ium_464903/IUM_02_Dane.ipynb
2024-03-19 23:22:43 +01:00

378 lines
145 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"id": "9102b9a5-ded2-43f5-8c10-b5ca14e150a1",
"metadata": {},
"source": [
" ### Importowanie bibliotek"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e28d63b8-3d68-443f-a478-2047240f1e83",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import opendatasets as od\n",
"import numpy as np\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn import preprocessing\n",
"import chardet"
]
},
{
"cell_type": "markdown",
"id": "87a21ef6-e939-4e70-9c97-27250e75041c",
"metadata": {},
"source": [
"### Pobieranie zbioru danych"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5d30b742-1c8a-4020-a578-de7eff3b532e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Skipping, found downloaded files in \".\\lettuce-growth-days\" (use force=True to force download)\n"
]
}
],
"source": [
"od.download('https://www.kaggle.com/datasets/jjayfabor/lettuce-growth-days')\n",
"#{\"username\":\"jakubbg\",\"key\":\"e42b293c818e4ecd7b9365ee037af428\"}"
]
},
{
"cell_type": "markdown",
"id": "dddc9962-111c-4157-8a50-911a43644642",
"metadata": {},
"source": [
"### Czytanie zbioru danych z pliku csv"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "76e4acad-eb3c-467e-8794-ef168eee9764",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Plant_ID Date Temperature (�C) Humidity (%) TDS Value (ppm) \\\n",
"0 1 8/3/2023 33.4 53 582 \n",
"1 1 8/4/2023 33.5 53 451 \n",
"2 1 8/5/2023 33.4 59 678 \n",
"3 1 8/6/2023 33.4 68 420 \n",
"4 1 8/7/2023 33.4 74 637 \n",
"\n",
" pH Level Growth Days Temperature (F) Humidity \n",
"0 6.4 1 92.12 0.53 \n",
"1 6.1 2 92.30 0.53 \n",
"2 6.4 3 92.12 0.59 \n",
"3 6.4 4 92.12 0.68 \n",
"4 6.5 5 92.12 0.74 \n"
]
}
],
"source": [
"with open('./lettuce-growth-days/lettuce_dataset_updated.csv', 'rb') as f:\n",
" result = chardet.detect(f.read())\n",
"\n",
"dataset = pd.read_csv('./lettuce-growth-days/lettuce_dataset_updated.csv', encoding=result['encoding'])\n",
"length = len(dataset)\n",
"\n",
"print(dataset.head())"
]
},
{
"cell_type": "markdown",
"id": "7d2d136d-518f-499b-8e7c-47a69cca30b6",
"metadata": {},
"source": [
"### Wyświetlenie informacji o zbiorze danych"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "012e41dc-ff15-4608-8758-08554f386c83",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 3169 entries, 0 to 3168\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Plant_ID 3169 non-null int64 \n",
" 1 Date 3169 non-null object \n",
" 2 Temperature (�C) 3169 non-null float64\n",
" 3 Humidity (%) 3169 non-null int64 \n",
" 4 TDS Value (ppm) 3169 non-null int64 \n",
" 5 pH Level 3169 non-null float64\n",
" 6 Growth Days 3169 non-null int64 \n",
" 7 Temperature (F) 3169 non-null float64\n",
" 8 Humidity 3169 non-null float64\n",
"dtypes: float64(4), int64(4), object(1)\n",
"memory usage: 222.9+ KB\n",
"None\n"
]
}
],
"source": [
"print(dataset.info())"
]
},
{
"cell_type": "markdown",
"id": "b5c92a1b-9841-4d76-b07b-26cbf4ea9eea",
"metadata": {},
"source": [
"### Sprawdzenie czy występują puste wiersze"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "48ec1cba-81c4-4d8b-8905-7870e18ecd24",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Plant_ID 0\n",
"Date 0\n",
"Temperature (�C) 0\n",
"Humidity (%) 0\n",
"TDS Value (ppm) 0\n",
"pH Level 0\n",
"Growth Days 0\n",
"Temperature (F) 0\n",
"Humidity 0\n",
"dtype: int64\n"
]
}
],
"source": [
"print(dataset.isnull().sum())"
]
},
{
"cell_type": "markdown",
"id": "1c10d470-8da4-4fe7-bfce-1f9f25913894",
"metadata": {},
"source": [
"### Statystyki zbioru"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9eaed893-22cb-457e-bc22-5a4ad7b872d6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Plant_ID Temperature (�C) Humidity (%) TDS Value (ppm) \\\n",
"count 3169.000000 3169.000000 3169.000000 3169.000000 \n",
"mean 35.441780 28.142222 64.873462 598.045440 \n",
"std 20.243433 4.670521 8.988985 115.713047 \n",
"min 1.000000 18.000000 50.000000 400.000000 \n",
