1307 lines
1.1 MiB
1307 lines
1.1 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "84866313-54ac-4a76-8592-665fee1093e7",
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"metadata": {},
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"source": [
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"# Wykorzystanie indeksu wegetacji NDVI do klasyfikacji gatunków drzew\n",
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"# Rafał Borkowski\n",
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"\n",
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"\n",
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"# Pochodzenie danych"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f5d2dbe3-7a79-4080-950e-745e68833977",
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"metadata": {},
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"source": [
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"# Spis treści:\n",
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"1. Pochodzenie źródła danych\n",
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"2. Etap 0 - preprocesing i przygotowanie\n",
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"3. Obliczanie indeksu NDVI\n",
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"4. Przetwarzanie próbek na dane\n",
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"5. Przykładowe dane\n",
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"6. Import bibliotek i funkcji\n",
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"7. Wartości histogramu"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ccc658c7-d667-4543-b35c-9b9e0bef1957",
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"metadata": {},
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"source": [
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"# Pochodzenie źródła danych\n",
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"\n",
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"**Źródłem danych** są lotnicze zdjęcia spektralne wykonane w barwach widzialnych (RGB) oraz bliskiej podczerwieni (NIR) dostępne na [Geoportalu krajowym](https://mapy.geoportal.gov.pl/imap/Imgp_2.html?gpmap=gp0).\n",
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"\n",
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"**Obszarem zainteresowań** objęty jest zwarty obszar leśny Nadleśnictwa Doświadczalnego Zielonka [52º31' N, 17º4' E]( https://www.wspolrzedne.pl/?szer=52.531663485504446&dlug=17.076341745854453&zoom=12). \n",
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"\n",
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"# Etap 0 - preprocesing i przygotowanie\n",
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"\n",
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"\n",
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"Po pobraniu zdjęcia lotnicze w formacie .tif zostały wczytane do programu [QGIS](https://qgis.org/en/site/) będącym otwartym oprogramowaniem geoinformacyjnym.\n",
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"Korzystając z danych dotyczących drzewostanów, dostępnych na stronie [Banku Danych o Lasach](https://www.bdl.lasy.gov.pl/portal/) wytypowano zwarte, jednogatunkowe drzewostany sosny zwyczajnej (*Pinus sylvestris*) oraz dębu (*Quercus spp*). Wybrano drzewostany, których wiek jest zbliżony do średniego wieku dla danego gatunku wewnątrz kompleksu leśnego. \n",
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"\n",
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"**Dla dębu**:\n",
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"- 153 lata,\n",
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"- 158 lat,\n",
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"- 159 lat.\n",
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"\n",
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"**Dla sosny**:\n",
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"- 54 lata,\n",
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"- 55 lat,\n",
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"- 58 lat.\n",
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"\n",
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"Kolejnym krokiem było wykorzystanie wtyczki [QRectangleCreator](https://plugins.qgis.org/plugins/QRectangleCreator/) do generowania próbek drzew. Wtyczka ta umożliwia definiowanie predefiniowanych kształtów poligonów, w naszym przypadku kwadratów o wymiarach 2x2 metrów. Na podstawie oceny wizualnej, wyznaczono lokalizacje tych poligonów, które odpowiadały **koronom drzew** na zdjęciach spektralnych. Ze względu na rozmiar korony w przypadku dębu możliwe było wyznaczenie więcej, niż jednego poligonu z jednej korony drzewa. Ważne było pozyskanie próbki indeksu wegetacji NDVI.\n",
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"\n",
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"**Rycina 1** prezentuje koncept pozyskiwania danych."
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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": 7,
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"id": "2b21c434-512d-40e8-b264-39b09f83b95b",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
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",
|
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"text/plain": [
|
|
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=569x569>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from IPython.display import display\n",
|
|
"from PIL import Image\n",
|
|
"\n",
|
|
"def show_image(image_path):\n",
|
|
" image = Image.open(image_path)\n",
|
|
" display(image)\n",
|
|
"\n",
|
|
"image_path = \"C:/python_zaliczenie/jpg/fig1.jpg\"\n",
|
|
"show_image(image_path)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d8aae501-e209-466a-b7ce-39411c4c3cfc",
|
|
"metadata": {},
|
|
"source": [
|
|
"Na powyższej ilustracji widzimy fragment zdjęcia spektralnego w kompozycji barw umownych (**CIR**). Często wykorzystywaną techniką jest CIR (*Color Infrared*), gdzie roślinność przedstawiona jest w czerwieni. Dzięki zastosowaniu podczerwieni widoczne jest **zróżnicowanie gatunkowe**. Niebieskim prostokątem oznaczona została przykładowa korona dębu, zielonym prostokątem przykładowe korona sosny. Różowe prostokąty to poligony próbkujące, w tym przypadku fragmenty koron dębów. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "096ae301-feea-4e5e-b969-9bfd36f5f82d",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Obliczanie indeksu NDVI\n",
|
|
"\n",
|
|
"Założeniem projektu była hipoteza twierdząca, że na podstawie indeksu wegetacji **NDVI** możliwe jest rozróznienie gatunków drzew. NDVI (*Normalized Difference Vegetation Index*), czyli znormalizowany indeks wegetacji to wskaźnik stosowany do oceny aktywności wegetacyjnej roślin na podstawie różnicy wchłaniania światła w obszarach podczerwieni i bliskiej podczerwieni. Jego wartości skorelowane są z zawartością chlorofilu. \n",
