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@DarellTim
Created October 12, 2024 11:13
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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "dc196e99-583b-4716-8294-435296ce7099",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012100.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012115.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012130.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012145.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012160.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012175.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012190.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012300.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012315.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012330.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012345.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012360.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012375.csv\n",
"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\scatcs\\1110012390.csv\n"
]
}
],
"source": [
"import os\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# Provide the absolute path starting with the drive letter (e.g., C:\\)\n",
"path = r\"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\"\n",
"ffp = []\n",
"\n",
"# Traverse the directory and find all .csv files\n",
"for root, dirs, files in os.walk(path):\n",
" for file in files:\n",
" if file.endswith(\".csv\"):\n",
" ffp.append(os.path.join(root, file))\n",
"\n",
"# Print the full file paths of all the .csv files\n",
"for i in ffp:\n",
" print(i)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e3d40fdd-7b06-49c9-aaef-2900427a958f",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 14 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"for i, val in enumerate(ffp):\n",
" df=pd.read_csv(val, header=0, sep=',')\n",
" plt.subplot(4,4,i+1)\n",
" plt.plot(df['lambda'],df['csa'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "53fbe1d9-6edf-49a5-83e8-64352cef12f3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 7 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"path = r\"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\elasticity\"\n",
"plt.figure(figsize=(8, 6))\n",
"pre = ['v05', 'v08', 'v10', 'v15', 'v20', 'v40', 'v80']\n",
"\n",
"for i, v in enumerate(pre):\n",
" plt.subplot(3, 3, i + 1)\n",
" for j in range(1, 10 + 1):\n",
" s = f's{j:02d}'\n",
" f = os.path.join(path, f'{v}{s}.xlsx') # Menggunakan os.path.join untuk membuat jalur file yang benar\n",
" try:\n",
" df = pd.read_excel(f, header=0)\n",
" plt.plot(df['Strain'], df['Stress'])\n",
" except FileNotFoundError:\n",
" print(f\"File not found: {f}\") # Menangani jika file tidak ditemukan\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b20809af-8b1b-4755-9ae2-86270c56e30d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 15 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import os\n",
"import zipfile\n",
"\n",
"path = r\"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\"\n",
"ffp = []\n",
"for root, dirs, files in os.walk(path):\n",
" for file in files:\n",
" if file.endswith(\".zip\"):\n",
" ffp.append(os.path.join(root,file))\n",
"\n",
"plt.figure(figsize=(8,8))\n",
"for i, val in enumerate(ffp):\n",
" zf = zipfile.ZipFile(val)\n",
" df = pd.read_csv(zf.open('TotalAcceleration.csv'), header=0, sep=',')[:40]\n",
" plt.subplot(3, 5, i+1)\n",
" plt.plot(df['seconds_elapsed'], df['x'])\n",
" plt.plot(df['seconds_elapsed'], df['y'])\n",
" plt.plot(df['seconds_elapsed'], df['z'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "a6543fb6-61ec-4bdd-b341-7fcb6b21a061",
"metadata": {},
"outputs": [],
"source": [
"from scipy.io import wavfile\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from scipy.fft import rfft, rfftfreq\n",
"from IPython.display import Audio, display\n",
"\n",
"fname = r\"C:\\Users\\darel\\PGA-Darell\\folder-as-datalake-main\\folder-as-datalake-main\\data\\org\\sounds\\cello.wav\"\n",
"\n",
"file_exist = os.path.exists(fname)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "c9b29c4e-4231-4a10-ac22-7838926154c4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"plt.grid()\n",
"plt.xlabel('bin')\n",
"plt.ylabel('y')\n",
"plt.plot(data)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b4d41116-8f42-42b5-aa86-e4cda2195394",
"metadata": {},
"outputs": [],
"source": [
"#Data Management Problem:\n",
"#Students conducting research often deal with large amounts of data from multiple modalities (text, audio, images) and must decide how to store this data (original format, processed data, or both).\n",
"\n",
"#Data Processing Pipeline:\n",
"#Students may need to process original data to obtain first-level parameters, which can be further analyzed to extract second-level parameters, leading to a hierarchical structure of parameters.\n",
"\n",
"#Complexity of Data Levels:\n",
"#The challenge of obtaining third-level, fourth-level, etc., parameters arises, especially if supervisors request additional observations, necessitating the repetition of the entire process.\n",
"\n",
"#Inefficient Manual Processes:\n",
"#Requests for visualizations or additional data complicate the management process. Traditional methods, such as spreadsheets, are only efficient for structured, small datasets.\n",
"\n",
"#Datalake Concept:\n",
"#For complex datasets involving multiple modalities and mixed data types, a datalake stored in a shared folder is proposed. The session discusses using a datalake for original data files stored on GitHub and processed using Python in Jupyter Notebook."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3a50ef41-1f42-4e7b-ad31-7d80b50ca400",
"metadata": {},
"outputs": [],
"source": [
"#Data Access Challenges:\n",
"#Accessing individual files, copying data, merging files, and creating charts require excessive effort and are not practical in the current era.\n",
"\n",
"#Automating Data Access:\n",
"#Utilizing scripts (e.g., Bash) or Python code in Jupyter Notebook allows for flexible modifications, easy visualization changes, and selective focus #on certain files.\n",
"\n",
"#Data Visualization:\n",
"#Plotting all data for an overview helps identify unusual patterns or errors efficiently."
]
}
],
"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": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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