{ "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": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 4, "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
1476.53.05.22.0Iris-virginica
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": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('25__iris.csv', sep=\",\")\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pokaż 10 losowych rekordów" ] }, { "cell_type": "code", "execution_count": 5, "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)
485.33.71.50.2Iris-setosa
916.13.04.61.4Iris-versicolor
304.83.11.60.2Iris-setosa
1135.72.55.02.0Iris-virginica
1456.73.05.22.3Iris-virginica
1317.93.86.42.0Iris-virginica
155.74.41.50.4Iris-setosa
965.72.94.21.3Iris-versicolor
636.12.94.71.4Iris-versicolor
195.13.81.50.3Iris-setosa
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" ], "text/plain": [ " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "48 5.3 3.7 \n", "91 6.1 3.0 \n", "30 4.8 3.1 \n", "113 5.7 2.5 \n", "145 6.7 3.0 \n", "131 7.9 3.8 \n", "15 5.7 4.4 \n", "96 5.7 2.9 \n", "63 6.1 2.9 \n", "19 5.1 3.8 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "48 1.5 0.2 \n", "91 4.6 1.4 \n", "30 1.6 0.2 \n", "113 5.0 2.0 \n", "145 5.2 2.3 \n", "131 6.4 2.0 \n", "15 1.5 0.4 \n", "96 4.2 1.3 \n", "63 4.7 1.4 \n", "19 1.5 0.3 \n", "\n", " klasa (class) \n", "48 Iris-setosa \n", "91 Iris-versicolor \n", "30 Iris-setosa \n", "113 Iris-virginica \n", "145 Iris-virginica \n", "131 Iris-virginica \n", "15 Iris-setosa \n", "96 Iris-versicolor \n", "63 Iris-versicolor \n", "19 Iris-setosa " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sample(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pokaż podsumownaie informacji na temat każdej z kolumn" ] }, { "cell_type": "code", "execution_count": 6, "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", "---------------------------------------------------------------------------------------\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "count 150.000000 150.000000 \n", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \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", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \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", "\n", " klasa (class) \n", "count 150 \n", "unique 3 \n", "top Iris-setosa \n", "freq 50 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n" ] } ], "source": [ "def show_column_summary(df: pd.DataFrame) -> pd.DataFrame:\n", " \"\"\"\n", " Displays summary information for each column in the DataFrame.\n", "\n", " Parameters:\n", " df (pd.DataFrame): The pandas DataFrame for which to display column summaries.\n", "\n", " Returns:\n", " pd.DataFrame: A DataFrame containing summary statistics of each column.\n", " \"\"\"\n", " return df.describe(include='all')\n", "\n", "summary = show_column_summary(df)\n", "df.info()\n", "print(\"---------------------------------------------------------------------------------------\")\n", "print(summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pokaż wszystkie gatunki irysów uwzględnione w analizie" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1. Iris-setosa\n", "2. Iris-versicolor\n", "3. Iris-virginica\n" ] } ], "source": [ "for (i, gatunek) in enumerate(df[\"klasa (class)\"].unique().tolist()):\n", " print(i+1, '\\b. ', gatunek)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pokaż podsumowanie na temat wartości każdej z kolumn, uwzględniając podział na różne gatunki kwiatów" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " długość kielicha (sepal length) \\\n", " count mean std min 25% \n", "klasa (class) \n", "Iris-setosa 50.0 5.006 0.352490 4.3 4.800 \n", "Iris-versicolor 50.0 5.936 0.516171 4.9 5.600 \n", "Iris-virginica 50.0 6.588 0.635880 4.9 6.225 \n", "\n", " szerokość kielicha (sepal width) ... \\\n", " 50% 75% max count mean ... \n", "klasa (class) ... \n", "Iris-setosa 5.0 5.2 5.8 50.0 3.418 ... \n", "Iris-versicolor 5.9 6.3 7.0 50.0 2.770 ... \n", "Iris-virginica 6.5 6.9 7.9 50.0 2.974 ... \n", "\n", " długość płatka (petal length) \\\n", " 75% max \n", "klasa (class) \n", "Iris-setosa 1.575 1.9 \n", "Iris-versicolor 4.600 5.1 \n", "Iris-virginica 5.875 6.9 \n", "\n", " szerokość płatka (petal width) \\\n", " count mean std min 25% \n", "klasa (class) \n", "Iris-setosa 50.0 0.244 0.107210 0.1 0.2 \n", "Iris-versicolor 50.0 1.326 0.197753 1.0 1.2 \n", "Iris-virginica 50.0 2.026 0.274650 1.4 1.8 \n", "\n", " \n", " 50% 75% max \n", "klasa (class) \n", "Iris-setosa 0.2 0.3 0.6 \n", "Iris-versicolor 1.3 1.5 1.8 \n", "Iris-virginica 2.0 2.3 2.5 \n", "\n", "[3 rows x 32 columns]\n" ] } ], "source": [ "def summarize_by_column(df: pd.DataFrame, group_by_column: str) -> pd.DataFrame:\n", " \"\"\"\n", " Generates a summary of information for each column in the dataframe,\n", " grouped by the values of a specified column.