vfXzw4EHt2LFDvr6+atasmVauXCl/f381a9ZMO3fu1JgxY9S/f3/17NnT+pq8vDzl5eVZx9m5c6caNGigZs2aydfXV23btlWvXr00atQopaen69KlS0pKStLgwYMdupOcRBgCAAAAnObQjPudPYWr2rJli+655x7r4+TkZElSfHy8lixZouPHjys5OVn5+fkKCgrSiBEjNHnyZJsx0tPT9dxzz1kf33333ZKk1157TQkJCZKkZcuWKSkpST169JCLi4sGDBigefPmOfjsJIthGIbDqzhYYWGhfHx8VFBQIG9vb2dPBwBwkwvPCK/QtjN+pxNmAqA2+Omnn3Tw4EGFhYXZbEON63Olr6s92YB7hgAAAACYEmEIAAAAgCkRhgAAAACYEmEIAAAAgCkRhgAAAACYEmEIAAAAgCkRhgAAAACYEmEIAAAAgCkRhgAAAACYUh1nTwAAAAAwrak+NViroOZq3SRYGQIAAABQqU8//VR9+/ZVcHCwLBaLVq1aZfN8fn6+EhISFBwcrHr16qlXr17at29fhXFycnJ07733qn79+vL29tbdd9+tH3/80fr8mTNnNGzYMHl7e6thw4Z6+OGHdeHCBUefHmEIAAAAQOWKiorUoUMHLViwoMJzhmGof//++uGHH/T+++9r+/btuuWWWxQbG6uioiJrv5ycHPXq1Us9e/bU5s2b9dVXXykpKUkuLr9EkWHDhmnXrl1at26dVq9erU8//VSPPvqow8+Py+QAAAAAVKp3797q3bt3pc/t27dPX375pb799lvddtttkqSFCxcqMDBQb775ph555BFJ0lNPPaUnn3xSEydOtL62devW1j/v2bNHmZmZ+uqrrxQZGSlJeuWVV/SnP/1Js2fPVnBwsKNOj5UhAAAAAPYrLi6WJHl4eFjbXFxc5O7uro0bN0qSTpw4oU2bNqlJkybq2rWrAgIC1L17d+vz0s8rRw0bNrQGIUmKjY2Vi4uLNm3a5NBzIAwBAAAAsFubNm3UrFkzTZo0SWfPnlVJSYlmzpypI0eO6Pjx45KkH374QZI0depUjRo1SpmZmerUqZN69OhhvbcoLy9PTZo0sRm7Tp068vX1VV5enkPPgTAEAAAAwG5169bVf/7zH33//ffy9fVVvXr1tH79evXu3dt6P1BZWZkk6a9//asSExPVsWNHvfzyy2rdurUWL17szOlL4p4hAAAAAFXUuXNn7dixQwUFBSopKZG/v7+ioqKsl7wFBQVJktq1a2fzurZt2yo3N1eSFBgYqBMnTtg8f/nyZZ05c0aBgYEOnX+VVoYWLFig0NBQeXh4KCoqSps3b75i30WLFumuu+5So0aN1KhRI8XGxlbon5CQIIvFYnP06tWrKlMDAAAAUMN8fHzk7++vffv2acuWLerXr58kKTQ0VMHBwdq7d69N/++//1633HKLJCk6Olrnzp3T1q1brc9/8sknKisrU1RUlEPnbffK0IoVK5ScnKz09HRFRUUpLS1NcXFx2rt3b4Vr/SQpOztbQ4YMUdeuXeXh4aGZM2eqZ8+e2rVrl5o2bWrt16tXL7322mvWx+7u7lU8JQAAAADV4cKFC9q/f7/18cGDB7Vjxw75+vqqWbNmWrlypfz9/dWsWTPt3LlTY8aMUf/+/dWzZ09JksVi0bhx4zRlyhR16NBBERERysjI0Hfffad33nlH0s+rRL169dKoUaOUnp6uS5cuKSkpSYMHD3boTnJSFcLQnDlzNGrUKCUmJkqS0tPTtWbNGi1evNhmu7xyy5Yts3n873//W++++66ysrI0YsQIa7u7u7vDl8EAAACAG8rUAmfP4Kq2bNmie+65x/o4OTlZkhQfH68lS5bo+PHjSk5OVn5+voKCgjRixAhNnjzZZoyxY8fqp59+0lNPPaUzZ86oQ4cOWrdunVq0aGHts2zZMiUlJalHjx5ycXHRgAEDNG/ePIefn11hqKSkRFu3btWkSZOsbS4uLoqNjVVOTs41jXHx4kVdunRJvr6+Nu3Z2dlq0qSJGjVqpHvvvVfTp09X48aNKx2juLjYupWfJBUWFtpzGgAAAACuQUxMjAzDuOLzTz75pJ588snfHWfixImVLpyU8/X11fLly6s0x+th1z1Dp06dUmlpqQICAmzaAwICrnnbuwkTJig4OFixsbHWtl69emnp0qXKysrSzJkztWHDBvXu3VulpaWVjpGamiofHx/rERISYs9pAAAAAEDN7iY3Y8YMvfXWW8rOzrb5cKbBgwdb/xweHq727durRYsWys7OVo8ePSqMM2nSJOsSnfTzyhCBCAAAAIA97FoZ8vPzk6urq/Lz823a8/Pzf/d+n9mzZ2vGjBn6+OOP1b59+6v2bd68ufz8/Gxu1vo1d3d3eXt72xwAAAAAYA+7wpCbm5s6d+6srKwsa1tZWZmysrIUHR19xdfNmjVL06ZNU2ZmpnXP8as5cuSITp8+bd2XHAAAAACqm92fM5ScnKxFixYpIyNDe/bs0ejRo1VUVGTdXW7EiBE2GyzMnDlTkydP1uLFixUaGqq8vDzl5eXpwoULkn7erm/cuHH68ssvdejQIWVlZalfv35q2bKl4uLiquk0AQAAAMCW3fcMDRo0SCdPnlRKSory8vIUERGhzMxM66YKubm5cnH5JWMtXLhQJSUl+stf/mIzzpQpUzR16lS5urrqm2++UUZGhs6dO6fg4GD17NlT06ZN47OGAAAAADhMlTZQSEpKUlJSUqXPZWdn2zw+dOjQVcfy9PTURx99VJVpAAAAAECV2X2ZHAAAAADUBoQhAAAAAKZUo58zBAAAAOAX4RnhNVZrZ/zOGqt1s2BlCAAAAEClUlNTdccdd6hBgwZq0qSJ+vfvr71799r0+emnn/T444+rcePG8vLy0oABAyp8Lmlubq7uv/9+1atXT02aNNG4ceN0+fJlmz7Z2dnq1KmT3N3d1bJlSy1ZssTRp0cYAgAAAFC5DRs26PHHH9eXX36pdevW6dKlS+rZs6eKioqsfZ566in93//7f7Vy5Upt2LBBx44d0wMPPGB9vrS0VPfff79KSkr0xRdfKCMjQ0uWLFFKSoq1z8GDB3X//ffrnnvu0Y4dOzR27Fg98sgjDt9ozWIYhuHQCjWgsLBQPj4+KigokLe3t7OnAwC4yVV22QqXlwCoqp9++kkHDx5UWFiYPDw8bJ672S6TO3nypJo0aaINGzbo7rvvVkFBgfz9/bV8+XLrR+l89913atu2rXJycvTHP/5RH374ofr06aNjx45ZP44nPT1dEyZM0MmTJ+Xm5qYJEyZozZo1+vbbb621Bg8erHPnzikzM7PSuVzp62pPNmBlCAAAAMA1KSgokCT5+vpKkrZu3apLly4pNjbW2qdNmzZq1qyZcnJyJEk5OTkKDw+3BiFJiouLU2FhoXbt2mXt8+sxyvuUj+EohCEAAAAAv6usrExjx47VnXfeqdtvv12SlJeXJzc3NzVs2NCmb0BAgPLy8qx9fh2Eyp8vf+5qfQoLC/Xjjz864nQksZscAAAAgGvw+OOP69tvv9XGjRudPZVqw8oQAAAAgKtKSkrS6tWrtX79ev3hD3+wtgcGBqqkpETnzp2z6Z+fn6/AwEBrn9/uLlf++Pf6eHt7y9PTs7pPx4owBAAAAKBShmEoKSlJ7733nj755BOFhYXZPN+5c2fVrVtXWVlZ1ra9e/cqNzdX0dHRkqTo6Gjt3LlTJ06csPZZt26dvL291a5dO2ufX49R3qd8DEfhMjkAAAAAlXr88ce1fPlyvf/++2rQoIH1Hh8fHx95enrKx8dHDz/8sJKTk+Xr6ytvb2898cQTio6O1h//+EdJUs+ePdWuXTsNHz5cs2bNUl5enp599lk9/vjjcnd3lyT97W9/0/z58zV+/HiNHDlSn3zyid5++22tWbPGoedHGAIAAACc5Ebftn/hwoWSpJiYGJv21157TQkJCZKkl19+WS4uLhowYICKi4sVFxenf/7zn9a+rq6uWr16tUaPHq3o6GjVr19f8fHxev755619wsLCtGbNGj311FOaO3eu/vCHP+jf//634uLiHHp+fM4QAAC/wecMAahOV/ucIVQdnzMEAAAAAFVEGAIAAABgSoQhAAAAAKZEGAIAAABgSoQhAAAAoAaUlZU5ewq1SnV8PdlaGwAAAHAgNzc3ubi46NixY/L395ebm5ssFouzp3XTMgxDJSUlOnnypFxcXOTm5lblsQhDAAAAgAO5uLgoLCxMx48f17Fjx5w9nVqjXr16atasmVxcqn6xG2EIAAAAcDA3Nzc1a9ZMly9fVmlpqbOnc9NzdXVVnTp1rnuFjTAEAAAA1ACLxaK6deuqbt26zp4K/n9soAAAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEypSmFowYIFCg0NlYeHh6KiorR58+Yr9l20aJHuuusuNWrUSI0aNVJsbGyF/oZhKCUlRUFBQfL09FRsbKz27dtXlakBAAAAwDWxOwytWLFCycnJmjJlirZt26YOHTooLi5OJ06cqLR/dna2hgwZovXr1ysnJ0chISHq2bOnjh49au0za9YszZs3T+np6dq0aZPq16+vuLg4/fTTT1U/MwAAAAC4CothGIY9L4iKitIdd9yh+fPnS5LKysoUEhKiJ554QhMnTvzd15eWlqpRo0aaP3++RowYIcMwFBwcrP/5n//R008/LUkqKChQQECAlixZosGDB//umIWFhfLx8VFBQYG8vb3tOR0AACoIzwiv0LYzfqcTZgIAsJc92cCulaGSkhJt3bpVsbGxvwzg4qLY2Fjl5ORc0xgXL17UpUuX5OvrK0k6ePCg8vLybMb08fFRVFTUFccsLi5WYWGhzQEAAAAA9rArDJ06dUqlpaUKCAiwaQ8ICFBeXt41jTFhwgQFBwdbw0/56+wZMzU1VT4+PtYjJCTEntMAAAAAgJrdTW7GjBl666239N5778nDw6PK40yaNEkFBQXW4/Dhw9U4SwAAAABmUMeezn5+fnJ1dVV+fr5Ne35+vgIDA6/62tmzZ2vGjBn673//q/bt21vby1+Xn5+