|
|
"\n",
|
|
"NDVI przyjmuje postać:\n",
|
|
"\n",
|
|
"NDVI = (NIR - RED) / (NIR + RED), gdzie\n",
|
|
"\n",
|
|
"NIR to wartość odbicia promieniowania w bliskiej podczerieni,\n",
|
|
"RED to wartość odbicia promieniowania w zakrsie czerwonym światła widzialnego.\n",
|
|
"\n",
|
|
"Wskaźnik NDVI przyjmuje wartości z zakresu -1 do 1."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "79ec3717-aa84-4b92-990f-887a9aba7bb8",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Przetwarzanie próbek na dane\n",
|
|
"\n",
|
|
"Przykład kodu, do pozyskiwania statystyk z przygotowanych próbek. Podajemy folder z próbkami poligonów NDVI oraz folder wynikowoy dla pliku CSV. \n",
|
|
"\n",
|
|
"Przeliczane są następujące wartości:\n",
|
|
"- liczba pixeli w poligonie,\n",
|
|
"- wartość minimalna,\n",
|
|
"- wartość maksymalna,\n",
|
|
"- wartość średnia,\n",
|
|
"- odchylenie standardowe.\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "526e6625-5aa3-4810-b65f-f82d2ee875d4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"\"\"\"\n",
|
|
"import rasterio\n",
|
|
"import pandas as pd\n",
|
|
"import glob\n",
|
|
"import numpy as np\n",
|
|
"import os\n",
|
|
"import time # Dodaj ten import!\n",
|
|
"\n",
|
|
"import tkinter as tk\n",
|
|
"from tkinter import filedialog\n",
|
|
"\n",
|
|
"def calculate_raster_statistics(input_folder, output_csv):\n",
|
|
" # Lista rastrów do przetworzenia\n",
|
|
" raster_list = glob.glob(os.path.join(input_folder, '*.tif'))\n",
|
|
"\n",
|
|
" # Tworzenie pustego dataframe'u do przechowywania wyników\n",
|
|
" results_df = pd.DataFrame()\n",
|
|
"\n",
|
|
" # Pętla przez rastry\n",
|
|
" start_time = time.time() # Początkowy czas\n",
|
|
" for raster_path in raster_list:\n",
|
|
" with rasterio.open(raster_path) as src:\n",
|
|
" raster = src.read(1)\n",
|
|
"\n",
|
|
" # Obliczanie statystyk\n",
|
|
" min_val = np.min(raster)\n",
|
|
" max_val = np.max(raster)\n",
|
|
" mean_val = np.mean(raster)\n",
|
|
" std_val = np.std(raster)\n",
|
|
" count_val = np.count_nonzero(~np.isnan(raster))\n",
|
|
"\n",
|
|
" # Tworzenie dataframe'u ze statystykami\n",
|
|
" df = pd.DataFrame({\n",
|
|
" 'Raster': [raster_path],\n",
|
|
" 'Count': [count_val],\n",
|
|
" 'Min': [min_val],\n",
|
|
" 'Max': [max_val],\n",
|
|
" 'Mean': [mean_val],\n",
|
|
" 'Std': [std_val]\n",
|
|
"\n",
|
|
" })\n",
|
|
"\n",
|
|
" # Łączenie wyniku z dataframe'em wyników\n",
|
|
" results_df = pd.concat([results_df, df])\n",
|
|
"\n",
|
|
" # Zapisanie wyników do pliku CSV\n",
|
|
" results_df.to_csv(output_csv, index=False)\n",
|
|
" elapsed_time = time.time() - start_time # Czas trwania obliczeń\n",
|
|
" print(f\"Wyniki zostały zapisane do: {output_csv}\")\n",
|
|
" print(f\"Czas trwania obliczeń: {elapsed_time:.2f} sekundy\")\n",
|
|
"\n",
|
|
"# Tworzymy GUI z pomocą tkinter\n",
|
|
"root = tk.Tk()\n",
|
|
"root.withdraw() # Ukrywamy główne okno, ponieważ nie potrzebujemy pełnej aplikacji GUI\n",
|
|
"\n",
|
|
"# Wybierz folder z rastrami\n",
|
|
"input_folder = filedialog.askdirectory(title=\"Wybierz folder z rastrami\")\n",
|
|
"\n",
|
|
"# Sprawdź, czy użytkownik wybrał folder\n",
|
|
"if not input_folder:\n",
|
|
" print(\"Anulowano wybór folderu z rastrami.\")\n",
|
|
"else:\n",
|
|
" # Wybierz ścieżkę do zapisu pliku CSV\n",
|
|
" output_csv = filedialog.asksaveasfilename(\n",
|
|
" title=\"Wybierz miejsce zapisu pliku CSV\",\n",
|
|
" defaultextension=\".csv\",\n",
|
|
" filetypes=[(\"CSV Files\", \"*.csv\")]\n",
|
|
" )\n",
|
|
"\n",
|
|
" # Sprawdź, czy użytkownik wybrał miejsce zapisu\n",
|
|
" if not output_csv:\n",
|
|
" print(\"Anulowano wybór miejsca zapisu pliku CSV.\")\n",
|
|
" else:\n",
|
|
" # Wywołaj funkcję przetwarzania z wybranymi ścieżkami\n",
|
|
" calculate_raster_statistics(input_folder, output_csv\n",
|
|
"\"\"\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d52eeac9-6e3a-4f73-a2a2-05f62f5cf555",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Przykładowe dane\n",
|
|
"\n",
|
|
"Wyjaśnienie danych:\n",
|
|
"- **id** - numer id każdej próbki\n",
|
|
"- **min** - minimalna wartość indeksu NDVI\n",
|
|
"- **max** - maksymalna wartość indeksu NDVI\n",
|
|
"- **mean** - średnia wartość indeksu NDVI\n",
|
|
"- **std** - odchylenie standardowe wartość indeksu NDVI\n",
|
|
"- **count** - liczba pixeli w poligonie\n",
|
|
"- **species** - gatunek drzewa\n",
|
|
"- **age** - wiek drzewostanu\n",
|
|
"- **tsl** - typ siedliskowy lasu; cecha lasu świadcząca o żyzności siedliska"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "e1bc8a4f-9706-4203-9065-04399ccff8aa",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" id tree_id min max mean std count species \\\n",
|
|
"0 5640 0 0.238095 0.489933 0.352131 0.054493 156 DB \n",
|
|
"1 5641 1 0.203791 0.537415 0.421799 0.072868 156 DB \n",
|
|
"2 5642 10 0.210762 0.513889 0.427296 0.053479 144 DB \n",
|
|
"3 5643 100 0.362162 0.609023 0.531492 0.045743 169 DB \n",
|
|
"4 5644 1000 0.283019 0.570470 0.441266 0.069439 144 DB \n",
|
|
"... ... ... ... ... ... ... ... ... \n",
|
|
"5633 11273 95 0.300000 0.611940 0.460505 0.076445 156 DB \n",
|
|
"5634 11274 96 0.227273 0.594595 0.432737 0.073367 156 DB \n",
|
|
"5635 11275 97 0.252336 0.572414 0.436175 0.070488 144 DB \n",
|
|
"5636 11276 98 0.227907 0.594406 0.407233 0.073816 156 DB \n",
|
|
"5637 11277 99 0.285714 0.664122 0.482923 0.079463 156 DB \n",
|
|
"\n",
|
|
" age tsl \n",
|
|
"0 153 LSW \n",
|
|
"1 153 LSW \n",
|
|
"2 153 LSW \n",
|
|
"3 153 LSW \n",
|
|
"4 153 LSW \n",
|
|
"... ... ... \n",
|
|
"5633 158 LSW \n",
|
|
"5634 158 LSW \n",
|
|
"5635 158 LSW \n",
|
|
"5636 158 LSW \n",
|
|
"5637 158 LSW \n",
|
|
"\n",
|
|
"[5638 rows x 10 columns]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"df = pd.read_csv(r\"C:\\python_zaliczenie\\CSV\\trees.csv\", delimiter=\";\")\n",
|
|
"print(df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "928d16a7-d3d2-4055-9cfd-1ccd143c5dac",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Główne statystyki zbioru\n",
|
|
"\n",
|
|
"**Liczba obserwacji** = 5638\n",
|
|
"**Liczba kolumn** = 10\n",
|
|
"\n",
|
|
"**Liczba obserwacji w podziale na gatunek i wiek**\n",
|
|
"\n",
|
|
"\n",
|
|
"| species | age | liczba obserwacji |\n",
|
|
"|---------|-----|-------------------|\n",
|
|
"| DB | 153 | 1081 |\n",
|
|
"| DB | 158 | 893 |\n",
|
|
"| DB | 159 | 1026 |\n",
|
|
"| SO | 54 | 333 |\n",
|
|
"| SO | 55 | 1329 |\n",
|
|
"| SO | 58 | 976 |\n",
|
|
"-------------------------------------\n",
|
|
"\n",
|
|
"**Średnia wartość parametru NDVI dla zbioru** = **0.30291**\n",
|
|
"\n",
|
|
"**Średnia wartość parametru NDVI w podziele na gatunki:**\n",
|
|
"\n",
|
|
"**DB** = 0,424301\n",
|
|
"**SO** = 0,164860\n",
|
|
"\n",
|
|
"\n",
|
|
"0 976"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "71c8801d-e332-4f29-bc13-856d235984c3",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Średnia wartośćc parametru NDVI w podziale na gatunki i wiek\n",
