{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Zadanie domowe - EDA Danych dotyczących Irysów\n", "\n", "* Twoim zadaniem jest wykonanie analizy danych zawartych w załączonym pliku CSV (`25__iris.csv`).\n", "* Plik znajduje się pod video. Pamiętaj, żeby wrzucić plik do tego samego folderu, w którym znajduje się ten notebook.\n", "* Wykorzystaj nowo nabytą wiedzę z biblioteki `Pandas`\n", "* Jeżeli jest taka konieczność posiłkuj się [code explainerem](https://codeexplainer.imprv.ai/) lub / i [data chatterem](https://datachatter.imprv.ai/) (który również te dane ma dostępne).\n", "* Prześlij na discordzie notebook z rozwiązaniem (`#modul-4-zad1`)\n", "* Pamiętaj:\n", "\n", "1. Nie spiesz się\n", "2. Potraktuj zadanie domowe jak prawdziwy projekt\n", "3. Dodawaj opisy, obserwacje, wnioski\n", "4. Dodaj wizualizacje\n", "5. Dodaj konkluzję i wnioski końcowe\n", "\n", "Powodzenia!!! I mega zabawy!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## O Danych\n", "\n", "Zbiór danych zawiera informacje o trzech gatunkach irysów: Iris setosa, Iris versicolor, i Iris virginica.\n", "\n", "Dane obejmują pomiary czterech cech: długość i szerokość działki kielicha oraz długość i szerokość płatka.\n", "\n", "Każdy wiersz w zbiorze danych reprezentuje pojedynczy kwiat, a wartości pomiarów są podane w centymetrach.\n", "\n", "Zbiór składa się z 150 próbek, po 50 dla każdego gatunku, i jest szeroko stosowany jako podstawowy zbiór danych do\n", "testowania algorytmów klasyfikacji oraz w nauce o danych i uczeniu maszynowym.\n", "\n", "Kolumny:\n", "* **długość kielicha (sepal length)** - Długość kielicha w cm\n", "* **szerokość kielicha (sepal width)** - Szerokość kielicha w cm\n", "* **długość płatka (petal length)** - Długość płatka w cm\n", "* **szerokość płatka (petal width)** - Szerokość płatka w cm\n", "* **klasa (class)** - Klasa irysa (setosa, versicolor, virginica)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "pd.set_option('display.max_columns', None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Ogólny przegląd danych i analiza brakujących wartości" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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długość kielicha (sepal length)szerokość kielicha (sepal width)długość płatka (petal length)szerokość płatka (petal width)klasa (class)
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
..................
1456.73.05.22.3Iris-virginica
1466.32.55.01.9Iris-virginica
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1486.23.45.42.3Iris-virginica
1495.93.05.11.8Iris-virginica
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150 rows × 5 columns

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" ], "text/plain": [ " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "0 5.1 3.5 \n", "1 4.9 3.0 \n", "2 4.7 3.2 \n", "3 4.6 3.1 \n", "4 5.0 3.6 \n", ".. ... ... \n", "145 6.7 3.0 \n", "146 6.3 2.5 \n", "147 6.5 3.0 \n", "148 6.2 3.4 \n", "149 5.9 3.0 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "0 1.4 0.2 \n", "1 1.4 0.2 \n", "2 1.3 0.2 \n", "3 1.5 0.2 \n", "4 1.4 0.2 \n", ".. ... ... \n", "145 5.2 2.3 \n", "146 5.0 1.9 \n", "147 5.2 2.0 \n", "148 5.4 2.3 \n", "149 5.1 1.8 \n", "\n", " klasa (class) \n", "0 Iris-setosa \n", "1 Iris-setosa \n", "2 Iris-setosa \n", "3 Iris-setosa \n", "4 Iris-setosa \n", ".. ... \n", "145 Iris-virginica \n", "146 Iris-virginica \n", "147 Iris-virginica \n", "148 Iris-virginica \n", "149 Iris-virginica \n", "\n", "[150 rows x 5 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('25__iris.csv', sep=\",\")\n", "df" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 150 entries, 0 to 149\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 długość kielicha (sepal length) 150 non-null float64\n", " 1 szerokość kielicha (sepal width) 150 non-null float64\n", " 2 długość płatka (petal length) 150 non-null float64\n", " 3 szerokość płatka (petal width) 150 non-null float64\n", " 4 klasa (class) 150 non-null object \n", "dtypes: float64(4), object(1)\n", "memory usage: 6.0+ KB\n", "None\n" ] } ], "source": [ "# Wyświetlenie podstawowych informacji o danych zawartych w pliku\n", "print(df.info())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "długość kielicha (sepal length) 35\n", "szerokość kielicha (sepal width) 23\n", "długość płatka (petal length) 43\n", "szerokość płatka (petal width) 22\n", "klasa (class) 3\n", "dtype: int64\n" ] } ], "source": [ "# Sprawdzenie liczby unikatowych wartości w każdej kolumnie\n", "unikalne_wartosci = df.nunique()\n", "print(unikalne_wartosci)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "długość kielicha (sepal length) 0\n", "szerokość kielicha (sepal width) 0\n", "długość płatka (petal length) 0\n", "szerokość płatka (petal width) 0\n", "klasa (class) 0\n", "dtype: int64\n" ] } ], "source": [ "# Sprawdzenie brakujących wartości w każdej kolumnie\n", "brakujace_wartosci = df.isnull().sum()\n", "print(brakujace_wartosci)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iris-setosa 50\n", "Iris-versicolor 50\n", "Iris-virginica 50\n", "Name: klasa (class), dtype: int64\n" ] } ], "source": [ "# Sprawdzenie liczby rekordów dla każdej klasy w kolumnie 'klasa (class)'\n", "liczba_rekordow_na_klase = df['klasa (class)'].value_counts()\n", "print(liczba_rekordow_na_klase)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "count 150.000000 150.000000 \n", "mean 5.843333 3.054000 \n", "std 0.828066 0.433594 \n", "min 4.300000 2.000000 \n", "25% 5.100000 2.800000 \n", "50% 5.800000 3.000000 \n", "75% 6.400000 3.300000 \n", "max 7.900000 4.400000 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \n", "count 150.000000 150.000000 \n", "mean 3.758667 1.198667 \n", "std 1.764420 0.763161 \n", "min 1.000000 0.100000 \n", "25% 1.600000 0.300000 \n", "50% 4.350000 1.300000 \n", "75% 5.100000 1.800000 \n", "max 6.900000 2.500000 \n" ] } ], "source": [ "# Podsumowanie dla wszystkich kolumn numerycznych\n", "podsumowanie = df.describe()\n", "print(podsumowanie)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podsumowanie:\n", "\n", "- Cztery kolumny zawierają dane numeryczne, jedna kolumna zawiera dane kategoryczne.\n", "- Każda z trzech klas reprezentowana jest przez 50 rekordów, co świadczy o zbalansowanym zestawie danych.\n", "- Dane są kompletne, co eliminuje potrzebę uzupełniania brakujących wartości.\n", "- Różnorodność unikatowych wartości w zmiennych numerycznych oraz wartości parametrów statystycznych świadczą o dobrym zróżnicowaniu danych." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Analiza pojedynczych zmiennych" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nazwy kolumn:\n", "['długość\\xa0kielicha (sepal length)', 'szerokość kielicha (sepal width)', 'długość płatka (petal length)', 'szerokość płatka (petal width)', 'klasa (class)']\n" ] } ], "source": [ "# Wyświetlenie nazw kolumn\n", "print(\"Nazwy kolumn:\")\n", "print(df.columns.tolist())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Długości nazw kolumn:\n", "długość kielicha (sepal length): 31\n", "szerokość kielicha (sepal width): 32\n", "długość płatka (petal length): 29\n", "szerokość płatka (petal width): 30\n", "klasa (class): 13\n" ] } ], "source": [ "# Wyświetlenie nazw kolumn z długościami, aby sprawdzić nadmiarowe znaki\n", "print(\"Długości nazw kolumn:\")\n", "for col in df.columns:\n", " print(f\"{col}: {len(col)}\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Uproszczone nazwy kolumn:\n", "['długość kielicha (sepal length)', 'szerokość kielicha (sepal width)', 'długość płatka (petal length)', 'szerokość płatka (petal width)', 'klasa (class)']\n" ] } ], "source": [ "# Usunięcie niewidocznych znaków z nazw kolumn\n", "df.columns = df.columns.str.replace('\\xa0', ' ').str.strip()\n", "\n", "# Sprawdzenie nazw kolumn po usunięciu niewidocznych znaków\n", "print(\"Uproszczone nazwy kolumn:\")\n", "print(df.columns.tolist())" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Utworzenie