423 lines
243 KiB
Plaintext
423 lines
243 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Analiza temperatury w Polsce na wybranych przykładach (dane z okresu 1901-2016)\n",
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"\n",
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"Dane pobrane z: [worldbank.org](worldbank.org).\n",
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"\n",
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"Plik CSV: https://climateknowledgeportal.worldbank.org/api/data/get-download-data/historical/tas/1901-2016/POL/Poland"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"data = {}\n",
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"\n",
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"with open(\"tas_1901_2016_POL.csv\") as f:\n",
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"\n",
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" # przeczytaj plik, iteruj po liniach...\n",
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" for line in f.readlines():\n",
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"\n",
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" # wyłuskaj interesujące nas wartości\n",
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" t_str, y_str, m_str = line.split(\",\")\n",
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"\n",
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" # konwertuj odczytane wartości na odpowiednie typy\n",
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" t, y, m = float(t_str), int(y_str), m_str.strip().lower()\n",
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"\n",
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" # zapisz do zmiennej\n",
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" data[y] = data.get(y, {})\n",
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" data[y][m] = t"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Przykład 1. Najzimniejszy oraz najcieplejszy miesiąc w Polsce"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Najniższa średnia temperatura wystąpiła jan 1942: -10.882°C\n",
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"Najwyższa średnia temperatura wystąpiła jul 1994: 21.1785°C\n"
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]
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}
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],
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"source": [
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"# dane początkowe\n",
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"top_y, top_m, top_t = 0, 0, 0\n",
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"bot_y, bot_m, bot_t = 0, 0, 0\n",
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"\n",
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"# przez każdy rok w zestawie danych...\n",
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"for year in data:\n",
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"\n",
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" # przygotuj słowniki po wartościach temperatur i nazwach miesięcy\n",
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" months = data[year].values()\n",
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" temperatures = {v: k for k, v in data[year].items()}\n",
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"\n",
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" # znajdź minima i maksima\n",
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" max_months, min_months = max(months), min(months)\n",
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"\n",
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" # dokonaj porównania z poprzednimi wartościami\n",
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" if top_t < max_months:\n",
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" top_y = year\n",
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" top_t = max_months\n",
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" top_m = temperatures[top_t]\n",
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"\n",
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" if bot_t > min_months:\n",
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" bot_y = year\n",
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" bot_t = min_months\n",
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" bot_m = temperatures[bot_t]\n",
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"\n",
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"# wypisz wyniki\n",
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"print(f\"Najniższa średnia temperatura wystąpiła {bot_m} {bot_y}: {bot_t}°C\")\n",
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"print(f\"Najwyższa średnia temperatura wystąpiła {top_m} {top_y}: {top_t}°C\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Przygotuj notes do wyświetlania wykresów"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"# zaimportuj bibliotekę do obsługi wykresów\n",
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"from matplotlib import pyplot as plt\n",
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"\n",
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"# rysuj wykres w notatniku\n",
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"%matplotlib inline\n",
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"\n",
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"# ustaw rozmiar wykresu\n",
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"plt.rcParams[\"figure.figsize\"] = (20.0, 10.0)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Stwórz funkcję pomocniczą do rysowania wykresów w wygodny sposób."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"def graph(ox, oy, margin_x=5, step_x=10, margin_y=2, step_y=2):\n",