|
|
"\n",
|
|
"| species | age | 54 | 55 | 58 | 153 | 158 | 159 |\n",
|
|
"|---------|-------|----------|----------|----------|----------|----------|----------|\n",
|
|
"| DB | | NaN | NaN | NaN | 0.429681 | 0.416908 | 0.425066 |\n",
|
|
"| SO | | 0.164 | 0.149983 | 0.185314 | NaN | NaN | NaN |\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f3924c1d-15af-4422-8dc5-8c2c2f2e7883",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Analiza danych\n",
|
|
"# Import bibliotek i funkcji\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "1337cbcf-4ff0-47ef-b17a-128029698a7a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#import bibliotek\n",
|
|
"\n",
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"from pandas import Series, DataFrame\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from scipy.stats import shapiro\n",
|
|
"from scipy.stats import mannwhitneyu\n",
|
|
"from statsmodels.graphics.gofplots import qqplot\n",
|
|
"import seaborn as sns\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"id": "fccc77d0-a7ff-4fe7-83d3-806679a023b4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"### import funkcji ###\n",
|
|
"# wczytywanie zboru danych do data frame'u\n",
|
|
"def read_csv_pandas(path_to_file):\n",
|
|
" df = pd.read_csv(path_to_file,sep=';')\n",
|
|
" return(df)\n",
|
|
"\n",
|
|
"# Tworzenie histogramu danych\n",
|
|
"def plot_histogram_all(df, colors):\n",
|
|
" grouped_df = df.groupby('species')\n",
|
|
"\n",
|
|
" for (species, group), color in zip(grouped_df, colors):\n",
|
|
" plt.hist(group['mean'], label=species, alpha=0.5, color=color, edgecolor='black')\n",
|
|
" mean_value = group['mean'].mean()\n",
|
|
" plt.axvline(mean_value, color='red', linestyle='dashed', linewidth=2, label=f'Mean ({species}): {mean_value:.2f}')\n",
|
|
"\n",
|
|
" plt.title('Histogram wartości średnich według gatunku')\n",
|
|
" plt.xlabel('Wartości średnie NDVI')\n",
|
|
" plt.ylabel('Częstotliwość')\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.show()\n",
|
|
" \n",
|
|
"# Histogram danych z podziałem na gatunek\n",
|
|
"def plot_histogram(df, species, color):\n",
|
|
" df_species = df[df['species'] == species]\n",
|
|
"\n",
|
|
" # Tworzymy histogram z kolorem ramki wokół prostokątów\n",
|
|
" plt.hist(df_species['mean'], bins=40, label=species, alpha=0.5, edgecolor='black', color=color)\n",
|
|
"\n",
|
|
" # Dodajemy linię reprezentującą średnią wartość\n",
|
|
" mean_value = df_species['mean'].mean()\n",
|
|
" plt.axvline(mean_value, color='red', linestyle='dashed', linewidth=2, label=f'Mean: {mean_value:.2f}')\n",
|
|
"\n",
|
|
" # Ustawiamy etykiety osi\n",
|
|
" plt.xlabel('Mean Value')\n",
|
|
" plt.ylabel('Frequency')\n",
|
|
"\n",
|
|
" # Ustawiamy zakres osi x od minimum do maksimum danych\n",
|
|
" plt.xlim(df_species['mean'].min(), df_species['mean'].max())\n",
|
|
"\n",
|
|
" # Dodajemy legendę\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" # Dodajemy tytuł\n",
|
|
" plt.title(f'Histogram dla species=\\'{species}\\'')\n",
|
|
"\n",
|
|
" # Wyświetlamy histogram\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Statystyki opisowe\n",
|
|
"def descriptive_statistics(data, species):\n",
|
|
" # Filtrujemy dane dla danego gatunku\n",
|
|
" data_species = data[data['species'] == species]['mean']\n",
|
|
"\n",
|
|
" # Miary pozycyjne\n",
|
|
" mean_value = data_species.mean()\n",
|
|
" median_value = data_species.median()\n",
|
|
" mode_value = data_species.mode().iloc[0] # Mode może mieć więcej niż jedną wartość, dlatego wybieramy pierwszą\n",
|
|
"\n",
|
|
" # Miary przeciętne\n",
|
|
" arithmetic_mean = data_species.mean()\n",
|
|
" harmonic_mean = 1 / (1 / data_species).mean()\n",
|
|
" geometric_mean = data_species.prod() ** (1 / len(data_species))\n",
|
|
"\n",
|
|
" # Miary zmienności klasyczne\n",
|
|
" variance_value = data_species.var()\n",
|
|
" std_deviation_value = data_species.std()\n",
|
|
"\n",
|
|
" # Miary pozycyjne dla zmiennych ilościowych\n",
|
|
" q1 = data_species.quantile(0.25)\n",
|
|
" q3 = data_species.quantile(0.75)\n",
|
|
" interquartile_range = q3 - q1\n",
|
|
"\n",
|
|
" # Wyświetlanie wyników\n",
|
|
" print(f\"Statystyki opisowe dla gatunku '{species}':\")\n",
|
|
" print(\"\\nMiary pozycyjne:\")\n",
|
|
" print(f\"Średnia arytmetyczna: {mean_value}\")\n",
|
|
" print(f\"Mediana: {median_value}\")\n",
|
|
" print(f\"Moda: {mode_value}\")\n",
|
|
"\n",
|
|
" print(\"\\nMiary przeciętne:\")\n",
|
|
" print(f\"Średnia arytmetyczna: {arithmetic_mean}\")\n",
|
|
" print(f\"Średnia harmoniczna: {harmonic_mean}\")\n",
|
|
" print(f\"Średnia geometryczna: {geometric_mean}\")\n",
|
|
"\n",
|
|
" print(\"\\nMiary zmienności klasyczne:\")\n",
|
|
" print(f\"Wariancja: {variance_value}\")\n",
|
|
" print(f\"Odchylenie standardowe: {std_deviation_value}\")\n",
|
|
"\n",
|
|
" print(\"\\nMiary pozycyjne dla zmiennych ilościowych:\")\n",
|
|
" print(f\"Kwartyl 1 (Q1): {q1}\")\n",
|
|
" print(f\"Kwartyl 3 (Q3): {q3}\")\n",
|
|
" print(f\"Rozstęp międzykwartylowy: {interquartile_range}\")\n",
|
|
"\n",
|
|
"# Test normalności rozkładu\n",
|
|
"def assess_normality(data, species):\n",
|
|
" # Filtrujemy dane dla danego gatunku\n",
|
|
" data_species = data[data['species'] == species]['mean']\n",
|
|
"\n",
|
|
" # Wykres QQ\n",
|
|
" qqplot(data_species, line='s')\n",
|
|
" plt.title(f'Q-Q Plot dla gatunku {species}')\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
" # Histogram\n",
|
|
" plt.hist(data_species, bins=20, density=True, alpha=0.5, color='grey', edgecolor='black')\n",
|
|
" plt.title(f'Histogram dla gatunku {species}')\n",
|
|
" plt.xlabel('Wartości średnie')\n",
|
|
" plt.ylabel('Częstotliwość')\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
" # Test Shapiro-Wilka\n",
|
|
" stat, p_value = shapiro(data_species)\n",
|
|
" print(f'Test Shapiro-Wilka dla gatunku {species}:')\n",
|
|
" print(f'Statystyka testowa: {stat}')\n",
|
|
" print(f'Wartość p: {p_value}')\n",
|
|
" if p_value > 0.05:\n",
|
|
" print('Nie ma podstaw do odrzucenia hipotezy zerowej - dane mogą pochodzić z rozkładu normalnego.')\n",
|
|
" else:\n",
|
|
" print('Hipoteza zerowa (rozkład normalny) jest odrzucana.')\n",
|
|
"\n",
|
|
"#\n",
|
|
"def compare_groups(data, group1_name, group2_name):\n",
|
|
" # Wyodrębnienie grup\n",
|
|
" group1 = data[data['species'] == group1_name]['mean']\n",
|
|
" group2 = data[data['species'] == group2_name]['mean']\n",
|
|
"\n",
|
|
" # Przeprowadzenie testu U Manna-Whitneya\n",
|
|
" u_stat, p_value = mannwhitneyu(group1, group2)\n",
|
|
" print(f\"Test U Manna-Whitneya: statystyka U = {u_stat}, p-wartość = {p_value}\")\n",
|
|
"\n",
|
|
" # Wykres pudełkowy dla obu grup\n",
|
|
" sns.boxplot(x='species', y='mean', data=data)\n",
|
|
" plt.title(f'Porównanie grup {group1_name} i {group2_name}')\n",
|
|
" plt.xlabel('Species')\n",
|
|
" plt.ylabel('Mean Value')\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"def compare_wilcoxon(data, group1_name, group2_name, alpha=0.05):\n",