wykresów\n", "fig, axs = plt.subplots(4, 3, figsize=(15, 12))\n", "fig.suptitle('Histogramy cech Iris podzielone na klasy', fontsize=16)\n", "\n", "# Lista kolumn numerycznych\n", "numeric_columns = [\n", " 'długość kielicha (sepal length)',\n", " 'szerokość kielicha (sepal width)',\n", " 'długość płatka (petal length)',\n", " 'szerokość płatka (petal width)'\n", "]\n", "\n", "# Lista unikatowych klas\n", "classes = df['klasa (class)'].unique()\n", "\n", "# Rysowanie histogramów\n", "for i, col in enumerate(numeric_columns):\n", " for j, class_name in enumerate(classes):\n", " ax = axs[i, j]\n", " sns.histplot(df[df['klasa (class)'] == class_name][col], kde=False, bins=10, ax=ax)\n", " ax.set_title(f'{col}\\n{class_name}')\n", " ax.set_xlabel('Wartość')\n", " ax.set_ylabel('Częstość')\n", "\n", "# Rysowanie wykresów\n", "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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2yv76Y0lRsWJFIylVUbFv375Gkhk1alSqbcqWLWskmWXLlmU4/pRC9Pvvv5+h9ikFyn79+tld/88//xhnZ2dTsGBB6/V+9epVU7BgQSPJzJ8/P0P7STl/np6edouC//vf/4yU+lsiN3OzAnrp0qXTLHamVRxMGUVrrziYWdcX0Ldv355q/c6dO43FYjEODg42f+jKyvtTfHy88fb2NpLMkiVLUm1z9OhR6zc/blZAT05OthaT69Spk+r1m9ZrP6vvc/YK6LfyuyDlnE+YMCHVdpcvXza+vr5Gks0feXbt2mUsFospXLiwiYuLsxt/8+bNjSTz/fff211/o+sL6PaO4ejRo0a6Ngrd3rc80pLW+1R6brzeZ8+ebVxdXY2Xl5dZvHhxhrbJqE6dOhlJ5scff7Qu++2334x07dsYGZVyvr/88kub5fHx8SZfvnzGYrHY/YMvAABIG3OgAwCQTcqUKaOePXsqISFBw4YNy/B2v/76q8aMGaNnn31WPXr0UPfu3dW3b1+5uLjoxIkT1rl+f/zxR913333au3evJKlPnz7Kly+fJGnLli26cOGC8ufPrxYtWqTah4eHhzp27ChJWrlyZZqxHDp0SM2bN1dcXJw+/PBDtWzZ0mZ9yny+3bt3t7v9k08+KUlau3at3Xm6H3vsMescu9crV66cJNnMzXvy5En99ttvcnd3t3tMkqzzMP/6669pHlNa0urTXixpKViwoEJDQ7Vz504NGjRIu3btynQcN0o5xx07dpSrq2uq9W3btlW+fPl0/vx5bd26VdK1+YdTzkHnzp3t9vv444+nu9+AgADVqVMn3TanTp3SzJkz9dJLL+npp59W9+7d1b17d61evVqStGfPHrvbhYeHKyAgINXyUqVKSZIaNGggNze3NNcfOXLEZvmAAQNksVg0ZcoUm7nGV6xYod27d6tMmTJ65JFH0j2WFP/++6+ioqLk4OBgvX5v5scff5QkRUZG2l1fpEgRlSpVSidOnFBMTIyka/NbnzhxQv7+/mrTpk2G9pOievXqCgoKSrU8M9dqZrRu3VqOjo6Z2qZmzZqSrl1/69atS3cO+IyqXLmyqlSpkmp5xYoVVbVqVSUnJ2vNmjXW5Vl5f9q2bZvOnz8vf39/NW3aNNU2gYGBaty4cYbifeWVVzR79myVLVtW3333nd3X742y+30uO34X2NvO1dVVxYsXl2R7vS1evFjGGDVr1kze3t63HP/1nJyc0nxO8uXLp4SEBLv3DMjq+9TNvP322+rcubMKFCigtWvXqlmzZlnq58iRI/r00081aNAgPfXUU9b4/vzzz1TxlS1bVt7e3lq8eLHeeustxcbG3rT/lBubT5w40Wb57NmzdebMGTVq1EhlypTJUuwAANyrnPI6AAAA7iYjRozQrFmz9NVXX+nFF19UpUqV0mx7/PhxtWvXTuvWrUu3z7i4OOXLl09btmzRQw89pH379ikqKsqmTUpBIywsLM1+SpQoYdP2RufOnVPz5s11+PBhDR48WM8++2yqNjfbT8o+Ll++rFOnTqUqmoaEhNjdzsfHx7pditjYWBljdOnSpZsWok6cOJHuensyE0t6Zs6cqfbt22vcuHEaN26c8ufPr1q1aumRRx5Rly5d5O/vn6m4bnaOLRaLwsLCdObMGWvbkydPWuO9/saf10treUbXf/rpp3r++ed18eLFNNvExcXZXZ7Wufby8kp3fUpB7sbnokyZMmrcuLGWLVumhQsXqn379pKkjz/+WNJ/NxHNiJSbRAYFBcnX1zdD2/z999+SdNM/OEjXrs3SpUtbb0JapkyZDMeWIruu1Yy62bVgz+jRo7Vz504tWbJES5Yskbu7u6pVq6b69eurc+fO1mJ/ZqT3fhYWFqZt27bpn3/+sS7LyvtTyvbpHXN6caSYPHmy3nnnHQUGBmrp0qXWP27eTHa/z2XH74LMXG8pr4XPP/9cn3/+ebqxZfZ9OigoSM7OzmnGcubMmVTX/q28T6Vn/fr1Wr16tdzc3LRmzRrrOcyskSNH6q233tLVq1czFJ+3t7emTZumHj166LXXXtNrr72moKAg3X///WratKkef/xx6/toikceeUTlypXTpk2btHXrVoWHh0v67/2xX79+WYodAIB7GQV0AACyUVBQkJ577jmNHj1aQ4cOtY5Uteepp57SunXr9MADD2jkyJGqXLmy8uXLZy0YFC5cWEePHpUxRpL0+uuvy2KxWEfzZacrV66odevW+uOPPxQZGakxY8Zk+z4kycEh419+S05OlnStyNquXbs8jSU9derU0f79+/Xjjz9q9erV+vXXX7Vs2TItWbJEw4cP14IFC/Twww9ny75uxc2Ktu7u7mmu27p1q5555hk5OjpqzJgxatGihUJCQuTh4SGLxaKpU6fqmWeesV6rN7rZuc7Kc/Hcc89p2bJl+vjjj9W+fXsdOnRIixYtkpeXV5ojkLNLyrXZvn17eXp6ptu2QIECt7y/7LpWMyq9ayEtgYGB2rJli1avXq3ly5dr/fr12rRpk9avX6+3335bo0eP1pAhQ7I91rSuudz0ww8/qF+/fvLy8tKPP/6oYsWKZXjbnH6fy4qsvE9XqVJFlStXTrdtrVq1ciwO6dbfp9JToUIFOTs7a8uWLerfv7/mz5+f6dfJt99+qxEjRsjLy0sTJ05Uw4YNVbhwYbm7u8tiseiVV17R6NGjU8XXrl07NWrUSIsWLdLatWu1fv16LViwQAsWLNDrr7+un3/+WRUrVrS2t1gs6t+/v/r27auJEydq2rRp2rBhg7Zv367Q0FA99thjmT5+AADudRTQAQDIZkOGDNHUqVO1ePFim+kFrnfx4kUtXrxYDg4OWrx4sfz8/FKt//fff22WpVcALVKkiCSl+/XulJGCKW1TGGPUvXt3rVq1SnXq1NGMGTPS3FeRIkX0119/6e+//9Z9992X5j7c3NyUP3/+NGPJiODgYEnXjvuLL