voKAgmzEjIiIqHcvd3V3u7u72TB0AAAAAbNi1MuTm5qbOnTsrKyvL2lZWVqasrCxFR0df8XWzZs3StGnTlJmZqcjISJvnwsLCFBgYaDNmYWGhNm3adNUxAQAAAOB62LUyJEnJycmKj49XZGSkunTporS0NBUVFSkxMVGSNGLECDVt2lSpqamSpJkzZyolJUXLly9XaGio9T4gLy8veXl5yWKxaOzYsZo+fbpatWqlsLAwTZ48WcHBwerfv3/1nSkAAAAA/IrdYWjQoEE6efKkUlJSlJeXp4iICGVmZlo3QMjNzZWLyy8LTgsXLlRJSYn+8pe/2IwzZcoUTZ06VZI0fvx4FRUV6dFHH9W5c+fUrVs3ZWZmXtd9RQAAAABwNXZ/ztCNiM8ZAgBUJz5nCABuXg77nCEAAAAAqC0IQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMqY6zJwAAAADgBjTVp5K2gpqfhwOxMgQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlKoUhhYsWKDQ0FB5eHgoKipKmzdvvmLfXbt2acCAAQoNDZXFYlFaWlqFPlOnTpXFYrE52rRpU5WpAQAAAMA1sTsMrVixQsnJyZoyZYq2bdumDh06KC4uTidOnKi0/8WLF9W8eXPNmDFDgYGBVxz3tttu0/Hjx63Hxo0b7Z0aAAAAAFwzuz9naM6cORo1apQSExMlSenp6VqzZo0WL16siRMnVuh/xx136I477pCkSp+3TqROnauGJQAAHKKyz9EIa1bz8wAA1Di7VoZKSkq0detWxcbG/jKAi4tiY2OVk5NzXRPZt2+fgoOD1bx5cw0bNky5ublX7FtcXKzCwkKbAwAAAADsYVcYOnXqlEpLSxUQEGDTHhAQoLy8vCpPIioqSkuWLFFmZqYWLlyogwcP6q677tL58+cr7Z+amiofHx/rERISUuXaAAAAAMzphthNrnfv3ho4cKDat2+vuLg4rV27VufOndPbb79daf9JkyapoKDAehw+fLiGZwwAAADgZmfXPUN+fn5ydXVVfn6+TXt+fn613u/TsGFD3Xrrrdq/f3+lz7u7u8vd3b3a6uHmFjpxTYW2QzPud8JMAAAAcDOxa2XIzc1NnTt3VlZWlrWtrKxMWVlZio6OrrZJXbhwQQcOHFBQUFC1jQkAAAAAv2b3bnLJycmKj49XZGSkunTporS0NBUVFVl3lxsxYoSaNm2q1NRUST9vurB7927rn48ePaodO3bIy8tLLVu2lCQ9/fTT6tu3r2655RYdO3ZMU6ZMkaurq4YMGVJd5wkAAAAANuwOQ4MGDdLJkyeVkpKivLw8RUREKDMz07qpQm5urlxcfllwOnbsmDp27Gh9PHv2bM2ePVvdu3dXdna2JOnIkSMaMmSITp8+LX9/f3Xr1k1ffvml/P39r/P0AAD4RaWX1Xo4YSIAgBuC3WFIkpKSkpSUlFTpc+UBp1xoaKgMw7jqeG+99VZVpgEAAAAAVXZD7CYHAAAAADWNMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEypjrMnAAAAcLMKnbimQtuhGfc7YSYAqoKVIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEpsrQ3HmupTSVtBzc8DAAAA+A1WhgAAAACYEmEIAAAAgCkRhgAAAACYEmEIAAAAgCkRhgAAAACYEmEIAAAAgCkRhgAAAACYEp8zhGoTOnFNhbZDHk6YCAAAAHANWBkCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmxNbaAICKpvpU0lZQ8/MAAMCBqrQytGDBAoWGhsrDw0NRUVHavHnzFfvu2rVLAwYMUGhoqCwWi9LS0q57TAAAAAC4XnaHoRUrVig5OVlTpkzRtm3b1KFDB8XFxenEiROV9r948aKaN2+uGTNmKDAwsFrGBAAAuGFN9al4ALgh2R2G5syZo1GjRikxMVHt2rVTenq66tWrp8WLF1fa/4477tCLL76owYMHy93dvVrGLC4uVmFhoc0BAAAAAPawKwyVlJRo69atio2N/WUAFxfFxsYqJyenShOoypipqany8fGxHiEhIVWqDQAAAMC87ApDp06dUmlpqQICAmzaAwIClJeXV6UJVGXMSZMmqaCgwHocPny4SrUBAAAAmNdNuZucu7v7FS+5AwAAAIBrYdfKkJ+fn1xdXZWfn2/Tnp+ff8XNEZwxJgAAAAD8HrvCkJubmzp37qysrCxrW1lZmbKyshQdHV2lCThiTAAAAAD4PXZfJpecnKz4+HhFRkaqS5cuSktLU1FRkRITEyVJI0aMUNOmTZWamirp5w0Sdu/ebf3z0aNHtWPHDnl5eally5bXNCYAAAAAVDe7w9CgQYN08uRJpaSkKC8vTxEREcrMzLRugJCbmysXl18WnI4dO6aOHTtaH8+ePVuzZ89W9+7dlZ2dfU1jAgAAAEB1q9IGCklJSUpKSqr0ufKAUy40NFSGYVzXmAAAAABQ3ez+0FUAAAAAqA0IQwAAAABMiTAEAAAAwJQIQwAAAABMqUobKAAAANyswjPCK7TtjN/phJkAcDZWhgAAAACYEitDqJ2m+lTSVlDz8wAAAMANi5UhAAAAAKZEGAIAAABgSoQhAAAAAKbEPUMAgGvCDlwAgNqGlSEAAAAApsTKEAAAAGByoRPXVGg75OGEidQwwhBMg0t8AAAA8GuEIQAAAAfjF3LAjYkwBAAAAOCa1LZgTxgCAAC4yVR6f8eM+50wE+Dmxm5yAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJ3eQAwOTM+qnjQK0z1aeStoKanwdwEyEMAQCAWoHtpgHYi8vkAAAAAJgSYQgAAACAKRGGAAAAAJgSYQgAAACAKbGBAgDAKbjZHQDgbKwMAQAAADAlwhAAAAAAU6pSGFqwYIFCQ0Pl4eGhqKgobd68+ar9V65cqTZt2sjDw0Ph4eFau3atzfMJCQmyWCw2R69evaoyNQAAAAC4JnaHoRUrVig5OVlTpkzRtm3b1KFDB8XFxenEiROV9v/iiy80ZMgQPfzww9q+fbv69++v/v3769tvv7Xp16tXLx0/ftx6vPnmm1U7IwAAAAC4BnaHoTlz5mjUqFFKTExUu3btlJ6ernr16mnx4sWV9p87d6569eqlcePGqW3btpo2bZo6deqk+fPn2/Rzd3dXYGCg9WjUqFHVzggAAAAAroFdYaikpERbt25VbGzsLwO4uCg2NlY5OTmVviYnJ8emvyTFxcVV6J+dna0mTZqodevWGj16tE6fPn3FeRQXF6uwsNDmAAAAAAB72BWGTp06pdLSUgUEBNi0BwQEKC8vr9LX5OXl/W7/Xr16aenSpcrKytLMmTO1YcMG9e7dW6WlpZWOmZqaKh8fH+sREhJiz2kAAAAAwI3xOUODBw+2/jk8PFzt27dXixYtlJ2drR49elToP2nSJCUnJ1sfFxYWEogA1E5TfSppK6j5eQAAUAvZtTLk5+cnV1dX5efn27Tn5+crMDCw0tcEBgba1V+SmjdvLj8/P+3fv7/S593d3eXt7W1zAAAAAIA97ApDbm5u6ty5s7KysqxtZWVlysrKUnR0dKWviY6OtukvSevWrbtif0k6cuSITp8+raCgIHumBwAAAADXzO7L5JKTkxUfH6/IyEh16dJFaWlpKioqUmJioiRpxIgRatq0qVJTUyVJY8aMUffu3fXSSy/p/vvv11tvvaUtW7bo1VdflSRduHBBzz33nAYMGKDAwEAdOHBA48ePV8uWLRUXF1eNpwrgeoROXFOh7dCM+50wEwAAgOphdxgaNGiQTp48qZSUFOXl5SkiIkKZmZnWTRJyc3Pl4vLLglPXrl21fPlyPfvss3rmmWfUqlUrrVq1SrfffrskydXVVd98840yMjJ07tw5BQcHq2fPnpo2bZrc3d2r6TQBAAAAwFaVNlBISkpSUlJSpc9lZ2dXaBs4cKAGDhxYaX9PT0999NFHVZkGgBtQeEa4zeOd8TudNBMAAICrs/tDVwEAAACgNrghttYGAAAVV1YlVlcBwJFYGQIAAABgSqwMAai6yj4QNKxZzc8DAACgCghDAHCDqHT7cg8nTAQAAJPgMjkAAAAApkQYAgAAAGBKXCYHALhxVHYf2tSCmp8HAMAUCEOocWwdCwAAgBsBYQgAANRe7HoJ4Cq4ZwgAAACAKbEyBAAAAFwHbgG4ebEyBAAAAMCUWBm6QfAbBQAAAKBmEYYAAABqKX7ZClwdl8kBAAAAMCVWhgDgJsNvegEAqB6sDAEAAAAwJVaGfoPfuALAjYWfywAAR2FlCAAAAIApEYYAAAAAmBKXyQEA4GChE9dUaDs0434nzAQA8GusDAEAAAAwJcIQAAAAAFPiMjkTY4cmAAAAmBlhCAAAZ5jqU7EtrFnNzwMATIzL5AAAAACYEitDQG1Q2W+YpxbU/DwAAABuIoQhADc97n8DAABVQRgyk9+uHnBtOgAAgH24369WIQwBAAAAlaj0A5M9nDAROIxpwhCf/g0AgLjHEKgluES8elRpN7kFCxYoNDRUHh4eioqK0ubNm6/af+XKlWrTpo08PDwUHh6utWvX2jxvGIZSUlIUFBQkT09PxcbGat++fVWZGuBcU30qHgAAAHYInbjG5oDj2L0ytGLFCiUnJys9PV1RUVFKS0tTXFyc9u7dqyZNmlTo/8UXX2jIkCFKTU1Vnz59tHz5cvXv31/btm3T7bffLkmaNWuW5s2bp4yMDIWFhWny5MmKi4vT7t275eHBWmRVsKwLAOC9AACuzu4wNGfOHI0aNUqJiYmSpPT0dK1Zs0aLFy/WxIkTK/SfO3euevXqpXHjxkmSpk2bpnXr1mn+/PlKT0+XYRhKS0vTs88+q379+kmSli5dqoCAAK1atUqDBw++nvO7uhq4Aa7yN6KhDq+L2ot/3ACoblxuA9zg2LTBYT+n7ApDJSUl2