|
|
" # Wyodrębnienie grup\n",
|
|
" group1 = data[data['species'] == group1_name]['mean']\n",
|
|
" group2 = data[data['species'] == group2_name]['mean']\n",
|
|
"\n",
|
|
" # Test Wilcoxona dla dwóch grup\n",
|
|
" stat, p_value = wilcoxon(group1, group2)\n",
|
|
"\n",
|
|
" # Sprawdzenie istotności statystycznej i wypisanie wyniku\n",
|
|
" if p_value < alpha:\n",
|
|
" print(\"Istnieją istotne różnice między grupami.\")\n",
|
|
" else:\n",
|
|
" print(\"Brak istotnych różnic między grupami.\")\n",
|
|
"\n",
|
|
" return stat, p_value\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "0b35b556-4935-47b5-8772-ba9a482a80f2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Liczba obserwacji, liczba kolumn\n",
|
|
"(5638, 10)\n",
|
|
"\n",
|
|
"\n",
|
|
"Liczba obeserwacji: \n",
|
|
"species age\n",
|
|
"DB 153 1081\n",
|
|
" 158 893\n",
|
|
" 159 1026\n",
|
|
"SO 54 333\n",
|
|
" 55 1329\n",
|
|
" 58 976\n",
|
|
"dtype: int64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"# podstawowe statystyki zbioru\n",
|
|
"df = read_csv_pandas(r'C:\\python_zaliczenie\\CSV\\trees.csv')\n",
|
|
"print(\"Liczba obserwacji, liczba kolumn\")\n",
|
|
"print(df.shape)\n",
|
|
"print(\"\\n\")\n",
|
|
"\n",
|
|
"#Ilość obserwacji w przeiczeniu na gatuenk i wiek\n",
|
|
"counts = df.groupby(['species', 'age']).size()\n",
|
|
"print(\"Liczba obeserwacji: \")\n",
|
|
"print(counts)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "fa0223b4-0f6b-4783-af05-d8e8bab98722",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.30290945529230223\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#Średnia wartość parametru NDVI\n",
|
|
"print(df['mean'].mean())\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "bc324412-0e36-4ac3-a759-19e8e583630c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"species\n",
|
|
"DB 0.424301\n",
|
|
"SO 0.164860\n",
|
|
"Name: mean, dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#ŚRednia wartość parametru NDVI w rozbiciu na gatunki\n",
|
|
"\n",
|
|
"print(df.groupby('species')['mean'].mean())\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"id": "7f5c974c-ccf7-4675-bf5e-ed102ac8bf5b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"age 54 55 58 153 158 159\n",
|
|
"species \n",
|
|
"DB NaN NaN NaN 0.429681 0.416908 0.425066\n",
|
|
"SO 0.16429 0.149983 0.185314 NaN NaN NaN\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#ŚRednia wartość parametru NDVI w rozbiciu na gatunki i wiek\n",
|
|
"\n",
|
|
"print(df.pivot_table(index='species', columns='age',values=('mean')))\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "63eadc1f-bad1-436e-9087-84776f6e8fdf",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Wartości histogramu"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "874b2ef6-35eb-4bd8-b585-aad970d2c8e0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"colors = ['orange', 'blue']\n",
|
|
"plot_histogram_all(df, colors)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "eef80bf8-08e3-45c5-87d5-ae2fb28e8023",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Parametry dla Sosny\n",
|
|
"\n",
|
|
"**Statystyki opisowe dla gatunku 'SO':**\n",
|
|
"\n",
|
|
"**Miary pozycyjne:**\n",
|
|
"- Średnia arytmetyczna: 0.16486043726990143\n",
|
|
"- Mediana: 0.16289376500000002\n",
|
|
"- Moda: 0.04902203\n",
|
|
"\n",
|
|
"**Miary przeciętne:**\n",
|
|
"- Średnia arytmetyczna: 0.16486043726990143\n",
|
|
"- Średnia harmoniczna: 0.15346692899481953\n",
|
|
"- Średnia geometryczna: 0.0\n",
|
|
"\n",
|
|
"**Miary zmienności klasyczne:**\n",
|
|
"- Wariancja: 0.0017045115313393045\n",
|
|
"- Odchylenie standardowe: 0.04128573035976601\n",
|
|
"\n",
|
|
"**Miary pozycyjne dla zmiennych ilościowych:**\n",
|
|
"- Kwartyl 1 (Q1): 0.1361851875\n",
|
|
"- Kwartyl 3 (Q3): 0.19286027\n",
|
|
"- Rozstęp międzykwartylowy: 0.0566750825\n",
|
|
"ylowy: 0.0566750825"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "061eb973-2050-49e7-9800-b4d8a712d27e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_histogram(df, species='SO', color='orange')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "94e9e375-7036-4ded-a814-32e4dc74a006",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Statystyki opisowe dla gatunku 'SO':\n",
|
|
"\n",
|
|
"Miary pozycyjne:\n",
|
|
"Średnia arytmetyczna: 0.16486043726990143\n",
|
|
"Mediana: 0.16289376500000002\n",
|
|
"Moda: 0.04902203\n",
|
|
"\n",
|
|
"Miary przeciętne:\n",
|
|
"Średnia arytmetyczna: 0.16486043726990143\n",
|
|
"Średnia harmoniczna: 0.15346692899481953\n",
|
|
"Średnia geometryczna: 0.0\n",
|
|
"\n",
|
|
"Miary zmienności klasyczne:\n",
|
|
"Wariancja: 0.0017045115313393045\n",
|
|
"Odchylenie standardowe: 0.04128573035976601\n",
|
|
"\n",
|
|
"Miary pozycyjne dla zmiennych ilościowych:\n",
|
|
"Kwartyl 1 (Q1): 0.1361851875\n",
|
|
"Kwartyl 3 (Q3): 0.19286027\n",
|
|
"Rozstęp międzykwartylowy: 0.0566750825\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"descriptive_statistics(df,species='SO')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f13a314d-e70f-4bae-99ef-e4c42d77ed24",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Parametry dla dębu\n",
|
|
"## Statystyki opisowe dla gatunku DB\n",
|
|
"\n",
|
|
"**Miary pozycyjne:**\n",
|
|
"- Średnia arytmetyczna: 0.4243005584733333\n",
|
|
"- Mediana: 0.42180143999999997\n",
|
|
"- Moda: 0.3600402\n",
|
|
"\n",
|
|
"**Miary przeciętne:**\n",
|
|
"- Średnia arytmetyczna: 0.4243005584733333\n",
|
|
"- Średnia harmoniczna: 0.42035434595669174\n",
|
|
"- Średnia geometryczna: 0.0\n",
|
|
"\n",
|
|
"**Miary zmienności klasyczne:**\n",
|
|
"- Wariancja: 0.0016796518236727545\n",
|
|
"- Odchylenie standardowe: 0.04098355552746436\n",
|
|
"\n",
|
|
"**Miary pozycyjne dla zmiennych ilościowych:**\n",
|
|
"- Kwartyl 1 (Q1): 0.39590554499999997\n",
|
|
"- Kwartyl 3 (Q3): 0.45235550999999996\n",
|
|
"- Rozstęp międzykwartylowy: 0.05644996499999999"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"id": "7d38261d-e48e-4ba3-b258-f9dabb269d94",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_histogram(df, species='DB', color='blue')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"id": "e46240e1-d2a8-4eb5-b165-afccf700bfde",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Statystyki opisowe dla gatunku 'DB':\n",
|
|
"\n",
|
|
"Miary pozycyjne:\n",
|
|
"Średnia arytmetyczna: 0.4243005584733333\n",
|
|
"Mediana: 0.42180143999999997\n",
|
|
"Moda: 0.3600402\n",
|
|
"\n",
|
|
"Miary przeciętne:\n",
|
|
"Średnia arytmetyczna: 0.4243005584733333\n",
|
|
"Średnia harmoniczna: 0.42035434595669174\n",
|
|
"Średnia geometryczna: 0.0\n",
|
|
"\n",
|
|
"Miary zmienności klasyczne:\n",
|
|
"Wariancja: 0.0016796518236727545\n",
|
|
"Odchylenie standardowe: 0.04098355552746436\n",
|
|
"\n",
|
|
"Miary pozycyjne dla zmiennych ilościowych:\n",
|
|
"Kwartyl 1 (Q1): 0.39590554499999997\n",
|
|
"Kwartyl 3 (Q3): 0.45235550999999996\n",