77I9SJiZri7u6t9+/bWkdAnTpzQa6+9pqlTp6pnz57W0ccZkfL8pJxLe1Ke55S2BQoUkKurqxISEnTgwAGVL18+1Tb79+/PcAw3mjt3rowx6t+/v1566aVU61OmKclNTZs2VenSpbVq1Sr9+eefmj17tpKSktSlSxfrSNmMSBlte/ToUZ07dy5Do9CDg4MVExOjIUOGqHr16pnaz969e2WMyfQo9DtByh/4Uv7Id/nyZU2fPl3PPvusXnnlFbVv3z5TI3fTez9LuZ6LFi1qXZaV96eU11B6r4/01m3evFmRkZGyWCyaO3euqlWrlmZbe7L7fe5WfhdkRUr8Dz30UKopQ3JbTr5P+fn5adGiRXrssce0ZMkSNWvWTD/88EOq0d/pmTNnjiTprbfeUq9evTIVn6+vr7p06aIuXbpIujbdWv/+/fXdd9+pX79+1ulpUnTt2lWvvPKK/ve//+m9996zPjd9+vS5rX+XAgBwu+K3JwAA2czX11evvPKKJNn9EC9dmy4lKSlJPj4+qYrnkjRr1qxMjZKrXr26vLy8dPr0aS1atCjV+kuXLul///ufpGvzTV9vyJAh+vrrrzM0b29KYWz69Ol213/xxReSro3KdnK6tb/TFy5cWJUqVdL58+e1dOnSW+ortxUsWFBjx46VdG2KkJR57CXJxcVFktKcIzrlHH/zzTd2p+ZYsGCBzpw5I29vb+tX852dnfXAAw9IujbPrT1ff/111g5G0unTpyXJ7sjay5cva/78+VnuO6tSRllK0rhx4/TZZ59Jyvz0BIGBgapcubKSk5Ot1+/NpMx9nFIQy4jq1avL399fJ06c0MKFCzMV453Kzc1NvXv3VqVKlZScnKydO3dmavudO3fa3ebPP//Utm3b5ODgoLp161qXZ+X9KTw8XF5eXjp58qR++umnVNscO3bM7nLpWiH6scceU3x8vCZPnmx3vu6bye73uVv5XZAVKa+FRYsWZftUQpmV0+9TPj4+Wrp0qRo3bqzVq1erUaNGNu/ttxLf8ePH9fPPP2e4r+DgYI0cOVKSUk3pJkmenp568skndfnyZb399tuaN2+e3NzcMnyfBwAAYIsCOgAAOeDZZ59VSEiINm3apA0bNqRaX6hQIeXLl09nz57Vl19+abNu48aNGjp0aKb25+bmZp2zfNCgQTYjnq9evarnnntO//77r8LCwqyjpKVrc6K+++67KlSokJYsWXLTeXufe+45OTk5aeHChZo1a5bNup9++klTpkyRJL344ouZij8tb775piSpR48e+v7771OtN8Zo06ZNaRa4ctqBAwf02Wef2Z1TNyXefPny2YyIThkxm3LDuBt16NBBISEhOnLkiF544QWbQntsbKwGDRokSerfv7/NjTcHDBggSZowYYI2btxo0+eHH36oTZs2ZeUQJf13s8oZM2bo/Pnz1uWXL19W3759M3Rju5zQvXt3+fr66osvvtDx48fVoEEDu6Pvb2b48OGSpFdffdVukW3Xrl2Kjo62Ph48eLD8/Pw0btw4vf/++7py5UqqbWJjY21eI05OTnr11VclSb169bL77ZTNmzfbzOl9J3nvvfes88lfb/fu3daRtZmZ2kS69vru06ePTZHy3Llz6tOnj4wxateunXUEtJS19yd3d3fraODnn39eR48eta67dOmS+vTpo0uXLqWK7dSpU2rWrJmOHz+u119//ZYKk9n5PpfV3wVZVbVqVbVr106HDh1S27Zt7Y7Wv3jxor766isdO3bslveXntx4n/Lw8ND333+vtm3batOmTapfv36GjyslvqlTp9q8Z5w7d07dunXTuXPnUm2zfft2ffPNN3avwZRrJa3XVb9+/eTg4KBx48bpypUr6tSpU7ZMKQUAwL2IKVwAAMgBrq6ueuONN9S9e3fFx8enWu/o6KjXX39dzz//vLp27aqPP/5YxYsX18GDB/Xrr7/qiSee0Jo1azI19cfIkSO1ZcsWrVixQuXKlVODBg3k7e2tDRs26ODBgypQoIDmzp1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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Utworzenie wykresów dla nałożonych histogramów\n", "fig, axs = plt.subplots(2, 2, figsize=(15, 12))\n", "fig.suptitle('Nałożone histogramy cech Iris podzielone na klasy', fontsize=16)\n", "\n", "# Lista unikatowych klas\n", "classes = df['klasa (class)'].unique()\n", "colors = ['blue', 'orange', 'green']\n", "\n", "# Rysowanie nałożonych histogramów dla każdej cechy\n", "for ax, col in zip(axs.flat, numeric_columns):\n", " for class_name, color in zip(classes, colors):\n", " sns.histplot(df[df['klasa (class)'] == class_name][col], kde=False, bins=10, ax=ax, label=class_name, color=color, element='step', stat='count', common_norm=False)\n", " ax.set_title(col)\n", " ax.set_xlabel('Wartość')\n", " ax.set_ylabel('Częstość')\n", " ax.legend()\n", "\n", "# Dostosowanie layoutu\n", "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", "plt.savefig('Nałożone histogramy cech Iris podzielone na klasy', dpi=300)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podsumowanie:\n", "- Histogramy pokazują, że cechy morfologiczne, takie jak długość i szerokość kielicha oraz płatka, mogą być używane do rozróżniania między trzema gatunkami Iris.\n", "- Iris-setosa wyróżnia się znacząco mniejszymi wartościami długości i szerokości płatków w porównaniu do pozostałych gatunków. Jej wartości są skupione w węższych przedziałach.\n", "- Iris-versicolor i Iris-virginica mają wartości długości i szerokości płatków oraz kielicha bardziej rozproszone, co może powodować pewne nakładanie się, zwłaszcza w zakresie długości i szerokości kielicha.\n", "- Iris-virginica ma największe wartości długości i szerokości płatków, co może być kluczową cechą różnicującą.\n", "- Histogramy najbardziej nakładają się na siebie dla cech długość i szerokość kielicha." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Grupowanie i agregacja danych" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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długość kielicha (sepal length)szerokość kielicha (sepal width)długość płatka (petal length)szerokość płatka (petal width)