rp1qyZNmmRtc3FxUWxsrHJycip9TU5OjpKTk23a4uLitGrVKknSwYMHlZeXp9jYWOvzPj4+ioqKUk5OTqVhqLi4WMXFxdbHBQU/X+tcWFh4xbmXFV+s0FZoMSq0lf5YWrHfVcb9PTdyXTOdqyPq3j7lowpt33pUrPvH9HYV2r4c+mWV617r+Tqr7m+/ztX/NX64Ys1b/lBxbtdR91r9cfkfK7Q542ss3Zz/DzmjrpnO1Zl1r1Vt+H/IbH+3lf5cfi6uQlt1/906q+6N8vdruu+p63yvL283jIrzr8Cww9GjRw1JxhdffGHTPm7cOKNLly6VvqZu3brG8uXLbdoWLFhgNGnSxDAMw/j8888NScaxY8ds+gwcONB48MEHKx1zypQphiQODg4ODg4ODg4ODo5Kj8OHD/9uvrkpd5ObNGmSzWpTWVmZzpw5o8aNG8tisdg1VmFhoUJCQnT48GF5e3tX91Spa8K6ZjpX6vI9Rd2bs66ZzpW6tbuumc6Vutde1zAMnT9/XsHBwb/b164w5OfnJ1dXV+Xn59u05+fnKzAwsNLXBAYGXrV/+X/z8/MVFBRk0yciIqLSMd3d3eXu7m7T1rBhQ3tOpQJvb+8a/culbu2va6ZzpW7trUnd2l3XTOdK3dpd10znSt1r4+Pjc0397Npa283NTZ07d1ZWVpa1raysTFlZWYqOjq70NdHR0Tb9JWndunXW/mFhYQoMDLTpU1hYqE2bNl1xTAAAAAC4XnZfJpecnKz4+HhFRkaqS5cuSktLU1FRkXV3uREjRqhp06ZKTU2VJI0ZM0bdu3fXSy+9pPvvv19vvfWWtmzZoldffVWSZLFYNHbsWE2fPl2tWrWybq0dHBys/v37V9+ZAgAAAMCv2B2GBg0apJMnTyolJUV5eXmKiIhQZmamAgICJEm5ublycfllwalr165avny5nn32WT3zzDNq1aqVVq1aZf2MIUkaP368ioqK9Oijj+rcuXPq1q2bMjMza+Qzhtzd3TVlypQKl91Rl7o3U03q1u66ZjpX6tbemtSlbm2pSd3aVddiGNey5xwAAAAA1C523TMEAAAAALUFYQgAAACAKRGGAAAAAJgSYaiGxcTEaOzYsc6ehlPV9q+BYRh69NFH5evrK4vFoh07djh7Sg7h7L9HZ9VPSEio0Z0uzfp1BgCgJti9mxyAq8vMzNSSJUuUnZ2t5s2by8/Pz9lTqpX+85//qG7dujVed+7cuWLfGQA3qpiYGEVERCgtLc3ZUwFuCoQhoJodOHBAQUFB6tq1q7OnUqv5+vo6pe61fqI1gBtTSUmJ3NzcnD0NADcIU18ml5mZqW7duqlhw4Zq3Lix+vTpowMHDji87uXLl5WUlCQfHx/5+flp8uTJNfKb5rKyMs2aNUstW7aUu7u7mjVrpn/84x8OrVlUVKQRI0bIy8tLQUFBeumllxxar1xZWZlSU1MVFhYmT09PdejQQe+8847D6yYkJOiJJ55Qbm6uLBaLQkNDHV5Tks6fP69hw4apfv36CgoK0ssvv1wjlzeVlZVp/Pjx8vX1VWBgoKZOnerQer9mlsvkfmvNmjXy8fHRsmXLnDaH6hYTE6MnnnhCY8eOVaNGjRQQEKBFixZZP9C7QYMGatmypT788EOH1X/yySdr/Hu5uLhYTz75pJo0aSIPDw9169ZNX331lUNrxsTEKCkpySnvQZW9H9TE/8fl5zx27Fj5+fkpLi7OofXKvfPOOwoPD5enp6caN26s2NhYFRUVObRmQkKCNmzYoLlz58pischisejQoUMOrRkaGlphFSoiIsLh/w+9+uqrCg4OVllZmU17v379NHLkyGqvt3r1ajVs2FClpaWSpB07dshisWjixInWPo888ogeeuihaq998uRJBQYG6oUXXrC2ffHFF3Jzc1NWVla11yu3dOlSNW7cWMXFxTbt/fv31/Dhwx1WV5IOHTpk/R7+9RETE1PttUwdhoqKipScnKwtW7YoKytLLi4u+vOf/1zhf6zqlpGRoTp16mjz5s2aO3eu5syZo3//+98OrSlJkyZN0owZMzR58mTt3r1by5cvt35YrqOMGzdOGzZs0Pvvv6+PP/5Y2dnZ2rZtm0NrSlJqaqqWLl2q9PR07dq1S0899ZQeeughbdiwwaF1586dq+eff15/+MMfdPz4cYf/w6ZccnKyPv/8c33wwQdat26dPvvssxr5OmdkZKh+/fratGmTZs2apeeff17r1q1zeF2zWr58uYYMGaJly5Zp2LBhzp5OtcrIyJCfn582b96sJ554QqNHj9bAgQPVtWtXbdu2TT179tTw4cN18eJFh9Wv6e/l8ePH691331VGRoa2bdumli1bKi4uTmfOnHFoXWe9Bznr/UD6+Zzd3Nz0+eefKz093eH1jh8/riFDhmjkyJHas2ePsrOz9cADDzg8dM6dO1fR0dEaNWqUjh8/ruPHjyskJMShNZ1l4MCBOn36tNavX29tO3PmjDIzMx3y8/Guu+7S+fPntX37dknShg0b5Ofnp+zsbGufDRs2OOQf6/7+/lq8eLGmTp2qLVu26Pz58xo+fLiSkpLUo0ePaq9XbuDAgSotLdUHH3xgbTtx4oTWrFnjkMD5ayEhIdbv4ePHj2v79u1q3Lix7r777uovZsDq5MmThiRj586dDqvRvXt3o23btkZZWZm1bcKECUbbtm0dVtMwDKOwsNBwd3c3Fi1a5NA6v3b+/HnDzc3NePvtt61tp0+fNjw9PY0xY8Y4rO5PP/1k1KtXz/jiiy9s2h9++GFjyJAhDqtb7uWXXzZuueUWh9cpV1hYaNStW9dYuXKlte3cuXNGvXr1HPp17t69u9GtWzebtjvuuMOYMGGCw2r+tr4jz+9K4uPjjX79+tVYvfLznD9/vuHj42NkZ2fXWO1f13d0jV9/L12+fNmoX7++MXz4cGvb8ePHDUlGTk6Ow+sbhuO/ly9cuGDUrVvXWLZsmbWtpKTECA4ONmbNmuWwus56D3LW+4Fh/HzOHTt2dGiN39q6dashyTh06FCN1jWMmv/ZeMsttxgvv/yyTVuHDh2MKVOmOLx2v379jJEjR1of/+tf/zKCg4ON0tJSh9Tr1KmT8eKLLxqGYRj9+/c3/vGPfxhubm7G+fPnjSNHjhiSjO+//94htQ3DMB577DHj1ltvNYYOHWqEh4cbP/30k8NqlRs9erTRu3dv6+OXXnrJaN68uc3PEEf78ccfjaioKKNPnz4O+bs19crQvn37NGTIEDVv3lze3t7WS5pyc3MdWvePf/yjLBaL9XF0dLT27dtnXXp1hD179qi4uNihv0H4rQMHDqikpERRUVHWNl9fX7Vu3dqhdffv36+LFy/qvvvuk5eXl/VYunRpjVwGWdN++OEHXbp0SV26dLG2+fj4OPzrLEnt27e3eRwUFKQTJ044vK7ZvPPOO3rqqae0bt06de/e3dnTcYhffy+5urqqcePGCg8Pt7aVr2I76vurpr+XDxw4oEuXLunOO++0ttWtW1ddunTRnj17HFZXcs57kLPeD8p17ty5RuqU69Chg3r06KHw8HANHDhQixYt0tmzZ2t0DmYwbNgwvfvuu9bLuJYtW6bBgwfLxcUx/7zt3r27srOzZRiGPvvsMz3wwANq27atNm7cqA0bNig4OFitWrVySG1Jmj17ti5fvqyVK1dq2bJlcnd3d1itcqNGjdLHH3+so0ePSpKWLFmihIQEm58hjjZy5EidP39ey5cvd8jfranDUN++fXXmzBktWrRImzZt0qZNmyT9fHNlbePp6ensKdSYCxcuSPr53oodO3ZYj927d9fIfUNm8tvd3CwWi8MvMzWjjh07Wi+TMGrpTnaVfS/9uq38jddR3198L9du9evXr9F6rq6uWrdunT788EO1a9dOr7zyilq3bq2DBw/W6DxqgouLS4WfS5cuXaqR2n379pVhGFqzZo0OHz6szz77zKGXEMfExGjjxo36+uuvVbduXbVp00YxMTHKzs7Whg0bHP7LqgMHDujYsWMqKytz+L1g5Tp27KgOHTpo6dKl2rp1q3bt2qWEhIQaqS1J06dP10cffaQPPvhADRo0cEgN04ah06dPa+/evXr22WfVo0cPtW3btsZ+a1Meusp9+eWXatWqlVxdXR1Ws1WrVvL09HTojXa/1aJFC9WtW9fmfM+ePavvv//eoXXbtWsnd3d35ebmqmXLljZHbbx2unnz5qpbt67N/UkFBQUO/zqj5rRo0ULr16/X+++/ryeeeMLZ00E1aNGihfUelnKXLl3SV199pXbt2jm0tjPeg5z1fuBMFotFd955p5577jlt375dbm5ueu+99xxe183NzaGrfL/l7++v48ePWx8XFhbWWOjz8PDQAw88oGXLlunNN99U69at1alTJ4fVK79v6OWXX7YGn/IwlJ2d7ZD7hcqVlJTooYce0qBBgzRt2jQ98sgjNXYlxiOPPKIlS5botddeU2xsbI39W+rdd9/V888/r7ffflstWrRwWB3Tbq3dqFEjNW7cWK+++qqCgoKUm5trsyOII+Xm5io5OVl//etftW3bNr3yyisO32XNw8NDEyZM0Pjx4+Xm5qY777xTJ0+e1K5du/Twww87pKaXl5cefvhhjRs3To0bN1aTJk3097//3WHL1+UaNGigp59+Wk899ZTKysrUrVs3FRQU6PPPP5e3t7fi4+MdWr+mNWjQQPHx8Ro3bpx8fX3VpEkTTZkyRS4uLjW6jA3HuvXWW7V+/XrFxMSoTp06fIbITa5+/foaPXq09f/bZs2aadasWbp48aLDfiaXc8Z7kLPeD5xl06ZNysrKUs+ePdWkSRNt2rRJJ0+eVNu2bR1eOzQ0VJs2bdKhQ4fk5eUlX19fh36d7733Xi1ZskR9+/ZVw4YNlZKS4tBg/VvDhg1Tnz59tGvXLofs5PZrjRo1Uvv27bVs2TLNnz9fknT33XfrwQcf1KVLlxy6MvT3v/9dBQUFmjdvnry8vLR27VqNHDlSq1evdljNckOHDtXTTz+tRYsWaenSpQ6vJ0nffvutRowYoQkTJui2225TXl6epJ/DfnV/tIZpw5CLi4veeustPfnkk7r99tvVunVrzZs3z6GpvtyIESP0448/qkuXLnJ1ddWYMWP06KOPOrzu5MmTVadOHaWkpOjYsWMKCgrS3/72N4fWfPHFF3XhwgX17dtXDRo00P/8z/+ooKDAoTUladq0afL391dqaqp++OEHNWzYUJ06ddIzzzzj8NrOMGfOHP3tb39Tnz595O3trfHjx+vw4cPy8PBw9tRQjVq3bq1PPvlEMTExcnV1rbGt6uEYM2bMUFlZmYYPH67z588rMjJSH330kRo1auTQus56D3LW+4EzeHt769NPP1VaWpoKCwt1yy236KWXXlLv3r0dXvvpp59WfHy82rVrpx9//FEHDx506Mc8TJo0SQcPHlSfPn3k4+OjadOm1ejlgPfee698fX21d+9eDR061OH1unfvrh07dlj/vejr66t27dopPz/fYffAZWdnKy0tTevXr5e3t7ck6fXXX1eHDh20cOFCjR492iF1y/n4+GjAgAFas2ZNjX20xJYtW3Tx4kVNnz5d06dPt7aX37dVnSxGbb0AHTCxoqIiNW3aVC+99JLDf8tsNkOGDJGrq6veeOMNZ08FsFtMTIwiIiJumJXFG20+ACrXo0cP3XbbbZo3b56zp1Ltauf6NGAy27dv15tvvqkDBw5o27Zt1htI+/Xr5+SZ1R6XL1/W7t27lZOTo9tuu83Z0wEAwOHOnj2r9957T9nZ2Xr88cedPR2HMO1lckBtM3v2bO3du1dubm7q3LmzPvvsM/n5+Tl7WrXGt99+q65du+qee+5x+OWlAADcCDp27KizZ89q5syZNbYVfk3jMjkAAAAApsRlcgAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAKgWMTExGjt2rFNqJyQk1NgnowMAag/CEADghnLo0CFZLBbt2LHDYTWys7NlsVh07tw5m3ZnBjoAQM0jDAEAUM1KSkqcPQUAwDUgDAEAqt3rr7+uyMhINWjQQIGBgRo6dKhOnDhhff7s2bMaNmyY/P395enpqVatWum1116TJIWFhUn6+ZPPLRaLYmJi7K5fVlam1NRUhYWFydPTUx06dNA777wj6eeVp3vuuUeS1KhRI1ksFiUkJCghIUEbNmzQ3LlzZbFYZLFYdOjQIUnSt99+q969e8vLy0sBAQEaPny4Tp06Za0XExOjpKQkjR07Vn5+foqLi6vKlw0AUMPqOHsCAIDa59KlS5o2bZpat26tEydOKDk5WQkJCVq7dq0kafLkydq9e7c+/PBD+fn5af/+/frxxx8lSZs3b1aXLl303//+V7fddpvc3Nzsrp+amqo33nhD6enpatWqlT799FM99NBD8vf3V7du3fTuu+9qwIAB2rt3r7y9veXp6SlJ+v7773XLLbforbfeUlpamkJCQnTu3Dnde++9euSRR/Tyyy/rxx9/1IQJE/Tggw/qk08+sdbMyMjQ6NGj9fnnn1fDVxAAUBMIQwCAajdy5Ejrnz/99FPl5ORIkiwWi02/d955RzNmzFBoaKi1zd/fX5LUuHFjBQYG2l27uLhYL7zwgv773/8qOjpaktS8eXNt3LhR//rXv9S9e3f5+vpKkpo0aaKGDRtaX+vm5mYNRj4+PnJ1ddX8+fPVsWNHvfDCC9Z+ixcvVkhIiL7//nvdeuutkqRWrVpp1qxZds8XAOA8hCEAQLXbunWrpk6dqq+//trm8rgZM2aoadOm+vrrrzV37ly99957KisrU//+/dW1a9dqqb1//35dvHhR9913n017SUmJOnbsaPd4X3/9tdavXy8vL68Kzx04cMAahjp37ly1CQMAnIYwBACoVkVFRYqLi1NcXJyWLVumjRs36plnnpEkxcXFKSIiQg899JDGjx+vtWvXat26derRo4cef/xxzZ49+7rrX7hwQZK0Zs0aNW3a1OY5d3f3Ko3Xt29fzZw5s8JzQUFB1j/Xr1/f7rEBAM7FBgoAgGr13Xff6fTp05oxY4buuusum8Dwa/7+/oqPj9cbb7yhRx55RGlpaapfv75uv/12ST/fv/NrCQkJ8vLyUm5urvr06SMvLy81bdpUCxYskCQVFhbq3nvv1b333itJeuutt9SyZUvr4evrq7lz5yo8PFx/+tOfJEl/+ctf9PXXX1truLm5qbS01KZup06dtGvXLv3000+aOHGiunTpottvv12DBw9WVlZW9XzRAABOQRgCAFSrZs2ayc3NTa+88op++OEHbd++3frc2bNnderUKT399NN6/fXXtX//fqWmpmr+/Pny8vLSzJkz9eyzz8pisSg+Pl5fffWVCgoKrK8vLS1V7969FRISolmzZik0NFRJSUnav3+/cnJyFBkZqZkzZ8rf31/p6emaPXu2Dhw4oG3btik1NVWvv/66+vTpoylTpkiStm3bprvvvlv79u2TJIWGhlo/3+j8+fMqKyvT448/rhMnTqhTp07atm2bRo0apYcfflhHjhxR//799d5779XcFxcAUL0MAACqQffu3Y0xY8YYhmEYy5cvN0JDQw13d3ejRYsWhqRKDw8PD8NisRi33HKL8cMPP1jHeumllwyLxWJIMrp3724YhmHEx8cbkowXXnjB2u/s2bOGp6enIcmIjIy0tu/Zs8eQZDRu3NioW7eu4e/vb9x3333G+vXrrX2ef/55w8/Pz5BkREREGIZhGHv37jUiIiKs8zt48KBhGIYRHR1teHt7Gz4+Poanp6fRpk0bY8yYMUbXrl2NVq1a2Zw7AODmYTEMw3BKCgMAmMKSJUuUmJioBQsWWDcbKHf+/Hk98MAD+uSTTxQeHm7z3LBhw/TDDz9YV20SEhKUkZGhEydOWHeck37+PKL9+/ersLDQZre6Ro0aqW/fvlq6dGmFOZWWlurcuXMyDEM9evRQ8+bNrSs8hw4dUlhYmF577TUlJCTozJkz8vPz0/PPP6+//e1vNuP885//1JQpU3TkyJEK9ycBAG58bKAAAKgRXbp0UWRkpE1b+VbU5ff5/Ja3t7fNYw8PD5sgJP28BfYf/vCHCtt2+/j46OzZs9bHZWVlmjt3rv75z3/q4MGDNvcGNW7c+Irz3r9/vwzD0OTJkzV58uRK+5w4cYIwBAA3IcIQAMBpysrKJEmvv/56pZ8pVKfOz29TXl5eKi4u1uXLlytscd2qVSu5urpWOv6vL3544YUXNHnyZI0cOVLTpk2Tr6+vXFxcNHbsWOs8rjbHp59+WnFxcZX2admy5VXOEgBwoyIMAQCcpkWLFpJ+/vDT2NjYK/bbsWOHxo8fr48++si6wUG5kSNH6syZM79b65133tE999yj//3f/7VpP3funPz8/K74uubNm0uS6tate9U5AgBuPuwmBwBwmri4OHl7e+uFF17QpUuXKjx/8uRJST+vvHh7e8tisdhsl92yZUu5uFzbW5mrq6t+e5vsypUrdfTo0au+rkmTJoqJidG//vUvHT9+/IpzBADcfFgZAgA4jbe3txYuXKjhw4erU6dOGjx4sPz9/ZWbm6s1a9bozjvv1Pz586ulVp8+ffT8888rMTFRXbt21c6dO7Vs2TLrys/VLFiwQN26dVN4eLhGjRql5s2bKz8/Xzk5OTpy5IjNZxUBAG4ehCEAgFMNHTpUwcHBmjFjhl588UUVFxeradOmuuuuu5SYmFhtdZ555hkVFRVp+fLlWrFihTp16qQ1a9Zo4sSJv/vadu3aacuWLXruuee0ZMkSnT59Wk2aNFHHjh2VkpJSbXMEANQsttYGAAAAYErcMwQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEypVnzOUFlZmY4dO6YGDRrIYrE4ezoAAAAAnMQwDJ0/f17BwcFycbn62k+tCEPHjh1TSEiIs6cBAAAA4AZx+PBh/eEPf7hqn1oRhho0aCDp5xP29vZ28mwAAAAAOEthYaFCQkKsGeFqakUYKr80ztvbmzAEAAAA4Jpun2EDBQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEp1nD2BG014RniFtp3xO50wEwAAAACOxMoQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFOqUhhasGCBQkND5eHhoaioKG3evPmKff/zn/8oMjJSDRs2VP369RUREaHXX3/dpk9CQoIsFovN0atXr6pMDQAAAACuSR17X7BixQolJycrPT1dUVFRSktLU1xcnPbu3asmTZpU6O/r66u///3vatOmjdzc3LR69WolJiaqSZMmiouLs/br1auXXnvtNetjd3f3Kp4SAAAAAPw+u1eG5syZo1GjRikxMVHt2rVTenq66tWrp8WLF1faPyYmRn/+85/Vtm1btWjRQmPGjFH79u21ceNGm37u7u4KDAy0Ho0aNaraGQEAAADANbArDJWUlGjr1q2KjY39ZQAXF8XGxionJ+d3X28YhrKysrR3717dfffdNs9lZ2erSZMmat26tUaPHq3Tp09fcZzi4mIVFhbaHAAAAABgD7sukzt16pRKS0sVEBBg0x4QEKDvvvvuiq8rKChQ06ZNVVxcLFdXV/3zn//UfffdZ32+V69eeuCBBxQWFqYDBw7omWeeUe/evZWTkyNXV9cK46Wmpuq5556zZ+oAAAAAYMPue4aqokGDBtqxY4cuXLigrKwsJScnq3nz5oqJiZEkDR482No3PDxc7du3V4sWLZSdna0ePXpUGG/SpElKTk62Pi4sLFRISIjDzwMAAABA7WFXGPLz85Orq6vy8/Nt2vPz8xUYGHjF17m4uKhly5aSpIiICO3Zs0epqanWMPRbzZs3l5+fn/bv319pGHJ3d2eDBQAAAADXxa57htzc3NS5c2dlZWVZ28rKypSVlaXo6OhrHqesrEzFxcVXfP7IkSM6ffq0goKC7JkeAAAAAFwzuy+TS05OVnx8vCIjI9WlSxelpaWpqKhIiYmJkqQRI0aoadOmSk1NlfTz/T2RkZFq0aKFiouLtXbtWr3++utauHChJOnChQt67rnnNGDAAAUGBurAgQMaP368WrZsabP1NgAAAABUJ7vD0KBBg3Ty5EmlpKQoLy9PERERyszMtG6qkJubKxeXXxacioqK9Nhjj+nIkSPy9PRUmzZt9MYbb2jQoEGSJFdXV33zzTfKyMjQuXPnFBwcrJ49e2ratGlcCgcAAADAYSyGYRjOnsT1KiwslI+PjwoKCuTt7X3tL5zqU6EpPKxZhbad8TuvZ3oAAAAAaog92cDuD10FAAAAgNqAMAQAAADAlGrkc4YARwqduKZC26EZ9zthJgAAALiZsDIEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMiTAEAAAAwJQIQwAAAABMqUphaMGCBQoNDZWHh4eioqK0efPmK/b9z3/+o8jISDVs2FD169dXRESEXn/9dZs+hmEoJSVFQUFB8vT0VGxsrPbt21eVqQEAAADANbE7DK1YsULJycmaMmWKtm3bpg4dOiguLk4nTpyotL+vr6/+/ve/KycnR998840SExOVmJiojz76yNpn1qxZmjdvntLT07Vp0ybVr19fcXFx+umnn6p+ZgAAAABwFXaHoTlz5mjUqFFKTExUu3btlJ6ernr16mnx4sWV9o+JidGf//xntW3bVi1atNCYMWPUvn17bdy4UdLPq0JpaWl69tln1a9fP7Vv315Lly7VsWPHtGrVqus6OQAAAAC4ErvCUElJibZu3arY2NhfBnBxUWxsrHJycn739YZhKCsrS3v37tXdd98tSTp48KDy8vJsxvTx8VFUVNQVxywuLlZhYaHNAQAAAAD2sCsMnTp1SqWlpQoICLBpDwgIUF5e3hVfV1BQIC8vL7m5uen+++/XK6+8ovvuu0+SrK+zZ8zU1FT5+PhYj5CQEHtOAwAAAABqZje5Bg0aaMeOHfrqq6/0j3/8Q8nJycrOzq7yeJMmTVJBQYH1OHz4cPVNFgAAAIAp1LGns5+fn1xdXZWfn2/Tnp+fr8DAwCu+zsXFRS1btpQkRUREaM+ePUpNTVVMTIz1dfn5+QoKCrIZMyIiotLx3N3d5e7ubs/UAQAAAMCGXStDbm5u6ty5s7KysqxtZWVlysrKUnR09DWPU1ZWpuLiYklSWFiYAgMDbcYsLCzUpk2b7BoTAAAAAOxh18qQJCUnJys+Pl6RkZHq0qWL0tLSVFRUpMTEREnSiBEj1LRpU6Wmpkr6+f6eyMhItWjRQsXFxVq7dq1ef/11LVy4UJJksVg0duxYTZ8+Xa1atVJYWJgmT56s4OBg9e/fv/rOFAAAAAB+xe4wNGjQIJ08eVIpKSnKy8tTRESEMjMzrRsg5ObmysXllwWnoqIiPfbYYzpy5Ig8PT3Vpk0bvfHGGxo0aJC1z/jx41VUVKRHH31U586dU7du3ZSZmSkPD49qOEUAAAAAqMhiGIbh7Elcr8LCQvn4+KigoEDe3t7X/sKpPhWawsOaVWjbGb/zeqYHBwuduKZC26EZ9zthJgAAAHA2e7JBjewmBwAAAAA3GsIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFOq4+wJ1JTQiWsqtB3ycMJEAAAAANwQWBkCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmVKUwtGDBAoWGhsrDw0NRUVHavHnzFfsuWrRId911lxo1aqRGjRopNja2Qv+EhARZLBabo1evXlWZGgAAAABcE7vD0IoVK5ScnKwpU6Zo27Zt6tChg+Li4nTixIlK+2dnZ2vIkCFav369cnJyFBISop49e+ro0aM2/Xr16qXjx49bjzfffLNqZwQAAAAA18DuMDRnzhyNGjVKiYmJateundLT01WvXj0tXry40v7Lli3TY489poiICLVp00b//ve/VVZWpqysLJt+7u7uCgwMtB6NGjWq2hkBAAAAwDWwKwyVlJRo69atio2N/WUAFxfFxsYqJyfnmsa4ePGiLl26JF9fX5v27OxsNWnSRK1bt9bo0aN1+vTpK45RXFyswsJCmwMAAAAA7GFXGDp16pRKS0sVEBBg0x4QEKC8vLxrGmPChAkKDg62CVS9evXS0qVLlZWVpZkzZ2rDhg3q3bu3SktLKx0jNTVVPj4+1iMkJMSe0wAAAAAA1anJYjNmzNBbb72l7OxseXh4WNsHDx5s/XN4eLjat2+vFi1aKDs7Wz169KgwzqRJk5ScnGx9XFhYSCACAAAAYBe7Vob8/Pzk6uqq/Px8m/b8/HwFBgZe9bWzZ8/WjBkz9PHHH6t9+/ZX7du8eXP5+flp//79lT7v7u4ub29vmwMAAAAA7GFXGHJzc1Pnzp1tNj8o3wwhOjr6iq+bNWuWpk2bpszMTEVGRv5unSNHjuj06dMKCgqyZ3oAAAAAcM3s3k0uOTlZixYtUkZGhvbs2aPRo0erqKhIiYmJkqQRI0Zo0qRJ1v4zZ87U5MmTtXjxYoWGhiovL095eXm6cOGCJOnChQsaN26cvvzySx06dEhZWVnq16+fWrZsqbi4uGo6TQAAAACwZfc9Q4MGDdLJkyeVkpKivLw8RUREKDMz07qpQm5urlxcfslYCxcuVElJif7yl7/YjDNlyhRNnTpVrq6u+uabb5SRkaFz584pODhYPXv21LRp0+Tu7n6dpwcAAAAAlavSBgpJSUlKSkqq9Lns7Gybx4cOHbrqWJ6envroo4+qMg0AAAAAqDK7L5MDAAAAgNqAMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlAhDAAAAAEyJMAQAAADAlOo4ewKAQ0z1qaStoObnAQAAgBsWK0MAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUqhSGFixYoNDQUHl4eCgqKkqbN2++Yt9FixbprrvuUqNGjdSoUSPFxsZW6G8YhlJSUhQUFCRPT0/FxsZq3759VZkaAAAAAFwTu8PQihUrlJycrClTpmjbtm3q0KGD4uLidOLEiUr7Z2dna8iQIVq/fr1ycnIUEhKinj176ujRo9Y+s2bN0rx585Senq5Nmzapfv36iouL008//VT1MwMAAACAq7A7DM2ZM0ejRo1SYmKi2rVrp/T0dNWrV0+LFy+utP+yZcv02GOPKSIiQm3atNG///1vlZWVKSsrS9LPq0JpaWl69tln1a9fP7Vv315Lly7VsWPHtGrVqkrHLC4uVmFhoc0BAAAAAPawKwyVlJRo69atio2N/WUAFxfFxsYqJyfnmsa4ePGiLl26JF9fX0nSwYMHlZeXZzOmj4+PoqKirjhmamqqfHx8rEdISIg9pwEAAAAA9oWhU6dOqbS0VAEBATbtAQEBysvLu6YxJkyYoODgYGv4KX+dPWNOmjRJBQUF1uPw4cP2nAYAAAAAqE5NFpsxY4beeustZWdny8PDo8rjuLu7y93dvRpnBgAAAMBs7FoZ8vPzk6urq/Lz823a8/PzFRgYeNXXzp49WzNmzNDHH3+s9u3bW9vLX1eVMQEAAACgquwKQ25uburcubN18wNJ1s0QoqOjr/i6WbNmadq0acrMzFRkZKTNc2FhYQoMDLQZs7CwUJs2bbrqmAAAAABwPey+TC45OVnx8fGKjIxUly5dlJaWpqKiIiUmJkqSRowYoaZNmyo1NVWSNHPmTKWkpGj58uUKDQ213gfk5eUlLy8vWSwWjR07VtOnT1erVq0UFhamyZMnKzg4WP3796++MwUAAACAX7E7DA0aNEgnT55USkqK8vLyFBERoczMTOsGCLm5uXJx+WXBaeHChSopKdFf/vIXm3GmTJmiqVOnSpLGjx+voqIiPfroozp37py6deumzMzM67qvCAAAAACuxmIYhuHsSVyvwsJC+fj4qKCgQN7e3pX2CZ24pkLbIY+hFdrCw5pVaNsZv/P6JwmHuda/W00tqIHZAAAAwJmuJRuUs/tDVwEAAACgNiAMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADClOs6eAFBTwjPCK7TtjN/phJkAAADgRsDKEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTqlIYWrBggUJDQ+Xh4aGoqCht3rz5in137dqlAQMGKDQ0VBaLRWlpaRX6TJ06VRaLxeZo06ZNVaYGAAAAANfE7jC0YsUKJScna8qUKdq2bZs6dOiguLg4nThxotL+Fy9eVPPmzTVjxgwFBgZecdzbbrtNx48ftx4bN260d2oAAAAAcM3q2PuCOXPmaNSoUUpMTJQkpaena82aNVq8eLEmTpxYof8dd9yhO+64Q5Iqfd46kTp1rhqWAAAAANSgqT6VtBXU/DwcyK6VoZKSEm3dulWxsbG/DODiotjYWOXk5FzXRPbt26fg4GA1b95cw4YNU25u7hX7FhcXq7Cw0OYAAAAAAHvYFYZOnTql0tJSBQQE2LQHBAQoLy+vypOIiorSkiVLlJmZqYULF+rgwYO66667dP78+Ur7p6amysfHx3qEhIRUuTYAAAAAc7ohdpPr3bu3Bg4cqPbt2ysuLk5r167VuXPn9Pbbb1faf9KkSSooKLAehw8fruEZAwAAALjZ2XXPkJ+fn1xdXZWfn2/Tnp+fX633+zRs2FC33nqr9u/fX+nz7u7ucnd3r7Z6AAAAAMzHrpUhNzc3de7cWVlZWda2srIyZWVlKTo6utomdeHCBR04cEBBQUHVNiYAAAAA/Jrdu8klJycrPj5ekZGR6tKli9LS0lRUVGTdXW7EiBFq2rSpUlNTJf286cLu3butfz569Kh27NghLy8vtWzZUpL09NNPq2/fvrrlllt07NgxTZkyRa6urhoyZEh1nScAAAAA2LA7DA0aNEgnT55USkqK8vLyFBERoczMTOumCrm5uXJx+WXB6dixY+rYsaP18ezZszV79mx1795d2dnZkqQjR45oyJAhOn36tPz9/dWtWzd9+eWX8vf3v87TAwAAAIDK2R2GJCkpKUlJSUmVPlcecMqFhobKMIyrjvfWW29VZRoAAAAAUGU3xG5yAAAAAFDTCEMAAAAATIkwBAAAAMCUqnTPEAAAtVl4RniFtp3xO50wEwC4sdS2n4+sDAEAAAAwJcIQAAAAAFMiDAEAAAAwJe4ZAgCY21Sfim1hzWp+HgCAGsfKEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTquPsCQAAAABwrtCJayq0HfJwwkRqGCtDAAAAAEyJMAQAAADAlAhDAAAAAEypSmFowYIFCg0NlYeHh6KiorR58+Yr9t21a5cGDBig0NBQWSwWpaWlXfeYAAAAAHC97A5DK1asUHJysqZMmaJt27apQ4cOiouL04kTJyrtf/HiRTVv3lwzZsxQYGBgtYwJAAAAANfL7jA0Z84cjRo1SomJiWrXrp3S09NVr149LV68uNL+d9xxh1588UUNHjxY7u7u1TImAAAAAFwvu8JQSUmJtm7dqtjY2F8GcHFRbGyscnJyqjSBqoxZXFyswsJCmwMAAAAA7GFXGDp16pRKS0sVEBBg0x4QEKC8vLwqTaAqY6ampsrHx8d6hISEVKk2AAAAAPO6KXeTmzRpkgoKCqzH4cOHnT0lAAAAADeZOvZ09vPzk6urq/Lz823a8/Pzr7g5giPGdHd3v+L9RwAAAABwLexaGXJzc1Pnzp2VlZVlbSsrK1NWVpaio6OrNAFHjAkAAAAAv8eulSFJSk5OVnx8vCIjI9WlSxelpaWpqKhIiYmJkqQRI0aoadOmSk1NlfTzBgm7d++2/vno0aPasWOHvLy81LJly2saEwAAAACqm91haNCgQTp58qRSUlKUl5eniIgIZWZmWjdAyM3NlYvLLwtOx44dU8eOHa2PZ8+erdmzZ6t79+7Kzs6+pjEBAAAAoLrZHYYkKSkpSUlJSZU+Vx5wyoWGhsowjOsaEwAAAACq2025mxwAAAAAXC/CEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTIgwBAAAAMCXCEAAAAABTqtKHrgIAcDMKnbimQtshDydMBABwQ2BlCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIAp1XH2BADULuEZ4TaPd8bvdNJMAAAAro6VIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEpVCkMLFixQaGioPDw8FBUVpc2bN1+1/8qVK9WmTRt5eHgoPDxca9eutXk+ISFBFovF5ujVq1dVpgYAAAAA18TuMLRixQolJydrypQp2rZtmzp06KC4uDidOHGi0v5ffPGFhgwZoocffljbt29X//791b9/f3377bc2/Xr16qXjx49bjzfffLNqZwQAAAAA18DuMDRnzhyNGjVKiYmJateundLT01WvXj0tXry40v5z585Vr169NG7cOLVt21bTpk1Tp06dNH/+fJt+7u7uCgwMtB6NGjWq2hkBAAAAwDWoY0/nkpISbd26VZMmTbK2ubi4KDY2Vjk5OZW+JicnR8nJyTZtcXFxWrVqlU1bdna2mjRpokaNGunee+/V9OnT1bhx40rHLC4uVnFxsfVxYWGhPacBoApCJ66p0HZoxv1OmAkAAED1sGtl6NSpUyotLVVAQIBNe0BAgPLy8ip9TV5e3u/279Wrl5YuXaqsrCzNnDlTGzZsUO/evVVaWlrpmKmpqfLx8bEeISEh9pwGAAAAANi3MuQogwcPtv45PDxc7du3V4sWLZSdna0ePXpU6D9p0iSb1abCwkICEQAAAAC72LUy5OfnJ1dXV+Xn59u05+fnKzAwsNLXBAYG2tVfkpo3by4/Pz/t37+/0ufd3d3l7e1tcwAAAACAPewKQ25uburcubOysrKsbWVlZcrKylJ0dHSlr4mOjrbpL0nr1q27Yn9JOnLkiE6fPq2goCB7pgcAAAAA18zu3eSSk5O1aNEiZWRkaM+ePRo9erSKioqUmJgoSRoxYoTNBgtjxoxRZmamXnrpJX333XeaOnWqtmzZoqSkJEnShQsXNG7cOH355Zc6dOiQsrKy1K9fP7Vs2VJxcXHVdJoAAAAAYMvue4YGDRqkkydPKiUlRXl5eYqIiFBmZqZ1k4Tc3Fy5uPySsbp27arly5fr2Wef1TPPPKNWrVpp1apVuv322yVJrq6u+uabb5SRkaFz584pODhYPXv21LRp0+Tu7l5NpwkAuBJ2CgQAmFWVNlBISkqyruz8VnZ2doW2gQMHauDAgZX29/T01EcffVSVaQAAAABAld0Qu8kBwDWb6lNJW0HNzwMAANz0CEMAAABVxGWmwM3N7g0UAAAAAKA2YGUIQNVVdslaWLOanwcAAEAVEIYAABVxbxYAwAS4TA4AAACAKbEyBAC4JuEZ4RXadsbvdMJMAACoHqwMAQAAADAlwhAAAAAAU+IyOQAAYCq14ZJPPt8IqB6sDAEAAAAwJcIQAAAAAFPiMjkAN73acMkLAACoeawMAQAAADAlwhAAAAAAUyIMAQAAADAl7hlCtWGbTwAAKse9jcCNiZUhAAAAAKbEyhAAAEBtMNWnkraCmp8HcBMhDAEAgFrhhrlcu7JQEtas5ucB4HdxmRwAAAAAUyIMAQAAADAlLpMDANw4uOcBAFCDWBkCAAAAYEqsDAEAgNqLzQwAXEWVVoYWLFig0NBQeXh4KCoqSps3b75q/5UrV6pNmzby8PBQeHi41q5da/O8YRhKSUlRUFCQPD09FRsbq3379lVlagAAAPj/hWeEVzgA/MLuMLRixQolJydrypQp2rZtmzp06KC4uDidOHGi0v5ffPGFhgwZoocffljbt29X//791b9/f3377bfWPrNmzdK8efOUnp6uTZs2qX79+oqLi9NPP/1U9TMDAAAAgKuw+zK5OXPmaNSoUUpMTJQkpaena82aNVq8eLEmTpxYof/cuXPVq1cvjRs3TpI0bdo0rVu3TvPnz1d6eroMw1BaWpqeffZZ9evXT5K0dOlSBQQEaNWqVRo8ePD1nB+crZLLE8IruTxhZ/zOmpgNbjKVfmaIhxMmAqeq7DfZN9vPjMq/l4dW7MhmEQBMxtmfD2ZXGCopKdHWrVs1adIka5uLi4tiY2OVk5NT6WtycnKUnJxs0xYXF6dVq1ZJkg4ePKi8vDzFxsZan/fx8VFUVJRycnIqDUPFxcUqLi62Pi4o+PnNo7Cw8IpzLyu+WKGt0GJUaCv9sbRiv6uMWyWpf6jQ9MdbKrZ9OfTL6q3725rL/1itNZ31Nb6h/m5rwO1TPqrQ9q3HwxXaqvt7qqpfZ/5ur93N9ncrXd/XufLzdWzdG/3n1B/T21Voc/R7QW3ijL/fG/17qmb+v3X8z6kbXXX/m8oZNW+o7+VJ3hXa7PmeKp+PYVScfwWGHY4ePWpIMr744gub9nHjxhldunSp9DV169Y1li9fbtO2YMECo0mTJoZhGMbnn39uSDKOHTtm02fgwIHGgw8+WOmYU6ZMMSRxcHBwcHBwcHBwcHBUehw+fPh3881NuZvcpEmTbFabysrKdObMGTVu3FgWi8WusQoLCxUSEqLDhw/L27tiCnUU6tbeumY6V+ryPUXdm7Oumc6VurW7rpnOlbrXXtcwDJ0/f17BwcG/29euMOTn5ydXV1fl5+fbtOfn5yswMLDS1wQGBl61f/l/8/PzFRQUZNMnIiKi0jHd3d3l7u5u09awYUN7TqUCb2/vGv3LpW7tr2umc6Vu7a1J3dpd10znSt3aXddM50rda+Pj43NN/ezaTc7NzU2dO3dWVlaWta2srExZWVmKjo6u9DXR0dE2/SVp3bp11v5hYWEKDAy06VNYWKhNmzZdcUwAAAAAuF52XyaXnJys+Ph4RUZGqkuXLkpLS1NRUZF1d7kRI0aoadOmSk1NlSSNGTNG3bt310svvaT7779fb731lrZs2aJXX31VkmSxWDR27FhNnz5drVq1UlhYmCZPnqzg4GD179+/+s4UAAAAAH7F7jA0aNAgnTx5UikpKcrLy1NERIQyMzMVEBAgScrNzZWLyy8LTl27dtXy5cv17LPP6plnnlGrVq20atUq3X777dY+48ePV1FRkR599FGdO3dO3bp1U2Zmpjw8HL+Hrru7u6ZMmVLhsjvqUvdmqknd2l3XTOdK3dpbk7rUrS01qVu76loM41r2nAMAAACA2sWue4YAAAAAoLYgDAEAAAAwJcIQAAAAAFMiDNWwmJgYjR071tnTcKra/jUwDEOPPvqofH19ZbFYtGPHDmdPySGc/fforPoJCQk1utOlWb/OAADUBLt3kwNwdZmZmVqyZImys7PVvHlz+fn5OXtKtdJ//vMf1a1bt8brzp07V+w7A+BGFRMTo4iICKWlpTl7KsBNgTAEVLMDBw4oKChIXbt2dfZUajVfX1+n1L3WT7QGcGMqKSmRm5ubs6cB4AZh6svkMjMz1a1bNzVs2FCNGzdWnz59dODAAYfXvXz5spKSkuTj4yM/Pz9Nnjy5Rn7TXFZWplmzZqlly5Zyd3dXs2bN9I9//MOhNYuKijRixAh5eXkpKChIL730kkPrlSsrK1NqaqrCwsLk6empDh066J133nF43YSEBD3xxBPKzc2VxWJRaGiow2tK0vnz5zVs2DDVr19fQUFBevnll2vk8qaysjKNHz9evr6+CgwM1NSpUx1a79fMcpncb61Zs0Y+Pj5atmyZ0+ZQ3WJiYvTEE09o7NixatSokQICArRo0SLrB3o3aNBALVu21Icffuiw+k8++WSNfy8XFxfrySefVJMmTeTh4aFu3brpq6++cmjNmJgYJSUlOeU9qLL3g5r4/7j8nMeOHSs/Pz/FxcU5tF65d955R+Hh4fL09FTjxo0VGxuroqIih9ZMSEjQhg0bNHfuXFksFlksFh06dMihNUNDQyusQkVERDj8/6FXX31VwcHBKisrs2nv16+fRo4cWe31Vq9erYYNG6q0tFSStGPHDlksFk2cONHa55FHHtFDDz1U7bVPnjypwMBAvfDCC9a2L774Qm5ubsrKyqr2euWWLl2qxo0bq7i42Ka9f//+Gj58uMPqStKhQ4es38O/PmJiYqq9lqnDUFFRkZKTk7VlyxZlZWXJxcVFf/7znyv8j1XdMjIyVKdOHW3evFlz587VnDlz9O9//9uhNSVp0qRJmjFjhiZPnqzdu3dr+fLl1g/LdZRx48Zpw4YNev/99/Xxxx8rOztb27Ztc2hNSUpNTdXSpUuVnp6uXbt26amnntJDDz2kDRs2OLTu3Llz9fzzz+sPf/iDjh8/7vB/2JRLTk7W559/rg8++EDr1q3TZ599ViNf54yMDNWvX1+bNm3SrFmz9Pzzz2vdunUOr2tWy5cv15AhQ7Rs2TINGzbM2dOpVhkZGfLz89PmzZv1xBNPaPTo0Ro4cKC6du2qbdu2qWfPnho+fLguXrzosPo1/b08fvx4vfvuu8rIyNC2bdvUsmVLxcXF6cyZMw6t66z3IGe9H0g/n7Obm5s+//xzpaenO7ze8ePHNWTIEI0cOVJ79uxRdna2HnjgAYeHzrlz5yo6OlqjRo3S8ePHdfz4cYWEhDi0prMMHDhQp0+f1vr1661tZ86cUWZmpkN+Pt511106f/68tm/fLknasGGD/Pz8lJ2dbe2zYcMGh/xj3d/fX4sXL9bUqVO1ZcsWnT9/XsOHD1dSUpJ69OhR7fXKDRw4UKWlpfrggw+sbSdOnNCaNWscEjh/LSQkxPo9fPz4cW3fvl2NGzfW3XffXf3FDFidPHnSkGTs3LnTYTW6d+9utG3b1igrK7O2TZgwwWjbtq3DahqGYRQWFhru7u7GokWLHFrn186fP2+4ubkZb7/9trXt9OnThqenpzFmzBiH1f3pp5+MevXqGV988YVN+8MPP2wMGTLEYXXLvfzyy8Ytt9zi8DrlCgsLjbp16xorV660tp07d86oV6+eQ7/O3bt3N7p162bTdscddxgTJkxwWM3f1nfk+V1JfHy80a9fvxqrV36e8+fPN3x8fIzs7Owaq/3r+o6u8evvpcuXLxv169c3hg8fbm07fvy4IcnIyclxeH3DcPz38oULF4y6desay5Yts7aVlJQYwcHBxqxZsxxW11nvQc56PzCMn8+5Y8eODq3xW1u3bjUkGYcOHarRuoZR8z8bb7nlFuPll1+2aevQoYMxZcoUh9fu16+fMXLkSOvjf/3rX0ZwcLBRWlrqkHqdOnUyXnzxRcMwDKN///7GP/7xD8PNzc04f/68ceTIEUOS8f333zuktmEYxmOPPWbceuutxtChQ43w8HDjp59+clitcqNHjzZ69+5tffzSSy8ZzZs3t/kZ4mg//vijERUVZfTp08chf7emXhnat2+fhgwZoubNm8vb29t6SVNubq5D6/7xj3+UxWKxPo6Ojta+ffusS6+OsGfPHhUXFzv0Nwi/deDAAZWUlCgqKsra5uvrq9atWzu07v79+3Xx4kXdd9998vLysh5Lly6tkcsga9oPP/ygS5cuqUuXLtY2Hx8fh3+dJal9+/Y2j4OCgnTixAmH1zWbd955R0899ZTWrVun7t27O3s6DvHr7yVXV1c1btxY4eHh1rbyVWxHfX/V9PfygQMHdOnSJd15553Wtrp166pLly7as2ePw+pKznkPctb7QbnOnTvXSJ1yHTp0UI8ePRQeHq6BAwdq0aJFOnv2bI3OwQyGDRumd99913oZ17JlyzR48GC5uDjmn7fdu3dXdna2DMPQZ599pgceeEBt27bVxo0btWHDBgUHB6tVq1YOqS1Js2fP1uXLl7Vy5UotW7ZM7u7uDqtVbtSoUfr444919OhRSdKSJUuUkJBg8zPE0UaOHKnz589r+fLlDvm7NXUY6tu3r86cOaNFixZp06ZN2rRpk6Sfb66sbTw9PZ09hRpz4cIFST/fW7Fjxw7rsXv37hq5b8hMfrubm8VicfhlpmbUsWNH62USRi3dya6y76Vft5W/8Trq+4vv5dqtfv36NVrP1dVV69at04cffqh27drplVdeUevWrXXw4MEanUdNcHFxqfBz6dKlSzVSu2/fvjIMQ2vWrNHhw4f12WefOfQS4piYGG3cuFFff/216tatqzZt2igmJkbZ2dnasGGDw39ZdeDAAR07dkxlZWUOvxesXMeOHdWhQwctXbpUW7du1a5du5SQkFAjtSVp+vTp+uijj/TBBx+oQYMGDqlh2jB0+vRp7d27V88++6x69Oihtm3b1thvbcpDV7kvv/xSrVq1kqurq8NqtmrVSp6eng690e63WrRoobp169qc79mzZ/X99987tG67du3k7u6u3NxctWzZ0uaojddON2/eXHXr1rW5P6mgoMDhX2fUnBYtWmj9+vV6//339cQTTzh7OqgGLVq0sN7DUu7SpUv66quv1K5dO4fWdsZ7kLPeD5zJYrHozjvv1HPPPaft27fLzc1N7733nsPrurm5OXSV77f8/f11/Phx6+PCwsIaC30eHh564IEHtGzZMr355ptq3bq1OnXq5LB65fcNvfzyy9bgUx6GsrOzHXK/ULmSkhI99NBDGjRokKZNm6ZHHnmkxq7EeOSRR7RkyRK99tprio2NrbF/S7377rt6/vnn9fbbb6tFixYOq2ParbUbNWqkxo0b69VXX1VQUJByc3NtdgRxpNzcXCUnJ+uvf/2rtm3bpldeecXhu6x5eHhowoQJGj9+vNzc3HTnnXfq5MmT2rVrlx5++GGH1PTy8tLDDz+scePGqXHjxmrSpIn+/ve/O2z5ulyDBg309NNP66mnnlJZWZm6deumgoICff755/L29lZ8fLxD69e0Bg0aKD4+XuPGjZOvr6+aNGmiKVOmyMXFpUaXseFYt956q9avX6+YmBjVqVOHzxC5ydWvX1+jR4+2/n/brFkzzZo1SxcvXnTYz+RyzngPctb7gbNs2rRJWVlZ6tmzp5o0aaJNmzbp5MmTatu2rcNrh4aGatOmTTp06JC8vLzk6+vr0K/zvffeqyVLlqhv375q2LChUlJSHBqsf2vYsGHq06ePdu3a5ZCd3H6tUaNGat++vZYtW6b58+dLku6++249+OCDunTpkkNXhv7+97+roKBA8+bNk5eXl9auXauRI0dq9erVDqtZbujQoXr66ae1aNEiLV261OH1JOnbb7/ViBEjNGHCBN12223Ky8uT9HPYr+6P1jBtGHJxcdFbb72lJ598Urfffrtat26tefPmOTTVlxsxYoR+/PFHdenSRa6urhozZoweffRRh9edPHmy6tSpo5SUFB07dkxBQUH629/+5tCaL774oi5cuKC+ffuqQYMG+p//+R8VFBQ4tKYkTZs2Tf7+/kpNTdUPP/yghg0bqlOnTnrmmWccXtsZ5syZo7/97W/q06ePvL29NX78eB0+fFgeHh7OnhqqUevWrfXJJ58oJiZGrq6uNbZVPRxjxowZKisr0/Dhw3X+/HlFRkbqo48+UqNGjRxa11nvQc56P3AGb29vffrpp0pLS1NhYaFuueUWvfTSS+rdu7fDaz/99NOKj49Xu3bt9OOPP+rgwYMO/ZiHSZMm6eDBg+rTp498fHw0bdq0Gr0c8N5775Wvr6/27t2roUOHOrxe9+7dtWPHDuu/F319fdWuXTvl5+c77B647OxspaWlaf369fL29pYkvf766+rQoYMWLlyo0aNHO6RuOR8fHw0YMEBr1qypsY+W2LJliy5evKjp06dr+vTp1vby+7aqk8WorRegAyZWVFSkpk2b6qWXXnL4b5nNZsiQIXJ1ddUbb7zh7KkAdouJiVFERMQNs7J4o80HQOV69Oih2267TfPmzXP2VKpd7VyfBkxm+/btevPNN3XgwAFt27bNegNpv379nDyz2uPy5cvavXu3cnJydNtttzl7OgAAONzZs2f13nvvKTs7W48//rizp+MQpr1MDqhtZs+erb1798rNzU2dO3fWZ599Jj8/P2dPq9b49ttv1bVrV91zzz0Ov7wUAIAbQceOHXX27FnNnDmzxrbCr2lcJgcAAADAlLhMDgAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAANUiJiZGY8eOdUrthISEGvtkdABA7UEYAgDcUA4dOiSLxaIdO3Y4rEZ2drYsFovOnTtn0+7MQAcAqHmEIQAAqllJSYmzpwAAuAaEIQBAtXv99dcVGRmpBg0aKDAwUEOHDtWJEyesz589e1bDhg2Tv7+/PD091apVK7322muSpLCwMEk/f/K5xWJRTEyM3fXLysqUmpqqsLAweXp6qkOHDnrnnXck/bzydM8990iSGjVqJIvFooSEBCUkJGjDhg2aO3euLBaLLBaLDh06JEn69ttv1bt3b3l5eSkgIEDDhw/XqVOnrPViYmKUlJSksWPHys/PT3FxcVX5sgEAalgdZ08AAFD7XLp0SdOmTVPr1q114sQJJScnKyEhQWvXrpUkTZ48Wbt379aHH34oPz8/7d+/Xz/++KMkafPmzerSpYv++9//6rbbbpObm5vd9VNTU/XGG28oPT1drVq10qeffqqHHnpI/v7+6tatm959910NGDBAe/fulbe3tzw9PSVJ33//vW6//XY9//zzkiR/f3+dO3dO9957rx555BG9/PLL+vHHHzVhwgQ9+OCD+uSTT6w1MzIyNHr0aH3++efX++UDANQQwhAAoNqNHDnS+ufmzZtr3rx5uuOOO3ThwgV5eXkpNzdXHTt2VGRkpCQpNDTU2t/f31+S1LhxYwUGBtpdu7i4WC+88IL++9//Kjo62jqHjRs36l//+pe6d+8uX19fSVKTJk3UsGFD62vd3NxUr149m7rz589Xx44d9cILL1jbFi9erJCQEH3//fe69dZbJUmtWrXSrFmz7J4vAMB5CEMAgGq3detWTZ06VV9//bXOnj2rsrIySVJubq7atWun0aNHa8CAAdq2bZt69uyp/v37q2vXrtVSe//+/bp48aLuu+8+m/aSkhJ17NjR7vG+/vprrV+/Xl5eXhWeO3DggDUMde7cuWoTBgA4DWEIAFCtioqKFBcXp7i4OC1btkz+/v7Kzc1VXFycdWOB3r176//9v/+ntWvXat26derRo4cef/xxzZ49+7rrX7hwQZK0Zs0aNW3a1OY5d3f3Ko3Xt29fzZw5s8JzQUFB1j/Xr1/f7rEBAM5FGAIAVKvvvvtOp0+f1owZMxQSEiJJ2rJlS4V+/v7+io+PV3x8vO666y6NGzdOs2fPtt4jVFpaWqX67dq1k7u7u3Jzc9W9e/dK+1yphpubW4W2Tp066d1331VoaKjq1OFtEwBqE3aTAwBUq2bNmsnNzU2vvPKKfvjhB33wwQeaNm2aTZ+UlBS9//772r9/v3bt2qXVq1erbdu2kn6+j8fT01OZmZnKz89XQUGBXfUbNGigp59+Wk899ZQyMjJ04MABbdu2Ta+88ooyMjIkSf9fO/fLqjAYhmH8nhNBMFhE2MKsDvQjGMVmNpo1GAwzGGRBs81mFKwazGIQv4KCXdk3mDvNcjCcw8E/571+8KaVp43r3cM8z5NlWVqtVrpcLvevSaVSSfv9XufzWdfrVbfbTZ1OR1EUqdVq6XA46HQ6abPZqN1u/zrYAADvgRgCAPypQqGg+Xyu5XIp3/c1mUy+rb9lMhkNBgNVq1XVajXZtq3FYiFJSqfTmk6nms1mchxHzWbzxzOEYajhcKjxeKxyuaxGo6H1en3/bbfruhqNRgqCQMViUd1uV5LU7/dl27Z837+v9zmOo91upziOVa/XValU1Ov1lM/nlUrxGgWAT2YlSZK8eggAAAAAeDautAAAAAAYiRgCALy9XC738Gy321ePBwD4UKzJAQDe3vF4fPjMdV1ls9knTgMA+C+IIQAAAABGYk0OAAAAgJGIIQAAAABGIoYAAAAAGIkYAgAAAGAkYggAAACAkYghAAAAAEYihgAAAAAY6QukzD/ATCafXgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "# Доли имен мальчиков и девочек, заканчивающихся на каждую букву\n", "fig, axes = plt.subplots(2, 1, figsize=(10, 8))\n", "letter_prop[\"M\"].plot(kind=\"bar\", rot=0, ax=axes[0], title=\"Male\")\n", "letter_prop[\"F\"].plot(kind=\"bar\", rot=0, ax=axes[1], title=\"Female\",\n", " legend=False)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots_adjust(hspace=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Как видим, с 1960-х годов доля имен мальчиков, заканчивающихся буквой n, значительно возросла. Вернемся к созданной ранее полной таблице, пронормируем ее по году и полу, выберем некое подмножество букв для имен мальчиков, и транспонируем, чтобы превратить каждый столбец во временной ряд" ] }, { "cell_type": "code", "execution_count": 42, "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", "
last_letterdny
year
18800.0830550.1532130.075760
18810.0832470.1532140.077451
18820.0853400.1495600.077537
18830.0840660.1516460.079144
18840.0861200.1499150.080405
\n", "
" ], "text/plain": [ "last_letter d n y\n", "year \n", "1880 0.083055 0.153213 0.075760\n", "1881 0.083247 0.153214 0.077451\n", "1882 0.085340 0.149560 0.077537\n", "1883 0.084066 0.151646 0.079144\n", "1884 0.086120 0.149915 0.080405" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "letter_prop = table / table.sum()\n", "\n", "dny_ts = letter_prop.loc[[\"d\", \"n\", \"y\"], \"M\"].T\n", "dny_ts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Имея этот объект _DataFrame_, содержащий временные ряды, можно методом _plot_ построить график изменения тенденций в  зависимости от времени" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close(\"all\")\n", "fig = plt.figure()\n", "dny_ts.plot(title=\"Зависимость доли мальчиков с именами,заканчивающимися на буквы d,n,y от времени\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "!!!+++!!!\n", "\n", "Еще одно интересное упражнение – изучить имена, которые раньше часто давали мальчикам, а  затем «сменили пол». Возьмем, к  примеру, имя Lesley или Leslie. По набору top1000 вычислим список имен, начинающихся с 'lesl'" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "632 Leslie\n", "2294 Lesley\n", "4262 Leslee\n", "4728 Lesli\n", "6103 Lesly\n", "dtype: object" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_names = pd.Series(top1000[\"name\"].unique())\n", "lesley_like = all_names[all_names.str.contains(\"Lesl\")]\n", "lesley_like" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Далее можно оставить только эти имена и просуммировать количество родившихся, сгруппировав по имени, чтобы найти относительные частоты" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "name\n", "Leslee 1082\n", "Lesley 32039\n", "Lesli 929\n", "Leslie 341467\n", "Lesly 2856\n", "Name: births, dtype: int64" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filtered = top1000[top1000[\"name\"].isin(lesley_like)]\n", "filtered.groupby(\"name\")[\"births\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Затем агрегируем по полу и  году и нормируем в пределах каждого года" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sexFM
year
19960.9531910.046809
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19981.000000NaN
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" ], "text/plain": [ "sex F M\n", "year \n", "1996 0.953191 0.046809\n", "1997 0.960549 0.039451\n", "1998 1.000000 NaN\n", "1999 1.000000 NaN\n", "2000 1.000000 NaN" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table = filtered.pivot_table(\"births\", index=\"year\",\n", " columns=\"sex\", aggfunc=\"sum\")\n", "table = table.div(table.sum(axis=\"columns\"), axis=\"index\")\n", "table.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь нетрудно построить график распределения по полу в  зависимости от времени" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "table.plot(style={\"M\": \"k-\", \"F\": \"k--\"},\n", " title= \"Изменение во времени доли мальчиков и девочек с именами, похожими на Lesley\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.7.6 64-bit", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "vscode": { "interpreter": { "hash": "aaea06cd2337f3f1a8255382ee5a8ce2e63ade4be3aa94187189b8da1d3aff1f" } } }, "nbformat": 4, "nbformat_minor": 4 }