|
|
"Rozstęp międzykwartylowy: 0.05644996499999999\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"descriptive_statistics(df,species='DB')"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"id": "5b786b16-21e9-4f05-a682-c4de83a1deec",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Test Shapiro-Wilka dla SO"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"id": "6e6ca919-7ee3-4382-ba35-b661de2fe499",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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Zs2dVp04dDR48WNHR0QQZwEbYMwMAAGyNS7MBAICtEWYAAICtEWYAAICtXRUnAJ8/f14//fSTfH19ecAZAAA2YYzR2bNn1ahRo2JvBHpVhJmffvqJB5sBAGBTycnJatKkSZGfXxVhxtfXV9Lvg+Hn51fJ3QAAgJJIT09X06ZN3T/Hi3JVhJkLh5b8/PwIMwAA2MylThHhBGAAAGBrlR5mLjxZtVGjRnI4HFq7dm2+z40xioqKUqNGjeTl5aXQ0FAlJCRUTrMAAKDKqfQwk5mZqS5duuiVV14p9PP58+dr4cKFeuWVVxQfH68GDRrolltu0dmzZy9zpwAAoCqq9HNmBg8erMGDBxf6mTFGixYt0hNPPKHbb79dkvTuu++qfv36WrlypR588MHL2SoAAKiCKn3PTHGOHj2qEydOaMCAAe5pTqdTISEh2rZtW5HLZWdnKz09Pd8LAABcmap0mDlx4oQkFXj6b/369d2fFSY6Oloul8v94h4zAABcuap0mLngj5dkGWOKvUwrIiJCaWlp7ldycnJFtwgAACpJpZ8zU5wGDRpI+n0PTcOGDd3TT548WWBvzcWcTqecTmeF9wcAACpfld4z07x5czVo0EAbN250T8vJyVFcXJx69epViZ0BAICqotL3zGRkZOjbb791vz969Kj27dun2rVrq1mzZpoyZYqef/55tWrVSq1atdLzzz8vb29vjRo1qhK7BgAAVUWlh5ldu3apX79+7vfTpk2TJI0dO1bLli3TjBkz9Ouvv2rChAk6c+aMunfvrg0bNlzyOQ0AAODq4DDGmMpuoqKlp6fL5XIpLS2NZzMBAGATJf35XaXPmQEAALgUwgwAALC1Sj9nBkDppaWlKSsry/K63t7ecrlcltcFgIpEmAFsJi0tTTExMcrIyLC8to+Pj8LDwwk0AGyFMAPYTFZWljIyMtSpUyf5+/tbVjc1NVUHDx5UVlYWYQaArRBmAJvy9/dXQEBAZbcBAJWOE4ABAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtVa/sBgBUHdnZ2UpJSamQ2t7e3nK5XBVSG8DVjTADQJKUmZmpAwcOaPHixfL29ra8vo+Pj8LDwwk0ACxHmAEgScrJyZExRh07dlTjxo0trZ2amqqDBw8qKyuLMAPAcoQZAPm4XC4FBARUdhsAUGKcAAwAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNB00CFSQtLU1ZWVmW101JSVFOTo7ldQHArggzQAVIS0tTTEyMMjIyLK+dmZmpxMRE9enTx/LaAGBHhBmgAmRlZSkjI0OdOnWSv7+/pbWTkpKUkJCg3NxcS+sCgF0RZoAK5O/vr4CAAEtrnjlzxtJ6AGB3nAAMAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjccZALgssrOzlZKSUiG1vb295XK5KqQ2gKqPMAOgwmVmZurAgQNavHixvL29La/v4+Oj8PBwAg1wlSLMAKhwOTk5MsaoY8eOaty4saW1U1NTdfDgQWVlZRFmgKsUYQbAZeNyuSx/ijgAcAIwAACwNcIMAACwNcIMAACwNcIMAACwtSofZs6dO6cnn3xSzZs3l5eXl1q0aKE5c+bo/Pnzld0aAACoAqr81Uzz5s3Ta6+9pnfffVcdOnTQrl27NG7cOLlcLk2ePLmy2wMAAJWsyoeZ7du3a/jw4RoyZIgkKSgoSKtWrdKuXbsquTMAAFAVVPnDTH369NGmTZt05MgRSdL+/fv15Zdf6s9//nORy2RnZys9PT3fCwAAXJmq/J6ZmTNnKi0tTW3btpWHh4fy8vL03HPP6a677ipymejoaM2ePfsydgkAACpLld8zs2bNGq1YsUIrV67Unj179O677+qFF17Qu+++W+QyERERSktLc7+Sk5MvY8cAAOByqvJ7ZsLDwzVr1izdeeedkqROnTrp2LFjio6O1tixYwtdxul0yul0Xs42AQBAJanye2aysrJUrVr+Nj08PLg0GwAASLLBnplhw4bpueeeU7NmzdShQwft3btXCxcu1H333VfZrQEAgCqgyoeZl19+WU899ZQmTJigkydPqlGjRnrwwQf19NNPV3ZrAACgCqjyYcbX11eLFi3SokWLKrsVAABQBVX5c2YAAACKQ5gBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2Vr2yGwCA8srOzlZKSorldb29veVyuSyvC8BahBkAtpaZmakDBw5o8eLF8vb2trS2j4+PwsPDCTRAFUeYAWBrOTk5MsaoY8eOaty4sWV1U1NTdfDgQWVlZRFmgCquRGHmq6++0nXXXSdPT09JUnR0tOrXr6/77rsv33zvvPOOfv75Z82cOdP6TgGgGC6XSwEBAZXdBoBKUKITgOPj43XLLbcoPT1dkvT666+rbdu2Bebr0KGDXnvtNWs7BAAAKEaJ9sxMnDhReXl5CgkJ0d69e3XixAk1bNiwwHx169bV8ePHLW8SAACgKCU+Z2by5Mnq0aOHJKlp06baunWrmjdvnm+erVu3qlGjRtZ2CAAAUIxSnQDcvXt3SdL48eM1ZcoU5ebm6qabbpIkbdq0STNmzND06dOt7xIAAKAIZbqaacaMGTp9+rQmTJignJwcSVLNmjU1c+ZMRUREWNogAABAccoUZhwOh+bNm6ennnpKhw8flpeXl1q1aiWn02l1fwAAAMUq1+MMfHx8dP3116tZs2b65z//qcOHD1vVFwAAQImUKMy8/fbbOnDggPv9iBEj9Morr0iSfv31VwUHB2vEiBHq3LmzPvjgA8ub/PHHH3X33XcrICBA3t7euvbaa7V7927L1wMAAOynRGEmKChIQ4YM0b///W9J0hdffKEbb7xRkvTRRx/JGKPU1FS99NJLevbZZy1t8MyZM+rdu7c8PT31z3/+U4cOHdKCBQvk7+9v6XoAAIA9leicmf79+2vz5s0aM2aMtm3bprS0NNWuXVuStG7dOt1xxx3y9vbWkCFDFB4ebmmD8+bNU9OmTbV06VL3tKCgIEvXAQAA7KvEJwC3bNlSsbGxkn6/z8z27dtVu3ZtrVu3TqtXr5b0+16UmjVrWtrgJ598ooEDB+qvf/2r4uLi1LhxY02YMEEPPPCApevB1SstLU1ZWVmW1kxJSXFf6Qf7qqincUs8kRuwUqmuZqpRo4YkacqUKRo9erR8fHwUGBio0NBQSb8ffurUqZOlDX7//fdasmSJpk2bpscff1w7d+7UpEmT5HQ6NWbMmEKXyc7OVnZ2tvv9hccwAH+UlpammJgYZWRkWFo3MzNTiYmJ6tOnj6V1cflU5NO4JZ7IDVipTJdmT5gwQTfccIOSk5N1yy23qFq130+9adGiheXnzJw/f17BwcF6/vnnJUldu3ZVQkKClixZUmSYiY6O1uzZsy3tA1emrKwsZWRkqFOnTpaeh5WUlKSEhATl5uZaVhOXV0U9jVviidyA1coUZiQpODhYwcHBMsbIGCOHw6EhQ4ZY2ZskqWHDhmrfvn2+ae3atSv2qqmIiAhNmzbN/T49PV1Nmza1vDdcOfz9/S194vKZM2csq4XKxdO4gaqvzPeZee+999SpUyd5eXnJy8tLnTt31vLly63sTZLUu3dvJSYm5pt25MgRBQYGFrmM0+mUn59fvhcAALgylWnPzMKFC/XUU09p4sSJ6t27t4wx2rp1qx566CGdOnVKU6dOtazBqVOnqlevXnr++ec1YsQI7dy5U2+88YbeeOMNy9YBAADsq0xh5uWXXy5wzsrw4cPVoUMHRUVFWRpmrr/+en300UeKiIjQnDlz1Lx5cy1atEijR4+2bB0AAMC+yhRmjh8/rl69ehWY3qtXLx0/frzcTf3R0KFDNXToUMvrAgAA+yvTOTMtW7bU3//+9wLT16xZo1atWpW7KQAAgJIq056Z2bNna+TIkfriiy/Uu3dvORwOffnll9q0aVOhIQcAAKCilGnPzB133KGvvvpKderU0dq1a/Xhhx+qTp062rlzp8LCwqzuEQAAoEhlvs9Mt27dtGLFCit7AQAAKLUy7ZkZPXq03nzzTX3zzTdW9wMAAFAqZQozPj4+WrBggdq0aaNGjRrprrvu0muvvaavv/7a6v4AAACKVaYw8/rrr+vrr7/WTz/9pIULF8rlcunFF19Uhw4d1LBhQ6t7BAAAKFKZH2cgSb6+vqpVq5Zq1aolf39/Va9eXQ0aNLCqNwAAgEsqU5iZOXOmevTooTp16ujJJ59UTk6OIiIilJKSor1791rdIwAAQJHKdDVTTEyM6tatq8jISA0fPlzt2rWzui8AAIASKVOY2bt3r+Li4hQbG6sFCxbIw8NDISEhCg0NVWhoKOEGAABcNmUKM126dFGXLl00adIkSdL+/fu1aNEiTZo0SefPn1deXp6lTQIAABSlzDfN27t3r2JjYxUbG6stW7YoPT1d1157rfr162dlfwAAAMUqU5ipVauWMjIy1KVLF4WGhuqBBx5Q37595efnZ3V/AAAAxSpTmFm+fDnhBQAAVAllCjNDhw61ug8AAIAyKXGYuf3227Vs2TL5+fnp9ttvL3beDz/8sNyNAQAAlESJw4zL5ZLD4XD/HQAAoCoocZhZunRpoX8HAACoTOV6NhMAAEBlK/Gema5du7oPM13Knj17ytwQAABAaZQ4zNx2220V2AYAAEDZlDjMREZGVmQfAAAAZVKmc2ZatGihX375pcD01NRUtWjRotxNAQAAlFSZwkxSUlKhD5PMzs7Wf//733I3BQAAUFKlugPwJ5984v77+vXr891vJi8vT5s2bVLz5s2t6w4AAOASShVmLpwE7HA4NHbs2HyfeXp6KigoSAsWLLCsOQAAgEspVZg5f/68JKl58+aKj49XnTp1KqQpAACAkirTgyaPHj1qdR8AAABlUuY7AMfFxWnYsGFq2bKlWrVqpVtvvVVbtmyxsjcAAIBLKlOYWbFihW6++WZ5e3tr0qRJmjhxory8vNS/f3+tXLnS6h4BAACKVKbDTM8995zmz5+vqVOnuqdNnjxZCxcu1DPPPKNRo0ZZ1iAAAEBxyrRn5vvvv9ewYcMKTL/11ls5nwYAAFxWZdoz07RpU23atEktW7bMN33Tpk1q2rSpJY0BF0tLS1NWVpbldVNSUpSTk2N5XQDA5VOmMDN9+nRNmjRJ+/btU69eveRwOPTll19q2bJlevHFF63uEVe5tLQ0xcTEKCMjw/LamZmZSkxMVJ8+fSyvDQC4PMoUZh5++GE1aNBACxYs0N///ndJUrt27bRmzRoNHz7c0gaBrKwsZWRkqFOnTvL397e0dlJSkhISEpSbm2tpXQDA5VOmMCNJYWFhCgsLs7IXoFj+/v4KCAiwtOaZM2csrQcAuPx4ajYAALA1y5+a/eOPP5a7KQAAgJKy/KnZQUFBljUHAABwKTw1GwAA2BpPzQYAALZm2VOzU1NTLb9sFgAA4FLKdALwvHnztGbNGvf7v/71r6pdu7YaN26s/fv3W9YcAADApZQpzLz++uvuxxZs3LhR//rXv7Ru3ToNHjxY4eHhljYIAABQnDIdZjp+/Lg7zHz66acaMWKEBgwYoKCgIHXv3t3SBgEAAIpTpj0ztWrVUnJysiRp3bp1uvnmmyVJxphC7z8DAABQUcq0Z+b222/XqFGj1KpVK/3yyy8aPHiwJGnfvn0FnqQNAABQkcoUZv72t78pKChIycnJmj9/vnx8fCT9fvhpwoQJljYIAABQnDKFGU9PTz322GMFpk+ZMqW8/QAAAJRKmc6ZkX4/pDRmzBh16dJF9erV07Fjx/T//t//08cffyzp98cbvPnmm5Y1CgAAUJgyhZn3339fN9xwg3777Tfde++9ysjIUF5enry9vfXkk0/qxx9/lMPhUFRUlMXtAgAA5FemMPPkk08qJiZGf//73zV16lR5eHhIkoKCgpSQkKC77rpLtWvXVseOHS1tFgAA4I/KdM7MsWPHNGTIkALTPTw85HQ69cUXX+j06dOqVatWuRsEAAAoTpn2zLRo0ULr1q0rMP3gwYNq166dJKl27dpyOBzl6w4AAOASyrRnJjw8XA899JC+++47DRo0SMYYxcXFKSYmRk8//bTVPQIAABSpTGFm3LhxOnfunJ599lm9+OKLkqTIyEhFRkbqzjvvtLRBAACA4pQpzEjSAw88oAceeECnTp3S+fPnVa9ePSv7AgAAKJEynTMzZ84c/fvf/5Yk1alTxx1kMjMzNWfOHOu6AwAAuIQyhZmoqCgNHjxYCxcuzDc9IyNDs2fPtqQxAACAkijzHYDfe+89RUdH695771VOTo6VPQEAAJRYmcNMv379tGPHDu3cuVOhoaFKSUmxsi8