meanstdminmaxmediancountmeanstdminmaxmediancountmeanstdminmaxmediancountmeanstdminmaxmediancount
klasa (class)
Iris-setosa5.0060.3524904.35.85.0503.4180.3810242.34.43.4501.4640.1735111.01.91.50500.2440.1072100.10.60.250
Iris-versicolor5.9360.5161714.97.05.9502.7700.3137982.03.42.8504.2600.4699113.05.14.35501.3260.1977531.01.81.350
Iris-virginica6.5880.6358804.97.96.5502.9740.3224972.23.83.0505.5520.5518954.56.95.55502.0260.2746501.42.52.050
\n", "
" ], "text/plain": [ " długość kielicha (sepal length) \\\n", " mean std min max median \n", "klasa (class) \n", "Iris-setosa 5.006 0.352490 4.3 5.8 5.0 \n", "Iris-versicolor 5.936 0.516171 4.9 7.0 5.9 \n", "Iris-virginica 6.588 0.635880 4.9 7.9 6.5 \n", "\n", " szerokość kielicha (sepal width) \\\n", " count mean std min max \n", "klasa (class) \n", "Iris-setosa 50 3.418 0.381024 2.3 4.4 \n", "Iris-versicolor 50 2.770 0.313798 2.0 3.4 \n", "Iris-virginica 50 2.974 0.322497 2.2 3.8 \n", "\n", " długość płatka (petal length) \\\n", " median count mean std min \n", "klasa (class) \n", "Iris-setosa 3.4 50 1.464 0.173511 1.0 \n", "Iris-versicolor 2.8 50 4.260 0.469911 3.0 \n", "Iris-virginica 3.0 50 5.552 0.551895 4.5 \n", "\n", " szerokość płatka (petal width) \\\n", " max median count mean std \n", "klasa (class) \n", "Iris-setosa 1.9 1.50 50 0.244 0.107210 \n", "Iris-versicolor 5.1 4.35 50 1.326 0.197753 \n", "Iris-virginica 6.9 5.55 50 2.026 0.274650 \n", "\n", " \n", " min max median count \n", "klasa (class) \n", "Iris-setosa 0.1 0.6 0.2 50 \n", "Iris-versicolor 1.0 1.8 1.3 50 \n", "Iris-virginica 1.4 2.5 2.0 50 " ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Grupowanie danych według klasy\n", "grouped = df.groupby('klasa (class)')\n", "\n", "# Obliczanie parametrów statystycznych dla każdej grupy\n", "stats = grouped.agg(['mean', 'std', 'min', 'max', 'median', 'count'])\n", "\n", "# Wyświetlanie wyników\n", "stats" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Resetowanie indeksu\n", "stats = stats.reset_index()\n", "\n", "# Wykres słupkowy dla średnich wartości długości kielicha, szerokości kielicha, długości płatka, szerokości płatka\n", "fig, axs = plt.subplots(2, 2, figsize=(15, 12))\n", "fig.suptitle('Średnie wartości cech Iris podzielone na klasy z odchyleniem standardowym', fontsize=16)\n", "\n", "# Długość kielicha (sepal length)\n", "sns.barplot(x='klasa (class)', y=('długość kielicha (sepal length)', 'mean'),\n", " yerr=stats[('długość kielicha (sepal length)', 'std')], data=stats, ax=axs[0, 0])\n", "axs[0, 0].set_title('Średnia długość kielicha (sepal length)')\n", "axs[0, 0].set_ylabel('Średnia wartość')\n", "\n", "# Szerokość kielicha (sepal width)\n", "sns.barplot(x='klasa (class)', y=('szerokość kielicha (sepal width)', 'mean'),\n", " yerr=stats[('szerokość kielicha (sepal width)', 'std')], data=stats, ax=axs[0, 1])\n", "axs[0, 1].set_title('Średnia szerokość kielicha (sepal width)')\n", "axs[0, 1].set_ylabel('Średnia wartość')\n", "\n", "# Długość płatka (petal length)\n", "sns.barplot(x='klasa (class)', y=('długość płatka (petal length)', 'mean'),\n", " yerr=stats[('długość płatka (petal length)', 'std')], data=stats, ax=axs[1, 0])\n", "axs[1, 0].set_title('Średnia długość płatka (petal length)')\n", "axs[1, 0].set_ylabel('Średnia wartość')\n", "\n", "# Szerokość płatka (petal width)\n", "sns.barplot(x='klasa (class)', y=('szerokość płatka (petal width)', 'mean'),\n", " yerr=stats[('szerokość płatka (petal width)', 'std')], data=stats, ax=axs[1, 1])\n", "axs[1, 1].set_title('Średnia szerokość płatka (petal width)')\n", "axs[1, 1].set_ylabel('Średnia wartość')\n", "\n", "# Dostosowanie wykresów\n", "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podsumowanie\n", "\n", "- Wszystkie cechy wykazują wyraźne różnice między gatunkami. Największe różnice widać w długości i szerokości płatka.