\n", "\n", " Args:\n", " df (pd.DataFrame): The input dataframe.\n", " group_by_column (str): The name of the column to group by.\n", "\n", " Returns:\n", " pd.DataFrame: A summary dataframe showing information for each column.\n", " \"\"\"\n", " summary = df.groupby(group_by_column).describe(include = \"all\")\n", " return summary\n", "\n", "# Example usage\n", "if __name__ == \"__main__\":\n", " class_category = \"klasa (class)\"\n", " summary_df = summarize_by_column(df, class_category)\n", " print(summary_df)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "1. IRIS-SETOSA\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "count 50.00000 50.000000 \n", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \n", "mean 5.00600 3.418000 \n", "std 0.35249 0.381024 \n", "min 4.30000 2.300000 \n", "25% 4.80000 3.125000 \n", "50% 5.00000 3.400000 \n", "75% 5.20000 3.675000 \n", "max 5.80000 4.400000 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "count 50.000000 50.00000 \n", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \n", "mean 1.464000 0.24400 \n", "std 0.173511 0.10721 \n", "min 1.000000 0.10000 \n", "25% 1.400000 0.20000 \n", "50% 1.500000 0.20000 \n", "75% 1.575000 0.30000 \n", "max 1.900000 0.60000 \n", "\n", " klasa (class) \n", "count 50 \n", "unique 1 \n", "top Iris-setosa \n", "freq 50 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", "2. IRIS-VERSICOLOR\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "count 50.000000 50.000000 \n", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \n", "mean 5.936000 2.770000 \n", "std 0.516171 0.313798 \n", "min 4.900000 2.000000 \n", "25% 5.600000 2.525000 \n", "50% 5.900000 2.800000 \n", "75% 6.300000 3.000000 \n", "max 7.000000 3.400000 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "count 50.000000 50.000000 \n", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \n", "mean 4.260000 1.326000 \n", "std 0.469911 0.197753 \n", "min 3.000000 1.000000 \n", "25% 4.000000 1.200000 \n", "50% 4.350000 1.300000 \n", "75% 4.600000 1.500000 \n", "max 5.100000 1.800000 \n", "\n", " klasa (class) \n", "count 50 \n", "unique 1 \n", "top Iris-versicolor \n", "freq 50 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n", "\n", "3. IRIS-VIRGINICA\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "count 50.00000 50.000000 \n", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \n", "mean 6.58800 2.974000 \n", "std 0.63588 0.322497 \n", "min 4.90000 2.200000 \n", "25% 6.22500 2.800000 \n", "50% 6.50000 3.000000 \n", "75% 6.90000 3.175000 \n", "max 7.90000 3.800000 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "count 50.000000 50.00000 \n", "unique NaN NaN \n", "top NaN NaN \n", "freq NaN NaN \n", "mean 5.552000 2.02600 \n", "std 0.551895 0.27465 \n", "min 4.500000 1.40000 \n", "25% 5.100000 1.80000 \n", "50% 5.550000 2.00000 \n", "75% 5.875000 2.30000 \n", "max 6.900000 2.50000 \n", "\n", " klasa (class) \n", "count 50 \n", "unique 1 \n", "top Iris-virginica \n", "freq 50 \n", "mean NaN \n", "std NaN \n", "min NaN \n", "25% NaN \n", "50% NaN \n", "75% NaN \n", "max NaN \n" ] } ], "source": [ "def summarize_by_column(df: pd.DataFrame, group_by_category: list[str], category_name:str) -> list[pd.DataFrame]:\n", " \"\"\"\n", " Generates a summary of information for each column in the dataframe,\n", " grouped by the values of a specified column.\n", "\n", " Args:\n", " df (pd.DataFrame): The input dataframe.\n", " group_by_column (str): The name of the column to group by.\n", "\n", " Returns:\n", " pd.DataFrame: A summary dataframe showing information for each column.\n", " \"\"\"\n", " summary = []\n", " for cat in group_by_category:\n", " cat_df = df[df[category_name] == cat]\n", " summary.append(cat_df.describe(include = \"all\"))\n", " return summary\n", "\n", "# Example usage\n", "if __name__ == \"__main__\":\n", " category_name = \"klasa (class)\"\n", " class_categories = df[category_name].unique().tolist()\n", " summary_df = summarize_by_column(df, class_categories, category_name)\n", " for (i, summary) in enumerate(summary_df):\n", " print()\n", " print(i+1, \"\\b.