AAIASKVOYuXD/mD/96U/asWOH/Pz8FBwcrF27dlnaXGGio6PlcDh4qCUAAJBUxjBjjHH/3c/PT59//rnCwsJ02223WdVXoeLj4/XGG2+oc+fOFboeAABgH2UKM0uXLpXL5fq/ItWq6aWXXtKbb76pMWPGWNbcxTIyMjR69Gi9+eabPCYBAAC4lSrM/Pvf/1b79u0VFhYmp9OZ77O0tDTFxMRo3LhxljZ4wSOPPKIhQ4bo5ptvvuS82dnZSk9Pz/cCAABXplKFmUWLFumBBx6Qn59fgc9cLpcefPBB/e1vf7OsuQtWr16tPXv2KDo6ukTzR0dHy+VyuV9Nmza1vCcAAFA1lCrM7N+/X4MGDSry8wEDBmj37t3lbupiycnJmjx5slasWKGaNWuWaJmIiAilpaW5X8nJyZb2BAAAqo5SPc4gJSVFnp6eRRerXl0///xzuZu62O7du3Xy5El169bNPS0vL09ffPGFXnnlFWVnZ8vDwyPfMk6ns8BhMAAAcGUqVZhp3LixDh48qJYtWxb6+YEDB9SwYUNLGrugf//+OnjwYL5p48aNU9u2bTVz5swCQQYAAFxdShVm/vznP+vpp5/W4MGDCxzy+fXXXxUZGamhQ4da2qCvr686duyYb9o111yjgICAAtMBAMDVp1Rh5sknn9SHH36o1q1ba+LEiWrTpo0cDocOHz6sV199VXl5eXriiScqqlcAAIACShVm6tevr23btunhhx9WRESE++Z5DodDAwcO1OLFi1W/fv0KafRisbGxFb4OAABgD6UKM5IUGBiozz//XGfOnNG3334rY4xatWrFjewAAEClKHWYuaBWrVq6/vrrrewFAACg1Mr81GwAAICqgDADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsrcwPmgQAlF12drZSUlIsr+vt7S2Xy2V5XaAqI8wAwGWWmZmpAwcOaPHixfL29ra0to+Pj8LDwwk0uKoQZgDgMsvJyZExRh07dlTjxo0tq5uamqqDBw8qKyuLMIOrCmEGACqJy+VSQEBAZbcB2B4nAAMAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFsjzAAAAFurXtkNAACsk52drZSUlAqp7e3tLZfLVSG1gfIgzMBSaWlpysrKsrRmSkqKcnJyLK0JXIkyMzN14MABLV68WN7e3pbX9/HxUXh4OIEGVQ5hBpZJS0tTTEyMMjIyLK2bmZmpxMRE9enTx9K6wJUmJydHxhh17NhRjRs3trR2amqqDh48qKysLMIMqhzCDCyTlZWljIwMderUSf7+/pbVTUpKUkJCgnJzcy2rCVzJXC6XAgICKrsN4LIhzMBy/v7+lv5HeubMGctqAQCuPFzNBAAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbK3Kh5no6Ghdf/318vX1Vb169XTbbbcpMTGxstsCAABVRJUPM3FxcXrkkUe0Y8cObdy4UefOndOAAQOUmZlZ2a0BAIAqoMo/NXvdunX53i9dulT16tXT7t271bdv30rqCgAAVBVVPsz8UVpamiSpdu3aRc6TnZ2t7Oxs9/v09PQK7wsAAFSOKn+Y6WLGGE2bNk19+vRRx44di5wvOjpaLpfL/WratOll7BIAAFxOtgozEydO1IEDB7Rq1api54uIiFBaWpr7lZycfJk6BAAAl5ttDjM9+uij+uSTT/TFF1+oSZMmxc7rdDrldDovU2cAAKAyVfkwY4zRo48+qo8++kixsbFq3rx5ZbcEAACqkCofZh555BGtXLlSH3/8sXx9fXXixAlJksvlkpeXVyV3BwAAKluVP2dmyZIlSktLU2hoqBo2bOh+rVmzprJbAwAAVUCV3zNjjKnsFgAAQBVW5ffMAAAAFIcwAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wAwAAbK16ZTeAyy8tLU1ZWVmW101JSVFOTo7ldQEAKA5h5iqTlpammJgYZWRkWF47MzNTiYmJ6tOnj+W1AQAoCmHmKpOVlaWMjAx16tRJ/v7+ltZOSkpSQkKCcnNzLa0LAEBxCDNXKX9/fwUEBFha88yZM5bWAwCgJDgBGAAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BpXMwEASiQ7O1spKSmW1/X29pbL5bK8Lq4ehBkAwCVlZmbqwIEDWrx4sby9vS2t7ePjo/DwcAINyowwAwC4pJycHBlj1LFjRzVu3NiyuqmpqTp48KCysrIIMygzwkwVVhHPUOL5SQDKw+VyWX7DTaC8CDNVVEU9Q4nnJwEArjSEmSqqop6hxPOTAABXGsJMFWf1M5R4fhIA4ErDfWYAAICtEWYAAICtEWYAAICtcc4MAKBSVdSdhSXuLny1IMwAACpNRd5ZWOLuwlcLwgwAoNJU1J2FJe4ufDUhzAAAKh13FkZ5cAIwAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNR40WU5paWnKysqyvG5KSopycnIsrwsAV5Ps7GylpKRYXtfb25sncVchhJlySEtLU0xMjDIyMiyvnZmZqcTERPXp08fy2gBwNcjMzNSBAwe0ePFieXt7W1q7evXqeuCBB+Tn52dpXYmgVBaEmXLIyspSRkaGOnXqJH9/f0trJyUlKSEhQbm5uZbWBYCrRU5Ojowx6tixoxo3bmxZ3Z9++kmrV69Wenq65SFJknx8fBQeHk6gKQXCjAX8/f0VEBBgac0zZ85YWg8ArlYul8vS/6PPnDlTISFJklJTU3Xw4EFlZWURZkrBNmFm8eLFiomJ0fHjx9WhQwctWrRIN954Y2W3BQC4SlkdklB2triaac2aNZoyZYqeeOIJ7d27VzfeeKMGDx6sH374obJbAwAAlcwWYWbhwoW6//77NX78eLVr106LFi1S06ZNtWTJkspuDQAAVLIqf5gpJydHu3fv1qxZs/JNHzBggLZt21ZJXQEAUDEq6nLy3NxceXp6Wl5XqvwrsKp8mDl16pTy8vJUv379fNPr16+vEydOFLpMdna2srOz3e/T0tIkSenp6Zb2dvbsWWVnZ+v48eOW32smJSVF586dU0pKiqpVs24HWkXVrcja9Hx5atux54qsTc+XpzY953f8+HHt2bNHixYtkpeXl2V1c3JylJiYqLZt21ZIoPHx8dGkSZMsDzQXfm4bY4qf0VRxP/74o5Fktm3blm/6s88+a9q0aVPoMpGRkUYSL168ePHixesKeCUnJxebFar8npk6derIw8OjwF6YkydPFthbc0FERISmTZvmfn/+/HmdPn1aAQEBcjgclveYnp6upk2bKjk5uUJuoHQ1YAzLjzEsP8aw/BjD8mMM/48xRmfPnlWjRo2Kna/Kh5kaNWqoW7du2rhxo8LCwtzTN27cqOHDhxe6jNPplNPpzDfN6pvaFcbPz++q3/DKizEsP8aw/BjD8mMMy48x/F1JDl1V+TAjSdOmTdM999yj4OBg9ezZU2+88YZ++OEHPfTQQ5XdGgAAqGS2CDMjR47UL7/8ojlz5uj48ePq2LGjPv/8cwUGBlZ2awAAoJLZIsxI0oQJEzRhwoTKbqNQTqdTkZGRBQ5toeQYw/JjDMuPMSw/xrD8GMPScxhzqeudAAAAqi5b3AEYAACgKIQZAABga4QZAABga4QZAABga4SZQixevFjNmzdXzZo11a1bN23ZsqXY+ePi4tStWzfVrFlTLVq00GuvvZbv82XLlsnhcBR4/fbbbxX5NSpVacbw+PHjGjVqlNq0aaNq1appypQphc73wQcfqH379nI6nWrfvr0++uijCuq+arB6DNkOix/DDz/8ULfccovq1q0rPz8/9ezZU+vXry8wH9th+caQ7bD4Mfzyyy/Vu3dvBQQEyMvLS23bttXf/va3AvNdbdvhJVnzBKUrx+rVq42np6d58803zaFDh8zkyZPNNddcY44dO1bo/N9//73x9vY2kydPNocOHTJvvvmm8fT0NP/4xz/c8yxdutT4+fmZ48eP53tdqUo7hkePHjWTJk0y7777rrn22mvN5MmTC8yzbds24+HhYZ5//nlz+PBh8/zzz5vq1aubHTt2VPC3qRwVMYZsh8WP4eTJk828efPMzp07zZEjR0xERITx9PQ0e/bscc/Ddlj+MWQ7LH4M9+zZY1auXGn+85//mKNHj5rly5cbb29v8/rrr7vnudq2w5IgzPzBDTfcYB566KF809q2bWtmzZpV6PwzZswwbdu2zTftwQcfND169HC/X7p0qXG5XJb3WlWVdgwvFhISUugP4hEjRphBgwblmzZw4EBz5513lqvXqqoixpDtsORjeEH79u3N7Nmz3e/ZDss/hmyHpR/DsLAwc/fdd7vfX23bYUlwmOkiOTk52r17twYMGJBv+oABA7Rt27ZCl9m+fXuB+QcOHKhdu3YpNzfXPS0jI0OBgYFq0qSJhg4dqr1791r/BaqAsoxhSRQ1zuWpWVVV1BhKbIelGcPz58/r7Nmzql27tnsa22H5x1BiOyzNGO7du1fbtm1TSEiIe9rVtB2WFGHmIqdOnVJeXl6Bp3HXr1+/wFO7Lzhx4kSh8587d06nTp2SJLVt21bLli3TJ598olWrVqlmzZrq3bu3vvnmm4r5IpWoLGNYEkWNc3lqVlUVNYZsh6UbwwULFigzM1MjRoxwT2M7LP8Ysh2WbAybNGkip9Op4OBgPfLIIxo/frz7s6tpOywp2zzO4HJyOBz53htjCky71PwXT+/Ro4d69Ojh/rx379667rrr9PLLL+ull16yqu0qpbRjWFk1qzKrvy/bYcnHcNWqVYqKitLHH3+sevXqWVLTrqweQ7bDko3hli1blJGRoR07dmjWrFlq2bKl7rrrrnLVvJIRZi5Sp04deXh4FEi3J0+eLJCCL2jQoEGh81evXl0BAQGFLlOtWjVdf/31V+RvImUZw5IoapzLU7Oqqqgx/CO2w8KtWbNG999/v95//33dfPPN+T5jOyz/GP4R22HhmjdvLknq1KmTUlJSFBUV5Q4zV9N2WFIcZrpIjRo11K1bN23cuDHf9I0bN6pXr16FLtOzZ88C82/YsEHBwcHy9PQsdBljjPbt26eGDRta03gVUpYxLImixrk8NauqihrDP2I7LGjVqlW69957tXLlSg0ZMqTA52yH5R/DP2I7vDRjjLKzs93vr6btsMQq46zjquzCZXRvv/22OXTokJkyZYq55pprTFJSkjHGmFmzZpl77rnHPf+FS7OnTp1qDh06ZN5+++0Cl2ZHRUWZdevWme+++87s3bvXjBs3zlSvXt189dVXl/37XQ6lHUNjjNm7d6/Zu3ev6datmxk1apTZu3evSUhIcH++detW4+HhYebOnWsOHz5s5s6de0VfilgRY8h2WPwYrly50lSvXt28+uqr+S4ZTk1Ndc/Ddlj+MWQ7LH4MX3nlFfPJJ5+YI0eOmCNHjph33nnH+Pn5mSeeeMI9z9W2HZYEYaYQr776qgkMDDQ1atQw1113nYmLi3N/NnbsWBMSEpJv/tjYWNO1a1dTo0YNExQUZJYsWZLv8ylTpphmzZqZGjVqmLp165oBAwaYbdu2XY6vUmlKO4aSCrwCAwPzzfP++++bNm3aGE9PT9O2bVvzwQcfXIZvUnmsHkO2w+LHMCQkpNAxHDt2bL6abIflG0O2w+LH8KWXXjIdOnQw3t7exs/Pz3Tt2tUsXrzY5OXl5at5tW2Hl+Iw5v8/WxUAAMCGOGcGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGQJVy6tQpzZ49WydPnrRVbQCVhzADoMowxmjs2LHKy8sr8IDHooSGhmrKlCkVUrs0li1bJn9//1ItU9LeARSPMANcwV577TX5+vrq3Llz7mkZGRny9PTUjTfemG/eLVu2yOFw6MiRI2VeX1RUlK699toyL//CCy+obt26mjNnTomX+fDDD/XMM89USO2KVtLeARSPp2YDV7B+/fopIyNDu3btUo8ePST9HloaNGig+Ph4ZWVlydvbW5IUGxurRo0aqXXr1qVejzFGeXl55e43PDy81MvUrl3bstp5eXlyOByqVu3y/J5X0t4BFI89M8AVrE2bNmrUqJFiY2Pd02JjYzV8+HD96U9/0rZt2/JN79evnyRpxYoVCg4Olq+vrxo0aKBRo0blO88kNjZWDodD69evV3BwsJxOp5YvX67Zs2dr//79cjgccjgcWrZsmSTphx9+0PDhw+Xj4yM/Pz+NGDFCKSkp7nr79+9Xv3795OvrKz8/P3Xr1k27du1yf75161aFhITI29tbtWrV0sCBA3XmzBlJlz5UU1ztC4eGPv30U7Vv315Op1PHjh1TTk6OZsyYocaNG+uaa65R9+7d843hhWWbNWsmb29vhYWF6Zdffsn3+YW9VMuXL1dQUJBcLpfuvPNOnT171j3PH3svyXoBFESYAa5woaGh2rx5s/v95s2bFRoaqpCQEPf0nJwcbd++3R1mcnJy9Mwzz2j//v1au3atjh49qnvvvbdA7RkzZig6OlqHDx/WgAEDNH36dHXo0EHHjx/X8ePHNXLkSBljdNttt+n06dOKi4vTxo0b9d1332nkyJHuOqNHj1aTJk0UHx+v3bt3a9asWfL09JQk7du3T/3791eHDh20fft2ffnllxo2bFiJ9wQVV1uSsrKyFB0drbfeeksJCQmqV6+exo0bp61bt2r16tU6cOCA/vrXv2rQoEH65ptvJElfffWV7rvvPk2YMEH79u1Tv3799OyzzxZY93fffae1a9fq008/1aeffqq4uDjNnTu3yF4vtV4ARajMp1wCqHhvvPGGueaaa0xubq5JT0831atXNykpKWb16tWmV69exhhj4uLijCTz3XffFVpj586dRpI5e/asMcaYzZs3G0lm7dq1+eaLjIw0Xbp0yTdtw4YNxsPDw/zwww/uaQkJCUaS2blzpzHGGF9fX7Ns2bJC133XXXeZ3r17F/n9QkJCzOTJk4v8vLjaS5cuNZLMvn373NO+/fZb43A4zI8//phv3v79+5uIiAh3T4MGDcr3+ciRI43L5XK/j4yMNN7e3iY9Pd09LTw83HTv3r3Q3kuyXgCFY88McIXr16+fMjMzFR8fry1btqh169aqV6+eQkJCFB8fr8zMTMXGxqpZs2Zq0aKFJGnv3r0aPny4AgMD5evrq9DQUEm/Hy66WHBw8CXXf/jwYTVt2lRNmzZ1T2vfvr38/f11+PBhSdK0adM0fvx43XzzzZo7d66+++4797wX9syUVXG1JalGjRrq3Lmz+/2ePXtkjFHr1q3l4+PjfsXFxbmXPXz4sHr27Jmvzh/fS1JQUJB8fX3d7xs2bFjkZeElWS+AwnECMHCFa9mypZo0aaLNmzfrzJkzCgkJkSQ1aNBAzZs319atW7V582bddNNNkqTMzEwNGDBAAwYM0IoVK1S3bl398MMPGjhwoHJycvLVvuaaay65fmOMHA5HsdOjoqI0atQoffbZZ/rnP/+pyMhIrV69WmFhYfLy8irX9y+utiR5eXnl6+/8+fPy8PDQ7t275eHhka+Wj4+Pu/eSuPhwliQ5HA6dP3++0HlLsl4AhWPPDHAV6Nevn2JjYxUbG+veyyJJISEhWr9+vXbs2OE+X+brr7/WqVOnNHfuXN14441q27ZtiW8yV6NGjQLnsrRv314//PCDkpOT3dMOHTqktLQ0tWvXzj2tdevWmjp1qjZs2KDbb79dS5culSR17txZmzZtKutXL7Z2Ybp27aq8vDydPHlSLVu2zPdq0KCB+zvt2LEj33J/fF9aJVkvgMIRZoCrQL9+/fTll19q37597j0z0u9h5s0339Rvv/3mDjPNmjVTjRo19PLLL+v777/XJ598UuJ7oQQFBeno0aPat2+fTp06pezsbN18883q3LmzRo8erT179mjnzp0aM2aMQkJCFBwcrF9//VUTJ05UbGysjh07pq1btyo+Pt4ddCIiIhQfH68JEybowIED+vrrr7VkyRKdOnXqkv1cqnZhWrdurdGjR2vMmDH68MMPdfToUcXHx2vevHn6/PPPJUmTJk3SunXrNH/+fB05ckSvvPKK1q1bV6IxKs96ARSOMANcBfr166dff/1VLVu2VP369d3TQ0JCdPbsWf3pT39yn9NSt25dLVu2TO+//77at2+vuXPn6oUXXijReu644w4NGjRI/fr1U926dbVq1So5HA6tXbtWtWrVUt++fXXzzTerRYsWWrNmjSTJw8NDv/zyi8aMGaPWrVtrxIgRGjx4sGbPni3p9x/yGzZs0P79+3XDDTeoZ8+e+vjjj1W9+qWPkl+qdlGWLl2qMWPGaPr06WrTpo1uvfVWffXVV+4x6tGjh9566y29/PLLuvbaa7VhwwY9+eSTJRqj8qwXQOEcpqQHfwEAAKog9swAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABb+/8AC5LvLbDw4bsAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test Shapiro-Wilka dla gatunku SO:\n",
|
|
"Statystyka testowa: 0.9979913830757141\n",
|
|
"Wartość p: 0.0020150956697762012\n",
|
|
"Hipoteza zerowa (rozkład normalny) jest odrzucana.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"assess_normality(df, species='SO')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b7544567-bfcc-4e62-bf88-8961401ec89e",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Test Shapiro-Wilka dla DB"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"id": "bef614fa-30c9-45f0-9df6-03db37396b3f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test Shapiro-Wilka dla gatunku DB:\n",
|
|
"Statystyka testowa: 0.9962971806526184\n",
|
|
"Wartość p: 9.341939062323945e-07\n",
|
|
"Hipoteza zerowa (rozkład normalny) jest odrzucana.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"assess_normality(df, species='DB')"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"id": "b03087d4-31b1-4d83-b623-cc6afd6615b4",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Test U Manna-Whitneya\n",
|
|
"\n",
|
|
"**Test U Manna-Whitneya:**\n",
|
|
"\n",
|
|
"statystyka U = 42.0, p-wartość = 0.0\r\n",
|
|
"**\r\n",
|
|
"Istnieją istotne różnice między grupa**mi"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"id": "c86bf5fc-6aa2-4e78-b0ba-3172de44bf04",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test U Manna-Whitneya: statystyka U = 42.0, p-wartość = 0.0\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"compare_groups(df, 'SO', 'DB')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c8cd98bd-ddd6-4395-a0a8-5b154bbf86bc",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Trenowanie modelu\n",
|
|
"\n",
|
|
"Wyniki oceny modelu są następujące:\n",
|
|
"\n",
|
|
"Dokładność (Accuracy): Wynosi 100%, co oznacza, że model poprawnie sklasyfikował wszystkie próbki w zbiorze testowym.\n",
|
|
"\n",
|
|
"Macierz pomyłek (Confusion Matrix): Pokazuje, że:\n",
|
|
"- 615 próbek dla gatunku DB zostało poprawnie sklasyfikowanych jako DB (True Positives).\n",
|
|
"- 510 próbek dla gatunku SO zostało poprawnie sklasyfikowanych jako SO (True Positives).\n",
|
|
"- 3 próbki dla gatunku SO zostały błędnie sklasyfikowane jako DB (False Negatives).\n",
|
|
"- Nie ma błędnych sklasyfikowań dla gatunku DB.\n",
|
|
"\n",
|
|
"Raport klasyfikacji (Classification Report): Zapewnia szczegółowe informacje na temat wyników klasyfikacji dla każdej klasy, w tym precision, recall, f1-score i support (liczba próbek w danej klasie).\n",
|
|
"- Precision (precyzja) dla obu klas wynosi 100%, co oznacza, że wszystkie pozytywne predykcje dla danej klasy są prawidłowe.\n",
|
|
"- Recall (czułość) dla klasy DB wynosi 100%, a dla klasy SO wynosi 99%, co oznacza, że większość próbek dla każdej klasy została poprawnie zidentyfikowana.\n",
|
|
"- F1-score dla obu klas wynosi 100%, co oznacza dobrą równowagę między precyzją a czułością.\n",
|
|
"- Support określa liczbę próbek w każdej klasie.\n",
|
|
"\n",
|
|
"Rozmiar zbioru treningowego i testowego: W zbiorze treningowym znajduje się 4510 próbek, a w zbiorze testowym 1128 próbek.\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"id": "5f1eb754-5ed2-4acb-98ec-efe33700fa65",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Impor bibliotek\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"from sklearn.linear_model import LogisticRegression\n",
|
|
"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import joblib"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"id": "e9d5a5bc-9b05-4791-9aa6-eebd140e9f28",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Import zbioru danych\n",
|
|
"def read_csv_pandas(path_to_file):\n",
|
|
" df = pd.read_csv(path_to_file, sep=';')\n",
|
|
" return df\n",
|
|
"\n",
|
|
"df = read_csv_pandas(r'C:\\python_zaliczenie\\CSV\\trees.csv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"id": "a9af00ca-8f62-448e-87d2-85e4d5a2c950",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy: 1.00\n",
|
|
"Confusion Matrix:\n",
|
|
"[[615 0]\n",
|
|
" [ 3 510]]\n",
|
|
"Classification Report:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" DB 1.00 1.00 1.00 615\n",
|
|
" SO 1.00 0.99 1.00 513\n",
|
|
"\n",
|
|
" accuracy 1.00 1128\n",
|
|
" macro avg 1.00 1.00 1.00 1128\n",
|
|
"weighted avg 1.00 1.00 1.00 1128\n",
|
|
"\n",
|
|
"Rozmiar zbioru treningowego: 4510\n",
|
|
"Rozmiar zbioru testowego: 1128\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Trenowanie modelu\n",
|
|
"\n",
|
|
"# Podziel dane na zbiór treningowy i testowy\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(df['mean'].values.reshape(-1, 1), df['species'], test_size=0.2, random_state=42)\n",
|
|
"\n",
|
|
"# Wytrenuj prosty model regresji logistycznej\n",
|
|
"model = LogisticRegression(random_state=42)\n",
|
|
"model.fit(X_train, y_train)\n",
|
|
"\n",
|
|
"# Określ ścieżkę, pod którą zapiszesz model\n",
|
|
"model_path = \"C:\\python_zaliczenie\\model\\so_db_model.joblib\"\n",
|
|
"\n",
|
|
"# Zapisz model do zmiennej 'model_path'\n",
|
|
"joblib.dump(model, model_path)\n",
|
|
"\n",
|
|
"# Przewiduj na zbiorze testowym\n",
|
|
"y_pred = model.predict(X_test)\n",
|
|
"\n",
|
|
"# Ocen jakość modelu\n",
|
|
"accuracy = accuracy_score(y_test, y_pred)\n",
|
|
