https://github.com/i4ds/ecallistovalidation
https://github.com/i4ds/ecallistovalidation
Last synced: 10 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/i4ds/ecallistovalidation
- Owner: i4Ds
- Created: 2020-11-27T12:47:19.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2024-06-19T13:15:37.000Z (almost 2 years ago)
- Last Synced: 2025-07-05T19:12:45.897Z (12 months ago)
- Language: Jupyter Notebook
- Size: 437 MB
- Stars: 0
- Watchers: 3
- Forks: 1
- Open Issues: 3
-
Metadata Files:
- Readme: README.ipynb
Awesome Lists containing this project
README
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# eCallisto Validation:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\delbe\\OneDrive\\Desktop\\eCallistoValidation\\validation\\sources\\../..\\radiospectra2\\radiospectra\\version.py:12: UserWarning: could not determine radiospectra package version; this indicates a broken installation\n",
" warnings.warn(\n"
]
}
],
"source": [
"from validation.sources.validation import *\n",
"from validation import config as test_config"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Die Verbindung mit der Datenbank.\n",
"* Auswahl alle daten von Validation_data Tabelle.\n",
"* Die alle Infos sind im config.py file."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"database = psycopg2.connect(host=test_config.DB_HOST,\n",
" user=test_config.DB_USER,\n",
" database=test_config.DB_DATABASE,\n",
" port=test_config.DB_PORT,\n",
" password=test_config.DB_PASSWORD)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Die alle Infos über den absolute Path und die Datenbanken."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"PATH_PREFIX = '/data'\n",
"DATA_PATH = os.path.join(PATH_PREFIX, 'radio/2002-20yy_Callisto')\n",
"\n",
"# database infos\n",
"\n",
"DB_HOST = 'localhost'\n",
"DB_DATABASE = 'validation'\n",
"DB_USER = 'postgres'\n",
"DB_PASSWORD = 'ecallistohackorange'\n",
"DB_PORT = '5432' "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Hier ist ein sql query von der Datenbank, die Tabelle heisst: validation_data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sql_query = \"select * from validation_data\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###### dieser Funktion ruft alle Daten aus der Datenbank zu bekommen auf."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def get_all_instruments(database, sql_query):\n",
" \"\"\"\n",
" Get the all instruments from the Database\n",
" Parameters\n",
" ----------\n",
" database : a database 'Validation'.\n",
" sql_query: a query of sql to execute the script.\n",
" Returns\n",
" -------\n",
" index : index of the cursor from database.\n",
" \"\"\"\n",
"\n",
" sql_query_instruments = sql_query\n",
" cursor = database.cursor(cursor_factory=psycopg2.extras.DictCursor)\n",
" cursor.execute(sql_query_instruments)\n",
" index = [row for row in cursor.fetchall()]\n",
"\n",
" return index\n",
"\n",
"\n",
"rows = get_all_instruments(database, sql_query)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### dieser Funktion ist für update die berechneten snr und std in die Datenbank \"Validation\"."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"\n",
"- Subtrahieren Sie den Hintergrund und berechnen Sie dann die Standardabweichung,\n",
" den Mittelwert und die Signal-Rausch-Werte.\n",
"- Aktualisiert die berechneten Werte in die Datenbank (validation => validation_data)\n",
"\"\"\"\n",
"\n",
"def update_all_values(rows):\n",
" \"\"\"\n",
" Calculate the std and snr, then update them into the table in Database.\n",
" Returns\n",
" -------\n",
" None\n",
" \"\"\"\n",
"\n",
" for row in rows:\n",
" try:\n",
" spec = CallistoSpectrogram.read(test_config.DATA_PATH + row[1])\n",
" file_name = row[1].split(\"/\")[4]\n",
"\n",
"\n",
" spec2 = spec.subtract_bg(\"subtract_bg_sliding_window\", window_width=800, affected_width=1,\n",
" amount=0.05, change_points=True)\n",
"\n",
" data = np.absolute(spec2.data.flatten())\n",
" std_data = np.std(data)\n",
" mean_data = np.mean(data)\n",