\", str.upper(class_categories[i]))\n", " print(summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ## Pierwszych 10 rekordów pod względem różnych parametrów analizowanych irysów uporządkowanych malejąco" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 records sorted by długość kielicha (sepal length) in descending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "131 7.9 3.8 \n", "135 7.7 3.0 \n", "122 7.7 2.8 \n", "117 7.7 3.8 \n", "118 7.7 2.6 \n", "105 7.6 3.0 \n", "130 7.4 2.8 \n", "107 7.3 2.9 \n", "125 7.2 3.2 \n", "109 7.2 3.6 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "131 6.4 2.0 \n", "135 6.1 2.3 \n", "122 6.7 2.0 \n", "117 6.7 2.2 \n", "118 6.9 2.3 \n", "105 6.6 2.1 \n", "130 6.1 1.9 \n", "107 6.3 1.8 \n", "125 6.0 1.8 \n", "109 6.1 2.5 \n", "\n", " klasa (class) \n", "131 Iris-virginica \n", "135 Iris-virginica \n", "122 Iris-virginica \n", "117 Iris-virginica \n", "118 Iris-virginica \n", "105 Iris-virginica \n", "130 Iris-virginica \n", "107 Iris-virginica \n", "125 Iris-virginica \n", "109 Iris-virginica \n", "\n", "Top 10 records sorted by szerokość kielicha (sepal width) in descending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "15 5.7 4.4 \n", "33 5.5 4.2 \n", "32 5.2 4.1 \n", "14 5.8 4.0 \n", "16 5.4 3.9 \n", "5 5.4 3.9 \n", "19 5.1 3.8 \n", "44 5.1 3.8 \n", "46 5.1 3.8 \n", "131 7.9 3.8 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "15 1.5 0.4 \n", "33 1.4 0.2 \n", "32 1.5 0.1 \n", "14 1.2 0.2 \n", "16 1.3 0.4 \n", "5 1.7 0.4 \n", "19 1.5 0.3 \n", "44 1.9 0.4 \n", "46 1.6 0.2 \n", "131 6.4 2.0 \n", "\n", " klasa (class) \n", "15 Iris-setosa \n", "33 Iris-setosa \n", "32 Iris-setosa \n", "14 Iris-setosa \n", "16 Iris-setosa \n", "5 Iris-setosa \n", "19 Iris-setosa \n", "44 Iris-setosa \n", "46 Iris-setosa \n", "131 Iris-virginica \n", "\n", "Top 10 records sorted by długość płatka (petal length) in descending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "118 7.7 2.6 \n", "122 7.7 2.8 \n", "117 7.7 3.8 \n", "105 7.6 3.0 \n", "131 7.9 3.8 \n", "107 7.3 2.9 \n", "130 7.4 2.8 \n", "109 7.2 3.6 \n", "135 7.7 3.0 \n", "100 6.3 3.3 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "118 6.9 2.3 \n", "122 6.7 2.0 \n", "117 6.7 2.2 \n", "105 6.6 2.1 \n", "131 6.4 2.0 \n", "107 6.3 1.8 \n", "130 6.1 1.9 \n", "109 6.1 2.5 \n", "135 6.1 2.3 \n", "100 6.0 2.5 \n", "\n", " klasa (class) \n", "118 Iris-virginica \n", "122 Iris-virginica \n", "117 Iris-virginica \n", "105 Iris-virginica \n", "131 Iris-virginica \n", "107 Iris-virginica \n", "130 Iris-virginica \n", "109 Iris-virginica \n", "135 Iris-virginica \n", "100 Iris-virginica \n", "\n", "Top 10 records sorted by szerokość płatka (petal width) in descending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "100 6.3 3.3 \n", "109 7.2 3.6 \n", "144 6.7 3.3 \n", "114 5.8 2.8 \n", "140 6.7 3.1 \n", "136 6.3 3.4 \n", "148 6.2 3.4 \n", "115 6.4 3.2 \n", "145 6.7 3.0 \n", "143 6.8 3.2 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "100 6.0 2.5 \n", "109 6.1 2.5 \n", "144 5.7 2.5 \n", "114 5.1 2.4 \n", "140 5.6 2.4 \n", "136 5.6 2.4 \n", "148 5.4 2.3 \n", "115 5.3 2.3 \n", "145 5.2 2.3 \n", "143 5.9 2.3 \n", "\n", " klasa (class) \n", "100 Iris-virginica \n", "109 Iris-virginica \n", "144 Iris-virginica \n", "114 Iris-virginica \n", "140 Iris-virginica \n", "136 Iris-virginica \n", "148 Iris-virginica \n", "115 Iris-virginica \n", "145 Iris-virginica \n", "143 Iris-virginica \n", "\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Sorting and displaying top 10 records for each column in decreasing order\n", "result_dict = {}\n", "columns = df.columns.tolist()\n", "columns.remove(\"klasa (class)\")\n", "\n", "for column in columns:\n", " result_dict[column] = df.sort_values(by=column, ascending=False).head(10)\n", "\n", "# Display results\n", "for column, top_records in result_dict.items():\n", " print(f\"Top 10 records sorted by {column} in descending order:\")\n", " print(top_records, \"\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wnioski dotyczące pierwszej dziesiątki irysów pod względem różnych ich parametrów.\n", "1. *Iris-virginica* zdominował pierwszą 10 pod względem długości kielicha, w pierwszej 10 nie znalazł się żaden inny gatunek irysa\n", "2. *Iris-setosa* zdominował pierwszą dziesiątkę pod względem szerokości kielicha, na 10 miejcu znalazł się pojedynczy irys innego gatunku - *Iris-virginica*\n", "3. *Iris virginica* zdominował rónież pierwszą dziesiątkę pod względem długości oraz szerokości płatka. W obu przypadkach, podobnie jak przedtem w pierwszej dziesiątce uwzględniającej najwyższe pomiary, nie znalazły się inne gatunki irysa sposród tych poddawanych analizie." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pierwszych 10 rekordów pod względem różnych parametrów analizowanych irysów uporządkowanych rosnąco" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 records sorted by długość kielicha (sepal length) in asccending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "13 4.3 3.0 \n", "42 4.4 3.2 \n", "38 4.4 3.0 \n", "8 4.4 2.9 \n", "41 4.5 2.3 \n", "22 4.6 3.6 \n", "3 4.6 3.1 \n", "6 4.6 3.4 \n", "47 4.6 3.2 \n", "2 4.7 3.2 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "13 1.1 0.1 \n", "42 1.3 0.2 \n", "38 1.3 0.2 \n", "8 1.4 0.2 \n", "41 1.3 0.3 \n", "22 1.0 0.2 \n", "3 1.5 0.2 \n", "6 1.4 0.3 \n", "47 1.4 0.2 \n", "2 1.3 0.2 \n", "\n", " klasa (class) \n", "13 