"conf_matrix = confusion_matrix(y_test, y_pred)\n",
|
|
"classification_rep = classification_report(y_test, y_pred)\n",
|
|
"\n",
|
|
"# Wyświetl wyniki\n",
|
|
"print(f'Accuracy: {accuracy:.2f}')\n",
|
|
"print(f'Confusion Matrix:\\n{conf_matrix}')\n",
|
|
"print(f'Classification Report:\\n{classification_rep}')\n",
|
|
"\n",
|
|
"print(\"Rozmiar zbioru treningowego:\", len(X_train))\n",
|
|
"print(\"Rozmiar zbioru testowego:\", len(X_test))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "fe0c9daa-d947-42b8-b749-02354c16242a",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Wyniki dla danych testowych (nie znanych przez model)\n",
|
|
"\n",
|
|
"## Ocena modelu\n",
|
|
"\n",
|
|
"Dokładność (Accuracy): Wynosi 98%, co oznacza, że model poprawnie sklasyfikował 98% wszystkich próbek w zbiorze testowym.\n",
|
|
"\n",
|
|
"Macierz pomyłek (Confusion Matrix): Pokazuje, że:\n",
|
|
"- 486 próbek dla gatunku DB zostało poprawnie sklasyfikowanych jako DB (True Positives), natomiast 18 próbek zostało błędnie sklasyfikowanych jako SO (False Negatives).\n",
|
|
"- Wszystkie 600 próbek dla gatunku SO zostało poprawnie sklasyfikowanych jako SO (True Positives), bez błędów.\n",
|
|
"\n",
|
|
"Raport klasyfikacji (Classification Report): Zapewnia szczegółowe informacje na temat wyników klasyfikacji dla każdej klasy, w tym precision, recall, f1-score i support (liczba próbek w danej klasie).\n",
|
|
"- Precyzja (Precision) dla klasy DB wynosi 100%, co oznacza, że wszystkie pozytywne predykcje dla klasy DB są prawidłowe. Dla klasy SO precyzja wynosi 97%, co oznacza, że większość pozytywnych predykcji dla klasy SO jest prawidłowa.\n",
|
|
"- Czułość (Recall) dla klasy DB wynosi 96%, co oznacza, że model zidentyfikował 96% wszystkich rzeczywistych próbek klasy DB. Dla klasy SO czułość wynosi 100%, co oznacza, że model zidentyfikował wszystkie rzeczywiste próbki klasy SO.\n",
|
|
"- F1-score dla klasy DB wynosi 98%, a dla klasy SO wynosi 99%, co oznacza, że model osiągnął dobrą równowagę między precyzją a czułością dla obu klas.\n",
|
|
"- Support określa liczbę próbek w każdej klasie.\n",
|
|
"\n",
|
|
"Rozmiar zbioru testowego: W zbiorze testowym znajduje się 1104 próbek.\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"id": "18defbdb-a23b-4ce9-bf0a-57325d67bcba",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#import biblitek\n",
|
|
"import joblib\n",
|
|
"import pandas as pd\n",
|
|
"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, roc_curve, auc\n",
|
|
"import matplotlib.pyplot as plt\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"id": "ea40b561-c25c-45b9-99df-b1d8f46bcf5b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Wczytaj model (upewnij się, że wcześniej model został zapisany)\n",
|
|
"model_path = \"C:\\python_zaliczenie\\model\\so_db_model.joblib\"\n",
|
|
"model = joblib.load(model_path)\n",
|
|
"\n",
|
|
"# Wczytaj dane testowe z pliku CSV\n",
|
|
"test_data = pd.read_csv(r'C:\\python_zaliczenie\\CSV\\trees_results_for_testing_model.csv', sep=';')\n",
|
|
"\n",
|
|
"# Dodaj numer ID do danych wynikowych\n",
|
|
"test_data['id'] = test_data['id'].astype(str) # Jeśli numer ID jest liczbą, zamień na tekst\n",
|
|
"test_data['id'] = test_data['id'] + '_predicted' # Dodaj '_predicted' do numeru ID\n",
|
|
"\n",
|
|
"# Przewiduj gatunki dla danych testowych\n",
|
|
"predicted_classes = model.predict(test_data['mean'].values.reshape(-1, 1))\n",
|
|
"predicted_probabilities = model.predict_proba(test_data['mean'].values.reshape(-1, 1))[:, 1]\n",
|
|
"\n",
|
|
"# Dodaj przewidziane gatunki i prawdopodobieństwa do danych wynikowych\n",
|
|
"test_data['predicted_species'] = predicted_classes\n",
|
|
"test_data['predicted_probabilities'] = predicted_probabilities"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"id": "ee3aa441-2c82-4920-8acc-f406a585a1f5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy: 0.98\n",
|
|
"Confusion Matrix:\n",
|
|
"[[486 18]\n",
|
|
" [ 0 600]]\n",
|
|
"Classification Report:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" DB 1.00 0.96 0.98 504\n",
|
|
" SO 0.97 1.00 0.99 600\n",
|
|
"\n",
|
|
" accuracy 0.98 1104\n",
|
|
" macro avg 0.99 0.98 0.98 1104\n",
|
|
"weighted avg 0.98 0.98 0.98 1104\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Sprawdź dokładność modelu\n",
|
|
"accuracy = accuracy_score(test_data['species'], predicted_classes)\n",
|
|
"conf_matrix = confusion_matrix(test_data['species'], predicted_classes)\n",
|
|
"classification_rep = classification_report(test_data['species'], predicted_classes)\n",
|
|
"\n",
|
|
"# Wyświetl wyniki dokładności\n",
|
|
"print(f'Accuracy: {accuracy:.2f}')\n",
|
|
"print(f'Confusion Matrix:\\n{conf_matrix}')\n",
|
|
"print(f'Classification Report:\\n{classification_rep}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"id": "3ed47aa5-0ab3-4be5-964b-c8f8480fef0b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 800x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Oblicz krzywą ROC\n",
|
|
"fpr, tpr, thresholds = roc_curve(test_data['species'], predicted_probabilities, pos_label='SO')\n",
|
|
"roc_auc = auc(fpr, tpr)\n",
|
|
"\n",
|
|
"# Wykres krzywej ROC\n",
|
|
"plt.figure(figsize=(8, 8))\n",
|
|
"plt.plot(fpr, tpr, color='darkorange', lw=2, label=f'ROC curve (AUC = {roc_auc:.2f})')\n",
|
|
"plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
|
|
"plt.xlabel('False Positive Rate')\n",
|
|
"plt.ylabel('True Positive Rate')\n",
|
|
"plt.title('Receiver Operating Characteristic (ROC) Curve')\n",
|
|
"plt.legend(loc='lower right')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"id": "fb4e5f9d-68c7-41a6-9cd2-393426c3b6e8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" id mean species predicted_species \\\n",
|
|
"0 11278_predicted 0.348585 DB DB \n",
|
|
"1 11279_predicted 0.415473 DB DB \n",
|
|
"2 11280_predicted 0.370652 DB DB \n",
|
|
"3 11281_predicted 0.399752 DB DB \n",
|
|
"4 11282_predicted 0.319520 DB DB \n",
|
|
"... ... ... ... ... \n",
|
|
"1099 12377_predicted 0.144427 SO SO \n",
|
|
"1100 12378_predicted 0.168115 SO SO \n",
|
|
"1101 12379_predicted 0.139620 SO SO \n",
|
|
"1102 12380_predicted 0.147586 SO SO \n",
|
|
"1103 12381_predicted 0.184157 SO SO \n",
|
|
"\n",
|
|
" predicted_probabilities \n",
|
|
"0 0.199945 \n",
|
|
"1 0.045746 \n",
|
|
"2 0.126598 \n",
|
|
"3 0.066005 \n",
|
|
"4 0.338688 \n",
|
|
"... ... \n",
|
|
"1099 0.974745 \n",
|
|
"1100 0.955569 \n",
|
|
"1101 0.977507 \n",
|
|
"1102 0.972752 \n",
|
|
"1103 0.935376 \n",
|
|
"\n",
|
|
"[1104 rows x 5 columns]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Zapisz wyniki do nowego pliku CSV\n",
|
|
"test_data.to_csv(r'C:\\python_zaliczenie\\CSV\\test_results.csv', index=False)\n",
|
|
"\n",
|
|
"# Wyświetl wyniki\n",
|
|
"print(test_data[['id', 'mean', 'species', 'predicted_species', 'predicted_probabilities']])"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.11.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|