"25% 18.000000 23.600000 57.000000 498.000000 \n",
"50% 35.000000 30.200000 65.000000 593.000000 \n",
"75% 53.000000 31.500000 73.000000 699.000000 \n",
"max 70.000000 33.500000 80.000000 800.000000 \n",
"\n",
" pH Level Growth Days Temperature (F) Humidity \n",
"count 3169.000000 3169.000000 3169.000000 3169.000000 \n",
"mean 6.399211 23.141054 82.655999 0.648735 \n",
"std 0.234418 13.077107 8.406938 0.089890 \n",
"min 6.000000 1.000000 64.400000 0.500000 \n",
"25% 6.200000 12.000000 74.480000 0.570000 \n",
"50% 6.400000 23.000000 86.360000 0.650000 \n",
"75% 6.600000 34.000000 88.700000 0.730000 \n",
"max 6.800000 48.000000 92.300000 0.800000 \n"
]
}
],
"source": [
"print(dataset.describe())"
]
},
{
"cell_type": "markdown",
"id": "0485737a-f8bc-4c39-88d9-62ba23b4de72",
"metadata": {},
"source": [
"### Rozkład wartości poszczególnych parametrów"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d89d3e2d-dad9-446f-bd8e-615c5cad3ffc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 500x1000 with 7 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"feature_to_plot = ['Humidity (%)','Temperature (�C)','TDS Value (ppm)','pH Level','Growth Days','Temperature (F)','Humidity']\n",
"\n",
"fig, axs = plt.subplots(len(feature_to_plot), figsize=(5, 10))\n",
"\n",
"for i, feature in enumerate(feature_to_plot):\n",
" sns.histplot(dataset[feature], ax=axs[i], kde=True)\n",
" axs[i].set_title(f'Distribution of {feature}')\n",
" axs[i].set_ylabel('Frequency')\n",
" \n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "72d4c814-6138-4e81-a102-2dbb403bc0e7",
"metadata": {},
"source": [
"### Normalizacja danych liczbowych do zakresu [0,1]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1f23b28b-a5c0-49be-bc61-10a9199deb69",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Plant_ID Date Temperature (�C) Humidity (%) TDS Value (ppm) \\\n",
"0 1 8/3/2023 0.993548 0.1 0.4550 \n",
"1 1 8/4/2023 1.000000 0.1 0.1275 \n",
"2 1 8/5/2023 0.993548 0.3 0.6950 \n",
"3 1 8/6/2023 0.993548 0.6 0.0500 \n",
"4 1 8/7/2023 0.993548 0.8 0.5925 \n",
"\n",
" pH Level Growth Days Temperature (F) Humidity \n",
"0 0.500 0.000000 0.993548 0.1 \n",
"1 0.125 0.021277 1.000000 0.1 \n",
"2 0.500 0.042553 0.993548 0.3 \n",
"3 0.500 0.063830 0.993548 0.6 \n",
"4 0.625 0.085106 0.993548 0.8 \n"
]
}
],
"source": [
"columns = ['Humidity (%)','Temperature (�C)','TDS Value (ppm)','pH Level','Growth Days','Temperature (F)','Humidity']\n",
"\n",
"for col in columns:\n",
" dataset[col] = preprocessing.MinMaxScaler().fit_transform(dataset[col].values.reshape(-1, 1))\n",
"\n",
"print(dataset.head())"
]
},
{
"cell_type": "markdown",
"id": "bb40a889-90de-4a44-87ad-cb24bdceea01",
"metadata": {},
"source": [
"### Podział danych na podzbiory train/dev/test"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "bd8daa4c-baaf-4c17-a10a-36b18e891974",
"metadata": {},
"outputs": [],
"source": [
"# 60 / 20 / 20\n",
"X_train, X_test = train_test_split(dataset, train_size=0.8, random_state=1)\n",
"X_train, X_dev = train_test_split(X_train, test_size=0.25, random_state=1)"
]
},
{
"cell_type": "markdown",
"id": "c83c0db8-4d3b-4d2c-8b6e-9d2fbfed0ab2",
"metadata": {},
"source": [
"### Rozmiar pozbiorów"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "dca99c75-9b22-400f-9e89-a0a6e9a75573",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Set length: 3169\n",
"Train subset length: 1901 59.99 %\n",
"Dev subset length: 634 20.01 %\n",
"Test subset length: 634 20.01 %\n"
]
}
],
"source": [
"print(\"Set length: \"+str(length))\n",
"print(\"Train subset length: \"+str(len(X_train))+\" \"+str(\"{:.2f}\".format(len(X_train)/length*100))+\" %\")\n",
"print(\"Dev subset length: \"+str(len(X_dev))+\" \"+str(\"{:.2f}\".format(len(X_dev)/length*100))+\" %\")\n",
"print(\"Test subset length: \"+str(len(X_test))+\" \"+str(\"{:.2f}\".format(len(X_test)/length*100))+\" %\")"
]
}
],
"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": "3.10.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}