Iris-setosa \n", "42 Iris-setosa \n", "38 Iris-setosa \n", "8 Iris-setosa \n", "41 Iris-setosa \n", "22 Iris-setosa \n", "3 Iris-setosa \n", "6 Iris-setosa \n", "47 Iris-setosa \n", "2 Iris-setosa \n", "\n", "Top 10 records sorted by szerokość kielicha (sepal width) in asccending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "60 5.0 2.0 \n", "62 6.0 2.2 \n", "119 6.0 2.2 \n", "68 6.2 2.2 \n", "41 4.5 2.3 \n", "53 5.5 2.3 \n", "93 5.0 2.3 \n", "87 6.3 2.3 \n", "81 5.5 2.4 \n", "80 5.5 2.4 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "60 3.5 1.0 \n", "62 4.0 1.0 \n", "119 5.0 1.5 \n", "68 4.5 1.5 \n", "41 1.3 0.3 \n", "53 4.0 1.3 \n", "93 3.3 1.0 \n", "87 4.4 1.3 \n", "81 3.7 1.0 \n", "80 3.8 1.1 \n", "\n", " klasa (class) \n", "60 Iris-versicolor \n", "62 Iris-versicolor \n", "119 Iris-virginica \n", "68 Iris-versicolor \n", "41 Iris-setosa \n", "53 Iris-versicolor \n", "93 Iris-versicolor \n", "87 Iris-versicolor \n", "81 Iris-versicolor \n", "80 Iris-versicolor \n", "\n", "Top 10 records sorted by długość płatka (petal length) in asccending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "22 4.6 3.6 \n", "13 4.3 3.0 \n", "14 5.8 4.0 \n", "35 5.0 3.2 \n", "36 5.5 3.5 \n", "40 5.0 3.5 \n", "38 4.4 3.0 \n", "42 4.4 3.2 \n", "2 4.7 3.2 \n", "41 4.5 2.3 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "22 1.0 0.2 \n", "13 1.1 0.1 \n", "14 1.2 0.2 \n", "35 1.2 0.2 \n", "36 1.3 0.2 \n", "40 1.3 0.3 \n", "38 1.3 0.2 \n", "42 1.3 0.2 \n", "2 1.3 0.2 \n", "41 1.3 0.3 \n", "\n", " klasa (class) \n", "22 Iris-setosa \n", "13 Iris-setosa \n", "14 Iris-setosa \n", "35 Iris-setosa \n", "36 Iris-setosa \n", "40 Iris-setosa \n", "38 Iris-setosa \n", "42 Iris-setosa \n", "2 Iris-setosa \n", "41 Iris-setosa \n", "\n", "Top 10 records sorted by szerokość płatka (petal width) in asccending order:\n", " długość kielicha (sepal length) szerokość kielicha (sepal width) \\\n", "32 5.2 4.1 \n", "13 4.3 3.0 \n", "37 4.9 3.1 \n", "9 4.9 3.1 \n", "12 4.8 3.0 \n", "34 4.9 3.1 \n", "0 5.1 3.5 \n", "27 5.2 3.5 \n", "28 5.2 3.4 \n", "29 4.7 3.2 \n", "\n", " długość płatka (petal length) szerokość płatka (petal width) \\\n", "32 1.5 0.1 \n", "13 1.1 0.1 \n", "37 1.5 0.1 \n", "9 1.5 0.1 \n", "12 1.4 0.1 \n", "34 1.5 0.1 \n", "0 1.4 0.2 \n", "27 1.5 0.2 \n", "28 1.4 0.2 \n", "29 1.6 0.2 \n", "\n", " klasa (class) \n", "32 Iris-setosa \n", "13 Iris-setosa \n", "37 Iris-setosa \n", "9 Iris-setosa \n", "12 Iris-setosa \n", "34 Iris-setosa \n", "0 Iris-setosa \n", "27 Iris-setosa \n", "28 Iris-setosa \n", "29 Iris-setosa \n", "\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Sorting and displaying top 10 records for each column in ascending order\n", "result_dict = {}\n", "columns = df.columns.tolist()\n", "columns.remove(\"klasa (class)\")\n", "\n", "for column in columns:\n", " result_dict[column] = df.sort_values(by=column, ascending=True).head(10)\n", "\n", "# Display results\n", "for column, top_records in result_dict.items():\n", " print(f\"Top 10 records sorted by {column} in asccending order:\")\n", " print(top_records, \"\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wnioski dotyczące pierwszej dziesiątki irysów z najmniejszymi wartościami pomiarów pod względem różnych ich parametrów." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. *Iris-setosa* zdominował pierwszą 10 pod względem długości kielicha, w pierwszej 10 nie znalazł się żaden inny gatunek irysa. Można zatem wnioskować, że mają one zwykle najkrótsze kielichy spośród analizowanych gatunków.\n", "2. *Iris-versicolor* zdominował pierwszą dziesiątkę pod względem szerokości kielicha, na 5 miejcu znalazł się pojedynczy irys innego gatunku - *Iris-setosa*. Można zatem wnisokować, że *Iris-versicolor* ma zwykle najwęższe kielichy spośród analizowanych gatunków.\n", "3. *Iris-setosa* zdominował rónież pierwszą dziesiątkę pod względem długości płatka oraz szerokości płatka. W obu przypadkach, podobnie jak przedtem w pierwszej dziesiątce uwzględniającej najniższe pomiary, nie znalazły się inne gatunki irysa sposród tych poddawanych analizie. Można zatem wnioskować, że *Iris-setosa* ma zwykle najwęższe oraz najkrótsze płatki pośród analizowanych trzech gatunków irysa." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Average długość kielicha (sepal length) for different iris classes:\n", " klasa (class) długość kielicha (sepal length)\n", "0 Iris-virginica 6.588\n", "1 Iris-versicolor 5.936\n", "2 Iris-setosa 5.006\n", "\n", "Average szerokość kielicha (sepal width) for different iris classes:\n", " klasa (class) szerokość kielicha (sepal width)\n", "0 Iris-setosa 3.418\n", "1 Iris-virginica 2.974\n", "2 Iris-versicolor 2.770\n", "\n", "Average długość płatka (petal length) for different iris classes:\n", " klasa (class) długość płatka (petal length)\n", "0 Iris-virginica 5.552\n", "1 Iris-versicolor 4.260\n", "2 Iris-setosa 1.464\n", "\n", "Average szerokość płatka (petal width) for different iris classes:\n", " klasa (class) szerokość płatka (petal width)\n", "0 Iris-virginica 2.026\n", "1 Iris-versicolor 1.326\n", "2 Iris-setosa 0.244\n" ] } ], "source": [ "columns = df.columns.tolist()\n", "columns.remove(\"klasa (class)\")\n", "\n", "# Group data by 'Category' and calculate the average of 'Value' within each group\n", "all_means = {}\n", "for col in columns:\n", " grouped_df = df.groupby('klasa (class)')[col].mean().sort_values(ascending=False).reset_index()\n", " all_means[col] = grouped_df\n", "\n", "for key, value in all_means.items():\n", " print()\n", " print(f\"Average {key} for different iris classes:\")\n", " print(value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wnioski dotyczące średnich wartości kolumn dla różnych gatunków irysów\n", "\n", "1. *Iris-virginica* osiąga najwyższe średnie wartości pod względem długości kielicha, długości płatka oraz szerokości płatka spośród wszystkich trzech gatunków znajdujących się w analizowanym zbiorze danych.\n", "2. *Iris-setosa* osiąga nawyższą średnią szerokość kielicha spośród porónywanych 3 gatunków irysa.\n", "3. *Iris-setosa* osiąga najniższe średnie wartości pod względem długości płatka, długości kielicha oraz szerokości płatka pośród analizowanych trzech gatunków\n", "4. *Iris-versiciolor* osiąga najniższą średnią szerokość kielicha pośród analizowanych gatunków irysa." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analiza korelacji pomiędzy różnymi parametrami irysów wszystkich trzech analizowanych gatunków" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\micha\\AppData\\Local\\Temp\\ipykernel_48316\\1134722465.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " df.corr()\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " długość kielicha (sepal length) \\\n", "długość kielicha (sepal length) 1.000000 \n", "szerokość kielicha (sepal width) -0.109369 \n", "długość płatka (petal length) 0.871754 \n", "szerokość płatka (petal width) 0.817954 \n", "\n", " szerokość kielicha (sepal width) \\\n", "długość kielicha (sepal length) -0.109369 \n", "szerokość kielicha (sepal width) 1.000000 \n", "długość płatka (petal length) -0.420516 \n", "szerokość płatka (petal width) -0.356544 \n", "\n", " długość płatka (petal length) \\\n", "długość kielicha (sepal length) 0.871754 \n", "szerokość kielicha (sepal width) -0.420516 \n", "długość płatka (petal length) 1.000000 \n", "szerokość płatka (petal width) 0.962757 \n", "\n", " szerokość płatka (petal width) \n", "długość kielicha (sepal length) 0.817954 \n", "szerokość kielicha (sepal width) -0.356544 \n", "długość płatka (petal length) 0.962757 \n", "szerokość płatka (petal width) 1.000000 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wnioski dotyczące korelacji pomiędzy różnymi właściwościami irysów" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Długość kielicha koreluje w istotny sposób z długością oraz szerokością płatków.\n", "2. Można zauważyć nieznaczną ujemną korelację pomiędzy długością kielicha a szerokością kielicha. Jednak jest to raczej słaba korelacja.\n", "3. Najsilniejsza zuważalna korelacja występuje pomiędzy długością płatka a jego szerokoscią." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analiza korelacji pomiędzy różnymi parametrami Iris-virginica" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\micha\\AppData\\Local\\Temp\\ipykernel_40680\\1597633532.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " df[df[\"klasa (class)\"] == \"Iris-virginica\"].corr()\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " długość kielicha (sepal length) \\\n", "długość kielicha (sepal length) 1.000000 \n", "szerokość kielicha (sepal width) 0.525911 \n", "długość płatka (petal length) 0.754049 \n", "szerokość płatka (petal width) 0.546461 \n", "\n", " szerokość kielicha (sepal width) \\\n", "długość kielicha (sepal length) 0.525911 \n", "szerokość kielicha (sepal width) 1.000000 \n", "długość płatka (petal length) 0.560522 \n", "szerokość płatka (petal width) 0.663999 \n", "\n", " długość płatka (petal length) \\\n", "długość kielicha (sepal length) 0.754049 \n", "szerokość kielicha (sepal width) 0.560522 \n", "długość płatka (petal length) 1.000000 \n", "szerokość płatka (petal width) 0.786668 \n", "\n", " szerokość płatka (petal width) \n", "długość kielicha (sepal length) 0.546461 \n", "szerokość kielicha (sepal width) 0.663999 \n", "długość płatka (petal length) 0.786668 \n", "szerokość płatka (petal width) 1.000000 " ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df[\"klasa (class)\"] == \"Iris-versicolor\"].corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Korelacje pomiędzy różnymi właściwościami irysów z gatunku Iris-versicolor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Długość kielicha koreluje z szerokością kielicha w większym stopniu dla Iris-versicolor niż miało to w przypadku porównywaniu pomiarów wszystkich irysów, a także w większym stopniu niż dla Iris-virginica, ale mniejszym niż dla Iris-setosa. Dodatkowo nie jest to ujemna korelacja jak miało to miejsce przy porównywaniu wszystkich irysów (podbnie jak dla Iris-virginica, a także Iris-setosa).