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" plt.grid()\n",
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" plt.legend()\n",
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" plt.xlabel(\"Rok\")\n",
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" plt.ylabel(\"Temperatura\")\n",
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" plt.title(\"Wykres średniej temperatury\")\n",
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"\n",
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" min_x, max_x = round(min(ox)) - margin_x, round(max(ox)) + margin_x\n",
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" min_y, max_y = round(min(oy)) - margin_y, round(max(oy)) + margin_y\n",
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" plt.xticks(range(int(min_x), int(max_x), step_x))\n",
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" plt.yticks(range(int(min_y), int(max_y), step_y))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Przykład 2. Zaprezentuj odkryte minimum i maksimum temperatur za pomocą wykresów"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Najcieplejszy rok na przestrzeni miesięcy"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1440x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# przygotuj dane, oś OX\n",
|
|
"x = range(1, len(data[top_y].keys())+1)\n",
|
|
"y = list(data[top_y].values())\n",
|
|
"\n",
|
|
"# narysuj dane\n",
|
|
"plt.bar(x, y, label=f\"Temperatury w {top_y}\")\n",
|
|
"graph(x, y, step_x=1, margin_x=1)\n",
|
|
"\n",
|
|
"# popraw labelki\n",
|
|
"plt.title(f\"Wykres średniej temperatury roku {top_y} z najgorętszym miesiącem\")\n",
|
|
"plt.xlabel(\"Miesiąc\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"Najzimniejszy rok na przestrzeni miesięcy"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 1440x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
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"output_type": "display_data"
|
|
}
|
|
],
|
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"source": [
|
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"# przygotuj dane, oś OX\n",
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"x = range(1, len(data[bot_y].keys())+1)\n",
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"y = list(data[bot_y].values())\n",
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"\n",
|
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"# narysuj dane\n",
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"plt.bar(x, y, label=f\"Temperatury w {bot_y}\")\n",
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"graph(x, y, step_x=1, margin_x=1)\n",
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"\n",
|
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"# popraw labelki\n",
|
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"plt.title(f\"Wykres średniej temperatury roku {bot_y} z najzimniejszym miesiącem\")\n",
|
|
"plt.xlabel(\"Miesiąc\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Przykład 3. Na podstawie informacji o najgorętszym miesiącu roku przygotuj wykres wzrostu średniej temperatury w okresie wakacyjnym na przestrzeni lat."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"Najgorętszym miesiącem był lipiec więc to głównie na nim oprzemy naszą analizę."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# przygotuj dane\n",
|
|
"x = list(data.keys())\n",
|
|
"jun_y = [data[y][\"jun\"] for y in data.keys()]\n",
|
|
"jul_y = [data[y][\"jul\"] for y in data.keys()]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Tu następuje faktyczne rysowanie wykresu dla miesięcy wakacyjnych."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1440x720 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# pierwszy zestaw danych\n",
|
|
"plt.subplot(2, 1, 1)\n",
|
|
"plt.plot(x, jun_y, \"b\", label=\"Czerwiec\", linewidth=2)\n",
|
|
"graph(x, jun_y)\n",
|
|
"\n",
|
|
"# drugi zestaw danych\n",
|
|
"plt.subplot(2, 1, 2)\n",
|
|
"plt.plot(x, jul_y, \"c\", label=\"Lipiec\", linewidth=2)\n",
|
|
"graph(x, jul_y)\n",
|
|
"\n",
|
|
"# pokaż wykres\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Przykład 4: Hipoteza: Dane sugerują stabilny poziom średniej miesięcznej temperatury na przestrzeni prawie stu lat, ale ostatnie dwadzieścia lat zdają się mieć znaczący trend wzrostowy.\n",
|
|
"\n",
|
|
"Aby się temu lepiej przyjrzeć, wygładzę dane korzystając z filtra Gaussa\n",
|
|
"oraz nałożę na siebie wykresy by móc wygodniej porównać trend\n",
|
|
"sąsiadujących ze sobą miesięcy."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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"<Figure size 1440x720 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# użyj filtra Gaussa oraz wygładź dane\n",
|
|
"from scipy.ndimage.filters import gaussian_filter1d\n",
|
|
"\n",
|
|
"jul_y = gaussian_filter1d(jul_y, sigma=2)\n",
|
|
"jun_y = gaussian_filter1d(jun_y, sigma=2)\n",
|
|
"\n",
|
|
"# poinformuj plt o chęci nałożenia wykresów\n",
|
|
"plt.plot(x, jun_y, \"b\", label=\"Czerwiec\", linewidth=2)\n",
|
|
"plt.plot(x, jul_y, \"c\", label=\"Lipiec\", linewidth=2)\n",
|
|
"\n",
|
|
"# przygotuj wspólną listę osi OY dla funkcji rysującej\n",
|
|
"import numpy as np\n",
|
|
"y = np.concatenate((jul_y, jun_y))\n",
|
|
"graph(x, y, margin_y=1, step_y=1)\n",
|
|
"\n",
|
|
"# pokaż wykres\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Wniosek: tendencja wzrostowa średnich temperatur w okresie wakacyjnym na przestrzeni lat jest wyrażnie widoczna w ostatnim dwudziestoleciu."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.2"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|