" snr_data = mean_data / std_data\n",
"\n",
" sql_update_query = f\"\"\"UPDATE validation_data SET std_values = {std_data}, snr_values = {snr_data} where id = {row[0]} \"\"\"\n",
" cursor.execute(sql_update_query)\n",
" database.commit()\n",
"\n",
" except Exception as err:\n",
" # print(f\"The Error message is: {err} and the file name is {row[2]}\")\n",
" print(f\"The Error message is: {err} and the file name is {file_name}\")\n",
"\n",
" print(f\"{file_name} is updated!\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot 4 Spalten mit (Original-Spektrogramm, Background subtracted (\"constbacksub\", \"elimwrongchannels\"), Gliding background subtracted, Histogramme."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def get_plot(rows):\n",
" \"\"\"Plot 4 columns (original Spec,Background subtracted(\"constbacksub\", \"elimwrongchannels\"),\n",
" Gliding background subtracted, Histograms.\n",
"\n",
" :param rows: The rows from the database.\n",
" :returns: 4 columns of the Input spec\n",
" \"\"\"\n",
" for row in rows:\n",
" try:\n",
" spec = CallistoSpectrogram.read(test_config.DATA_PATH + row[1])\n",
" fig1, axs1 = plt.subplots(1, 4, figsize=(27, 6))\n",
" ax1 = spec.plot()\n",
" ax1.title.set_text(\"Original Data\")\n",
" plt.close()\n",
"\n",
" # Second column, Constbacksub + elimwrongchannels\n",
" spec2 = spec.subtract_bg(\"constbacksub\", \"elimwrongchannels\")\n",
" fig2 = plt.subplots(1, 4, figsize=(27, 6))\n",
" ax2 = spec2.plot()\n",
" ax2.title.set_text(\"Background subtracted\")\n",
" plt.close()\n",
"\n",
" # Third column, subtract_bg_sliding_window\n",
" spec3 = spec.subtract_bg(\"subtract_bg_sliding_window\", window_width=800, affected_width=1,\n",
" amount=0.05, change_points=True)\n",
" fig3 = plt.figure(figsize=(27, 6))\n",
" ax3 = spec3.plot()\n",
" ax3.title.set_text(\n",
" \"Gliding background subtracted (window=800)\")\n",
" plt.close()\n",
"\n",
" # Fourth column, Histograms\n",
" fig4, ax4 = plt.subplots(figsize=(27, 6))\n",
"\n",
" # Fourth column, Histograms\n",
" data_absolute3 = get_abs_data(spec2)\n",
" data_absolute4 = get_abs_data(spec3)\n",
"\n",
" n, bins, patches = ax4.hist([data_absolute3, data_absolute4], histtype='step', bins=25, log = True,\n",
" label=['Background subtracted', 'Gliding background subtracted'])\n",
"\n",
" # Calculate the standard deviation and signal-to-noise => rounded them to have 3 digits.\n",
" std_data = round(np.std(data_absolute4), 3)\n",
" snr_data = round(signal_to_noise(data_absolute4), 3)\n",
"\n",
" # Set title for the histograms and show the std/snr values.\n",
" ax4.title.set_text(\n",
" f\"Histograms, std = {std_data}, snr = {snr_data}\")\n",
" plt.legend()\n",
" plt.close()\n",
"\n",
" # Plot final plot by moving axes to the figure\n",
" fig_target, (axA, axB, axC, axD) = plt.subplots(\n",
" 1, 4, figsize=(30, 9))\n",
" plt.suptitle(fig1._suptitle.get_text())\n",
"\n",
" move_axes(fig_target, ax1, axA)\n",
" move_axes(fig_target, ax2, axB)\n",
" move_axes(fig_target, ax3, axC)\n",
" move_axes(fig_target, ax4, axD)\n",
"\n",
" for ax in (ax1, ax2, ax3):\n",
" ax.set_xlabel('Time[UT]')\n",
" ax.set_ylabel('Frequency[MHz]')\n",
"\n",
" ax4.set_xlabel('Pixel values')\n",
" ax4.set_ylabel('Number of pixels')\n",
" plt.show()\n",
"\n",
" except Exception as err:\n",
"\n",
" print(f\"The Error message is: {err} and the file name is {row[2]}\")\n",
" # print(\"The Error message is: %s and the file name is %s\" % (err, row[2]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Testing the snr and std values:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 channels eliminated\n",
"Eliminating sharp jumps between channels ...\n",
"14 channels eliminated\n",
"Std for original Spec: 18.039881650783002\n",
"Mean for original Spec: 150.39272884283247\n",
"SNR for original Spec: 8.336680459115142\n",
"\n",
"\n",
"Std for subtracted Spec: 8.008\n",
"Mean for subtracted Spec: 6.352\n",
"SNR for subtracted Spec: 0.7932067932067933\n"
]
},
{
"data": {
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