\n", "- Słupki błędu (odchylenie standardowe) są relatywnie małe w porównaniu do wartości średnich, co wskazuje na niską zmienność danych w obrębie każdego gatunku.\n", "- Wartości odstające i wariancja są bardziej widoczne w cechach takich jak szerokość kielicha, co może wymagać dalszej analizy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Analiza relacji między zmiennymi" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatter plot dla par zmiennych\n", "sns.pairplot(df, hue='klasa (class)', markers=[\"o\", \"s\", \"D\"])\n", "plt.suptitle('Scatter plot dla par zmiennych', y=1.02)\n", "plt.show()\n", "\n", "# Macierz korelacji\n", "corr_matrix = df.iloc[:, :-1].corr() # Obliczanie korelacji tylko dla kolumn numerycznych\n", "\n", "# Tworzenie macierzy korelacji z wartościami\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "cax = ax.matshow(corr_matrix, cmap='coolwarm', vmin=-1, vmax=1)\n", "\n", "# Dodanie paska kolorów\n", "fig.colorbar(cax)\n", "\n", "# Ustawienie etykiet\n", "ax.set_xticks(np.arange(len(corr_matrix.columns)))\n", "ax.set_yticks(np.arange(len(corr_matrix.columns)))\n", "ax.set_xticklabels(corr_matrix.columns, rotation=45, ha='left')\n", "ax.set_yticklabels(corr_matrix.columns)\n", "\n", "# Dodanie wartości korelacji na macierzy\n", "for i in range(len(corr_matrix.columns)):\n", " for j in range(len(corr_matrix.columns)):\n", " plt.text(j, i, f'{corr_matrix.iloc[i, j]:.2f}', ha='center', va='center', color='black')\n", "\n", "plt.title('Macierz korelacji')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podsumowanie:\n", "\n", "**Scatter Plots**:\n", "\n", "- Iris-setosa jest wyraźnie oddzielona od dwóch pozostałych gatunków we wszystkich zmiennych.\n", "- Iris-versicolor i Iris-virginica mają pewne nakładające się wartości, ale można je rozróżnić na podstawie wielkości płatków.\n", "\n", "**Macierz korelacji**:\n", "\n", "- **Długość kielicha (sepal length) vs. długość płatka (petal length)**: Korelacja wynosi 0.87, co wskazuje na silną pozytywną korelację. To oznacza, że dłuższe kielichy mają tendencję do posiadania dłuższych płatków.\n", "- **Długość płatka (petal length) vs. szerokość płatka (petal width)**: Korelacja wynosi 0.96, co wskazuje na bardzo silną pozytywną korelację. To oznacza, że dłuższe płatki mają tendencję do bycia szerszymi.\n", "- **Długość kielicha (sepal length) vs. szerokość płatka (petal width)**: Korelacja wynosi 0.82, co również wskazuje na silną pozytywną korelację.\n", "- **Szerokość kielicha (sepal width) vs. długość płatka (petal length)**: Korelacja wynosi -0.42, co wskazuje na umiarkowaną ujemną korelację. To oznacza, że szersze kielichy mają tendencję do posiadania krótszych płatków.\n", "- **Szerokość kielicha (sepal width) vs. szerokość płatka (petal width)**: Korelacja wynosi -0.36, co wskazuje na słabą ujemną korelację.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Analiza wartości odstających" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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Pf/7jrHfq1Ck1adJE7dq1U8eOHTVz5kz997//VaVKldS0aVNJN973Xb16tSpWrJhi5H1696EkLV68WE2bNlWNGjU0ZMgQeXl5OZPgK1as0L333uuyzY4dO6p48eKKjo7W2rVr9cEHH+jUqVMuAz7GjRunChUqqFWrVvLx8dH333+vvn37KikpSf369cvQea5Tp47mzp2ruLg4BQQEyBijVatWycvLSytWrFCrVq0kSStWrJCXl1eaz3b65JNP1Lt3b9WqVUvPPPOMdu/erVatWumuu+5SSEiIpH/75K+99ppeffVVPfHEE6pTp44kqVatWs7tuHNNk9WoUcMlfgBZxADADWrTpo1xOBxm7969zrI//vjDeHt7m6s/Zk6dOmXy589vihUrZjZv3myMMWby5MlGkomNjXXZ5pIlS4wks2TJEmOMMQkJCSZfvnzmnnvuMZcvX3bWmzJlipFkIiIinGXvvfeekWSmTZvmLLt06ZIJDw83uXLlMnFxccYYYwYMGGACAgLMlStXLI/t1VdfNZLMrFmzUqxLSkpK87xIMv369TPGGPPss88aLy8vM2XKFJc6sbGxRpKZPHmys+zBBx80lSpVMvHx8S77qlWrlildurSz7NpzZIwx3bp1M6Ghoc7lxYsXG0nm6aefTjN+ScbPz8/s2rXLWbZlyxYjyXz44YfOsgsXLqTYzpo1a4wk89lnn6VxNozZtWtXiu0ZY8ymTZuMJPPNN99Ytt2zZ4/x9vY2b7zxhkv51q1bjY+Pj0t5RESEkWRGjRrlLEtISDBVq1Y1BQoUMJcuXTLGGHPlyhWTkJDgsr1Tp06ZggULmh49