\n", "2. Długość kielicha koreluje z szerokością płatka w mniejszym stopniu w przypadku Iris-versicolor niż miało to miejsce w przypadku porównywania wszystkich pomiarów dla wszystkich gatunków. Dodatkowo wartość wpółczynnika korelaji dla opisywanego gatunki jest zauważalnie wyższa od tej obserwowanej zarówno dla Iris-viriginica, jak i Iris-setosa.\n", "3. Długość płatka koreluje w mniejszym stopniu z szerokością płatka dla Iris-versicolor niż w przypadku analizy wszystkich trzech gatunków. Dodatkowo można zauważyć, że współczynnik korelacji dla tych watości jest dla Iris-versicolor zauważalnie wyższy niż dla Iris-setosa oraz dla Iris-virginica" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pairplot dla wszystkich wartości numerycznych" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting seaborn\n", " Downloading seaborn-0.13.2-py3-none-any.whl.metadata (5.4 kB)\n", "Requirement already satisfied: numpy!=1.24.0,>=1.20 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from seaborn) (1.26.4)\n", "Requirement already satisfied: pandas>=1.2 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from seaborn) (1.5.3)\n", "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from seaborn) (3.8.4)\n", "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.0)\n", "Requirement already satisfied: cycler>=0.10 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.11.0)\n", "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.51.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.4)\n", "Requirement already satisfied: packaging>=20.0 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.1)\n", "Requirement already satisfied: pillow>=8 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (10.4.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.0.9)\n", "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n", "Requirement already satisfied: pytz>=2020.1 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\micha\\miniconda3\\envs\\od_zera_do_ai\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n", "Downloading seaborn-0.13.2-py3-none-any.whl (294 kB)\n", "Installing collected packages: seaborn\n", "Successfully installed seaborn-0.13.2\n" ] } ], "source": [ "!pip install seaborn" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import the required dependencies\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the DataFrame\n", "df = df\n", "\n", "# Create a pairplot with scatter plots for numerical columns and hue based on iris species\n", "pairplot = sns.pairplot(df, hue='klasa (class)', diag_kind='hist')\n", "\n", "# Save the plot as a PNG file\n", "plot_filename = \"iris_scatter_plot.png\"\n", "pairplot.savefig(plot_filename)\n", "\n", "# Declare result variable\n", "result = { \"type\": \"plot\", \"value\": plot_filename }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wykresy pudełkowe dla różnych parametrów irysów z uwzględniniem wszystkich analizowanych gatunków" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "df.columns = df.columns.str.replace('_', ' ')\n", "class_column = 'klasa (class)'\n", "numerical_columns = df.columns.tolist()\n", "numerical_columns.remove(class_column)\n", "\n", "for col in numerical_columns:\n", " plt.figure(figsize=(12, 6))\n", " sns.boxplot(y=col, data=df)\n", " mean_val = df[col].mean()\n", " plt.axhline(mean_val, color='r', linestyle='--', label=f'Average {col}: {mean_val:.2f}')\n", " plt.title(f'Boxplot of {col} for all flowers')\n", " plt.legend()\n", " plt.savefig(f\"{col.replace(' ', '_')}_boxplot.png\")\n", "\n", "result = {'type': 'plot', 'value': [f\"{col.replace(' ', '_')}_boxplot.png\" for col in numerical_columns]}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wnioski dotyczące rozkładu pomiarów dla wszystkich gatunków irysów\n", "### Długość kielicha\n", "1. Średnia długość kielicha jest wyższa niż mediana dla wszystkich pomiarów.\n", "2. Na wykresie pudełkowym nie widać wartości wyraźnie odstających ani powyżej, ani poniżej średniej oraz mediany.\n", "### Szerokość kielicha\n", "1. Średnia szerokość kielicha jest wyższa niż mediana dla wszystkich pomiarów.\n", "2. Na wykresie pudełkowym widać wartości odstające poniżej i powyżej średniej oraz mediany wszystkich pomiarów tego parametru.\n", "### Długość płatka\n", "1. Średnia długość płatka jest niższa niż mediana dla wszystkich pomiarów.\n", "2. Brak wartości wyraźnie odstających ani powyżej, ani poniżej średniej oraz mediany dla wszystkich pomiarów.\n", "### Szerokość płatka\n", "1. Średnia szerokość płatka jest niższa niż mediana dla wszystkich pomiarów.\n", "2. Na wykresie pudełkowym brak wartości odstające poniżej i powyżej średniej oraz mediany wszystkich pomiarów tego parametru." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wykresy pudełkowe dla różnych parametrów irysów z uwzględnieniem podziału na gatunki" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "df.columns = df.columns.str.replace('_', ' ')\n", "class_column = 'klasa (class)'\n", "numerical_columns = df.columns.tolist()\n", "numerical_columns.remove(class_column)\n", "\n", "for col in numerical_columns:\n", " plt.figure(figsize=(12, 6))\n", " sns.boxplot(x=class_column, y=col, data=df)\n", " mean_val = df[col].mean()\n", " plt.axhline(mean_val, color='r', linestyle='--', label=f'Average {col}: {mean_val:.2f}')\n", " plt.title(f'Boxplot of {col} by Class')\n", " plt.legend()\n", " plt.savefig(f\"{col.replace(' ', '_')}_boxplot.png\")\n", "\n", "result = {'type': 'plot', 'value': [f\"{col.replace(' ', '_')}_boxplot.png\" for col in numerical_columns]}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Porónanie średnich wartości dla różnych parametrów irysów" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import the required dependencies\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Calculate the mean values for each numerical column\n", "mean_values = df.groupby(\"klasa (class)\").mean()\n", "overall_mean = df.mean(numeric_only=True).sort_values(ascending=False)\n", "\n", "# Plotting\n", "for column in overall_mean.index:\n", " plt.figure(figsize=(12, 6))\n", " mean_values = mean_values.sort_values(by=column, ascending=False)\n", " sns.barplot(x=mean_values.index, y=mean_values[column])\n", " plt.axhline(y=overall_mean[column], color='r', linestyle='--', label=f'Overall Mean: {overall_mean[column]:.2f}')\n", " plt.title(f'Mean Values of {column} by Iris Class')\n", " plt.ylabel('Mean Value')\n", " plt.legend()\n", " plt.savefig(f'{column}_mean_plot.png')\n", " # plt.close()\n", "\n", "# Declare result variable\n", "result = { \"type\": \"plot\", \"value\": \"plots_saved_as_png\" }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wnioski dotyczące średnich parametrów analizowanych gatunków irysów" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Średnia długość kielicha\n", "1. Średnia długość kielicha dla wszystkich irysów wynosi ok. 5,84 cm.\n", "1. Średnia długość kielicha osiąga najwyższe wartości spośród wszystkich średnich analizowanych parametrów.\n", "2. *Iris-virginica* oraz *Iris-versicolor* osiągają średnie długości kielicha powyżej, a *Iris-setosa* poniżej średniej dla wszystkich gatunków.\n", "### Średnia długość płatka\n", "1. Średnia długość płatka dla wszystkich irysów wynosi ok. 3,76 cm.\n", "2. Średnia długość płatka jest niższa niż średnia długość kielicha, ale wyższa niż średnie dla dwóch pozostałych analizowanych parametrów.\n", "3. *Iris-virginica* oraz *Iris-versicolor* osiągają średnie długości płatka powyżej, a *Iris-setosa* poniżej średniej dla wszystkich gatunków.\n", "### Średnia szerkość kielicha\n", "1. Średnia szerkość kielicha dla wszystkich irysów wynosi ok. 3,05 cm.\n", "2. Średnia szerkość kielicha jest niższa niż średnia długość kielicha oraz średnia długość płatka, ale wyższa niż średnie dla szerokości płatka.\n", "3. *Iris-virginica* oraz *Iris-versicolor* osiągają średnie szerkości kielicha poniżej, a *Iris-setosa* powyżej średniej dla wszystkich gatunków.\n", "### Średnia szerkość płatka\n", "1. Średnia szerkość kielicha dla wszystkich irysów wynosi ok. 1,20 cm.\n", "2. Średnia szerkość kielicha jest najniższa pośród średnich wszystkich badanych parametrów.\n", "3. *Iris-virginica* oraz *Iris-versicolor* osiągają średnie szerokości płatka powyżej, a *Iris-setosa* poniżej średniej dla wszystkich gatunków.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Porównanie wartości minimalnych i maksymalnych dla różnych parametrów irysów wraz z uwzględnieniem klasy irysów oraz średniej z wszystkich pomiarów" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "df = df\n", "numeric_columns = df.columns.tolist()\n", "class_column = 'klasa (class)'\n", "numeric_columns.remove(class_column)\n", "plots = {}\n", "\n", "# Calculate min, max, and mean for each numeric column\n", "numeric_columns = df.select_dtypes(include=['float64']).columns\n", "min_values = df[numeric_columns].min()\n", "max_values = df[numeric_columns].max()\n", "mean_values = df[numeric_columns].mean()\n", "\n", "for col in numeric_columns:\n", " plt.figure(figsize=(12, 6))\n", " \n", " # Plot min value\n", " min_value = min_values[col]\n", " min_class = df[df[col] == min_value][\"klasa (class)\"].values[0]\n", " plt.scatter(min_value, 0, color='blue', label=f'Min ({min_class}) ) - {min_value} cm')\n", " plt.annotate(str(min_value), (min_value, 0.003)) \n", " \n", " # Plot max value\n", " max_value = max_values[col]\n", " max_class = df[df[col] == max_value][\"klasa (class)\"].values[0]\n", " plt.scatter(max_value, 0, color='red', label=f'Max ({max_class}) - {max_value} cm')\n", " plt.annotate(str(max_value), (max_value, 0.003)) \n", " \n", " # Plot mean value\n", " mean_value = mean_values[col]\n", " plt.axvline(mean_value, color='green', linestyle='--', label=f'Mean - {mean_value:.2f} cm')\n", " \n", " plt.title(f'Scatter plot for {col}')\n", " plt.xlabel(col)\n", " plt.legend()\n", " \n", " # Save the plot as a PNG file\n", " plt.savefig(f'{col}_scatter_plot.png')\n", " plots[col] = plot_filename\n", " # plt.close()\n", "\n", "# Declare result variable\n", "result = {\"type\": \"plot\", \"value\": plots}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Podsumowanie analizy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analizie zostały poddane różne parametry irysów z trzech gatunków (lub inaczej klas): *Iris-virginica*, *Iris-versicolor* oraz *Iris-setosa*. Można zauważyć pewne prawidłowości zarówno analizując wszystkie gatunki irysów razem, jak i dokonując analizy każdego z gatunków osobno. Poniżej przedstawię zbiorcze informacje na temat analizowanych danych.\n", "\n", "Analizie zostało poddanych 150 rożnych kwiatów (po 50 dla każdego gatunku). Zbiór danych zawiera informacje o 4 głównych parametrach irysów, takich jak:\n", "- długość kielicha\n", "- szerokość kielicha\n", "- długość płatka\n", "- szerokość płatka\n", "\n", "Analizując każdy z powyższych parametrów można zauważyć pewne prawidłowości dla każdego z nich.\n", "\n", "### Długość kielicha\n", "1. Średnia wartość dla wszystkich kwiatów to ok. 5,84 cm, zaś mediana wynosi ok. 5,80 cm.\n", "2. Najniższa zanotowana wartość to 4,3 cm (dla kwiatu z gatunku *Iris-setosa*), zaś najwyższa wynosi 7,9 cm (dla irysa z gatunku *Iris-virginica*).\n", "3. Spośród analizowanych gatunków najwyższą średnią długość kielicha uzyskały kwiaty z gatunku *Iris-virginica* (ok. 6,59 cm), zaś najniższą średnią długością kielicha charakteryzują się *Iris-setosa* (ok. 5 cm)\n", "### Szerokość kielicha\n", "1. Średnia wartość dla wszystkich kwiatów to ok. 3,05 cm, zaś wynosi mediana ok. 3 cm.\n", "2. Najniższa zanotowana wartość to 2 cm (dla kwiatu z gatunku *Iris-versicolor*), zaś najwyższa wynosi 4,4 cm (dla irysa z gatunku *Iris-setosa*).\n", "3. Spośród analizowanych gatunków najwyższą średnią szeokość kielicha uzyskały kwiaty z gatunku *Iris-setosa* (ok. 3,42 cm), zaś najniższą średnią długością kielicha charakteryzują się *Iris-versicolor* (ok. 2,77 cm)\n", "### Długość płatka\n", "1. Średnia wartość dla wszystkich kwiatów to ok. 3,76 cm, zaś mediana synosi ok. 4,35 cm.\n", "2. Najniższa zanotowana wartość to 1 cm (dla kwiatu z gatunku *Iris-setosa*), zaś najwyższa wynosi 6,9 cm (dla irysa z gatunku *Iris-virginica*).\n", "3. Spośród analizowanych gatunków najwyższą średnią długość płatka uzyskały kwiaty z gatunku *Iris-virginica* (ok. 5,55 cm), zaś najniższą średnia długością płatka charakteryzują się *Iris-setosa* (ok. 1,47 cm)\n", "### Szerokość płatka\n", "1. Średnia wartość dla wszystkich kwiatów to ok. 1,2 cm, zaś mediana wynosi ok. 1,3 cm.\n", "2. Najniższa zanotowana wartość to 0,1 cm (dla kwiatu z gatunku *Iris-setosa*), zaś najwyższa wynosi 2,5 cm (dla irysa z gatunku *Iris-virginica*).\n", "3. Spośród analizowanych gatunków najwyższą średnią szerokość płatka uzyskały kwiaty z gatunku *Iris-virginica* (ok. 2,02 cm), zaś najniższą średnia szerokością płatka charakteryzują się *Iris-setosa* (ok. 0,24 cm)\n", "\n", "## Wnioski\n", "Zależnie od parametrów kwiatów na których nam zależy możemy wybrać kwiaty róznych gatunków. Przykładowo kwiaty z gatunku *Iris-virginica* uzyskują najwyższe średnie wartości pomiarów pod względem długości płatka oraz kielicha, a także szerokości płatka. Dodatkowo kwiaty z tego gatunku uzyskały najwyższe odnotowane wartości pośród wszystkich analizowanych kwiatów pod względem długości płatka oraz kielicha, a także szerokości płatka.\n", "\n", "Irysy z gatunku *Iris-setosa* mają najwyższe średnie szerokości kielicha, za to ich płatki są średnio najkrótsze i najwęższe, a także kielichy ich kwiatów są średnio najkrótsze. \n", "\n", "Jeśli zaś chodzi o parametry kwiatów z gatunku *Iris-versicolor*, to średnio ich parametry plasują się pomiędzy *Iris-virginica* oraz *Iris-setosa*, z wyjątkiem szerokości kielicha, która dla tego gatunku jest średnio najmniejsza spośród trzech analizowanych gatunków.\n" ] }, { "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 4 }