eriUSzJDhgxJ8/hu5Fomvw8aNmzocl0GDhxovL29zenTp40xxhw+fNj4+PiYNm3auOx76NChRpLp1q2bs+ybb75JcX8kCw0NNZLM8uXLnWVHjx41drvdPPvssynqv/nmm0aSOXLkSJrnAAAAZJ/AwEBnX9MdFy9eNDVq1DCFCxc2hw4dMsZcXx9r/PjxLnXd7Xsn95VGjhxpLl++bDp16mT8/f1NTEyMs93mzZuNJNOrVy+XfTz33HNGklm8eLExxpjZs2cbSWb9+vWWx+tuPzg1ERERpkKFCsYYY7799lvj6+trHn/8cZOYmOhSLzQ01KX/9frrr5ucOXOav/76y6XeCy+8YLy9vc2+ffucZdf2L6/9XnT69GmTO3duc99995mLFy9axp98Xa7uiyckJJjg4GDTvn17Z1lG+r6pKVq0qMv2kqV3HyYlJZnSpUubyMhIl7gvXLhgSpQoYRo1auQsGzJkiJFkWrVq5bKNvn37Gklmy5YtLu2vFRkZaUqWLOlSFhER4fJdMTXr1683ksy8efOMMcb89ttvRpLp0KGDue+++5z1WrVqZapVq+Zcvvb72KVLl0yBAgVM1apVXc71xIkTU3xnTd7n1d8dro7ZnWuabPr06UaSWbduXZrHCeDGMJ0LgBuSmJiomJgYtWnTRsWKFXOWlytXTpGRkc7lHTt2qGbNmjp+/Ljq16+vKlWqZGg/GzZs0IkTJ/T444/Lx+d/P6Lp0qWL8ubN61J33rx5Cg4OVufOnZ1lvr6+evrpp3Xu3DktW7ZMkpQnTx6dP39eCxYssNzvt99+qypVqqQ6+tud+QqNMerfv7/ef/99TZs2Td26dUuz/smTJ7V48WJ17NhRZ8+e1fHjx3X8+HGdOHFCkZGR2rlzpw4ePJjufq+O32azaciQIenG37BhQ4WFhTmXK1eurICAAO3evdtZ5u/v7/z35cuXdeLECZUqVUp58uRJ8ZPNa504cUKSUlyv5JHmMTExlvNqzpo1S0lJSerYsaPznBw/flzBwcEqXbp0ip+h+vj4qHfv3s5lPz8/9e7dW0ePHtWvv/4q6d95J/38/CT9+1PfkydP6sqVK6pZs2a6x+KO67mWTzzxhMt1qVOnjhITE7V3715J0qJFi3TlyhX17dvXpd1TTz2V4fjKly/vHPUiSUFBQSpTpozL9U6WfM2uZwojAACQNfLkyaN169bpn3/+cat+3759tXXrVn377bcKDg6WlPE+lt1u12OPPeZS5m7fO9mlS5fUoUMH/fDDD5o3b54aN27ssi1JGjRokEubZ599VpL0448/Oo9d+neE+OXLl1M93oz0g618+eWX6tSpk/NB6+nNff3NN9+oTp06yps3r8v5bNiwoRITE7V8+XK39iv9+6vZs2fP6oUXXpDD4Ugz/ly5cumRRx5xLvv5+enee+916dfdaN/3xIkTKfrxUvr34ebNm7Vz50795z//0YkTJ5zn5Pz583rwwQe1fPnyFFPdXDuSPLmvm3x/SK7fS86cOaPjx48rIiJCu3fvTjElZHqqVaumXLlyOa/PihUrnFN4bty4URcuXJAxRitXrnTpP19rw4YNOnr0qPr06eM819K/U25m9GGs7lzTZPTVgezBdC4AbsixY8d08eJFlS5dOsW6MmXKODs6OXPmVI8ePdKdK91KchKxVKlSLuU+Pj4p5gDfu3evSpcunaKTmzyVRfK2+vbtq6+//lpNmzZVkSJF1LhxY3Xs2FFNmjRxtvn777/Vvn3764pZkj777DOdO3dO48aNc/liYWXXrl0yxuiVV17RK6+8kmqdo0ePqkiRIm7t/++//1bhwoV11113pVv36j+CJMubN69OnTrlXL548aKio6M1efJkHTx4UMYY5zp3O6tXt5GkEiVKaNCgQXr33Xf1xRdfqE6dOmrVqpUeeeQRZ2dz586dMsakep9JSvGz0sKFCytnzpwuZXfffbekf+ehv//++yVJU6dO1ahRo7R9+3aXL2AlSpRw61jScj3X8tprkNwhTr4GVu+Du+66K9UvNWlx53onS75mN+uDrgAAuBO9/fbb6tatm0JCQlSjRg01a9ZMXbt2VcmSJVPUnTBhgiZPnqwJEyY4+0FSxvtYRYoUcUkOSu73vZNFR0fr3Llzmj9/foq52ffu3SsvL68UfZ3g4GDlyZPHua2IiAi1b99ew4YN0+jRo1WvXj21adNG//nPf2S32yVlrB+cmtjYWD3yyCPq0KGD83lG6dm5c6d+++03BQUFpbr+6NGjbu//77//liRVrFgx3bpFixZN0U/LmzevfvvtN5eyG+37XtuPl9K/D3fu3ClJaQ4mOnPmjEtf9tr7MSwsTF5eXi7zxa9atUpDhgzRmjVrUgzEOXPmTIaS1t7e3goPD3fOXb5ixQrVqVNHDzzwgBITE7V27VoVLFhQJ0+eTDOJnnx/Xhu/r69vqu/LtLh7TSX66kB2IYkOIFsULVpUL774oiZOnOhSbvU/+sTExCyPqUCBAtq8ebNiYmI0f/58zZ8/X5MnT1bXrl0z7enmtWvX1ubNmzVmzBh17Ngx3U588iiM5557zmUk/9Wu/VKRWazmdry6s/zUU09p8uTJeuaZZxQeHq7AwEDZbDY9/PDD6T4sKXle9dSStKNGjVL37t01d+5c/fzzz3r66aedcyAWLVpUSUlJzof4pBbntQ8qdce0adPUvXt3tWnTRoMHD1aBAgXk7e2t6Oho55eWG3E919Kda5BZMrKv5GuWkWcAAACArNWxY0fVqVNHs2fP1s8//6yRI0dqxIgRmjVrlsucyb/88osGDBigXr166YknnnDZRkb7WFeP/r1ekZGR+umnn/T222+rXr16KUZZS+knA202m2bOnKm1a9fq+++/V0xMjHr06KFRo0Zp7dq119U3vFahQoVUqFAhzZs3Txs2bHBrDvWkpCQ1atRIzz//fKrrkwd1ZDZ3+nU32vfNly9fqv349O7D5D7xyJEjLeddT+96XXs//P3333rwwQdVtmxZvfvuuwoJCZGfn5/mzZun0aNHp/u9JDUPPPCA3njjDcXHx2vFihV66aWXlCdPHlWsWFErVqxwPu8rrSR6ZqKvDtx8SKIDuCFBQUHy9/d3jjC42o4dO9Jtnzzi4PTp0y7l145YCQ0NlfTv6N769es7y69cuaI9e/aocuXKLnV/++03JSUluYyI2b59u8u2pH9/FteyZUu1bNlSSUlJ6tu3ryZMmKBXXnlFpUqVUlhYmLZt25bucVgpVaqU8wtCkyZNtGjRIuXOnduyfvIIBV9fXzVs2PC695ssLCxMMTExOnny5HWPwrnazJkz1a1bN40aNcpZFh8fn+L6paZYsWLy9/e3fKBspUqVVKlSJb388stavXq1ateurfHjx2v48OEKCwuTMUYlSpRw68vHP//8o/Pnz7uMRv/rr78kyfnLhZkzZ6pkyZKaNWuWS8c8tZ/8Xo/MvpaS6/vg6hFDJ06cSPGlJjNHosTGxip//vyWo6oAAIBnFCpUSH379lXfvn119OhRVa9eXW+88YYziX7s2DE99NBDqlq1qsaOHZuifUb7WKnJSN9bku6//3716dNHLVq0UIcOHTR79mzndI2hoaFKSkrSzp07XR6IfuTIEZ0+fTrVbd1///164403NH36dHXp0kUzZsxQr169brgf7HA49MMPP6hBgwZq0qSJli1bluLh69cKCwvTuXPnMq0fL0nbtm3LlEE0N9r3LVu2rGU/Pq37MPk4AgIC3D4vO3fudOnr7tq1S0lJSc5+/Pfff6+EhAR99913Lr+uvHb6oYyoU6eOLl26pC+//FIHDx50Jsvr1q3rTKLffffdzmR6apLvz507d6pBgwbO8suXLys2NtZlStPM7qt7eXll2R9pAPyLOdEB3BBvb29FRkZqzpw52rdvn7P8zz//VExMTLrtkztVV88PmJiYmGLEes2aNZUvXz5NmjRJV65ccZZ/8cUXKZKHzZo10+HDh/XVV185y65cuaIPP/xQuXLlUkREhKT/zdGdzMvLy5mMT0hIkCS1b99eW7Zs0ezZs1PE7u7o4MqVK2vevHn6888/1bJlS128eNGyboECBVSvXj1NmDBBhw4dSrH+2LFjbu0zWfv27WWM0bBhw1Ksu57Rzd7e3inaffjhh279csD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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Utworzenie wykresów dla boxplotów\n", "fig, axs = plt.subplots(2, 2, figsize=(15, 12))\n", "fig.suptitle('Boxploty cech Iris podzielone na klasy', fontsize=16)\n", "\n", "# Rysowanie boxplotów dla każdej cechy\n", "for ax, col in zip(axs.flat, numeric_columns):\n", " sns.boxplot(x='klasa (class)', y=col, data=df, ax=ax)\n", " ax.set_title(f'{col}')\n", " ax.set_xlabel('Klasa')\n", " ax.set_ylabel('Wartość')\n", "\n", "# Dostosowanie wykresów\n", "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podsumowanie\n", "\n", "- Wartości odstające są widoczne głównie w przypadku Iris-setosa dla cech długości i szerokości płatka. Są to wartości poniżej dolnego wąsa wykresu pudełkowego.\n", "- W przypadku Iris-versicolor, pojawia się pojedyncza wartość odstająca dla długości kielicha i długości płatka.\n", "- Iris-virginica ma jedną wartość odstającą dla szerokości kielicha.\n", "- Wykresy boxplot potwierdzają poprzednie obserwacje na temat rozkładu danych dla poszczegolnych klas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Wnioski z analizy danych i PCA" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Wybór zmiennych numerycznych do PCA\n", "X = df.iloc[:, :-1]\n", "\n", "# Standaryzacja danych\n", "scaler = StandardScaler()\n", "X_scaled = scaler.fit_transform(X)\n", "\n", "# Wykonanie PCA\n", "pca = PCA(n_components=2) # Redukcja do 2 głównych składowych\n", "principalComponents = pca.fit_transform(X_scaled)\n", "\n", "# Tworzenie DataFrame z głównymi składowymi\n", "principalDf = pd.DataFrame(data=principalComponents, columns=['Principal Component 1', 'Principal Component 2'])\n", "\n", "# Dodanie kolumny klasy\n", "finalDf = pd.concat([principalDf, df[['klasa (class)']]], axis=1)\n", "\n", "# Wizualizacja wyników PCA\n", "plt.figure(figsize=(10, 8))\n", "sns.scatterplot(x='Principal Component 1', y='Principal Component 2', hue='klasa (class)', data=finalDf, palette='viridis', s=100)\n", "plt.title('2 komponenty PCA')\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.savefig('2 komponenty PCA',dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Kluczowe Wnioski z Analiz**\n", "\n", "- Cecha długości i szerokości płatka są kluczowe w różnicowaniu gatunków Iris. Te cechy wykazały największą zmienność między gatunkami i były najlepiej rozdzielone w analizie PCA.\n", "- Wykresy rozkładu oraz boxploty ujawniły, że zmienność wewnątrz gatunków jest różna, z Iris-setosa wykazującą najmniejszą zmienność, a Iris-virginica największą.\n", "- Silne korelacje między długością i szerokością płatka sugerują, że te cechy mogą być skonsolidowane lub używane wymiennie w modelach predykcyjnych.\n", "- Obecność wartości odstających, zwłaszcza dla szerokości kielicha, może wpłynąć na dokładność modeli predykcyjnych i wymaga dalszej analizy lub przetwarzania danych.\n", "- Wykres PCA wykazał wyraźne rozdzielenie klas Iris-setosa od pozostałych dwóch gatunków. Iris-versicolor i Iris-virginica częściowo się pokrywały, co sugeruje, że ich rozdzielenie może wymagać bardziej zaawansowanych metod analizy lub dodatkowych cech.\n", "\n", "Analizy dostarczyły kompleksowego przeglądu danych Iris, identyfikując kluczowe cechy różnicujące gatunki i ujawniając strukturę danych. Dzięki zastosowaniu różnych technik analitycznych i wizualizacji, uzyskano cenne informacje, które stanowią solidne podstawy do dalszego modelowania i eksploracji danych. Przeprowadzone analizy nie tylko potwierdziły, że dane są wysokiej jakości, ale również wskazały na kluczowe obszary do dalszych badań, które mogą przyczynić się do jeszcze lepszego zrozumienia i klasyfikacji gatunków Iris." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }