{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CCD-detektorok jegyzőkönyv\n", "\n", "## A mérés előkészítése\n", "\n", "A laborvezető segítésével kapcsolja be az SBIG ST-5 CCD-kamera vezérlőegységét, majd a **mérőgépen** futó terminálablakban indítsa el a kamera Jupyterből való vezérlését lehetővé tevő szerverprogramot a következő paranccsal:\n", "\n", " $ /labor/ccd/server.sh\n", "\n", "A parancs futtatása után a program kiírja a képernyőre a CCD-kamera aktuális állapotát. Ezek után csatlakozzon a kamerához a Jupyterből a következő néhány cella lefuttatásával. Amennyiben a csatlakozás néhány másodpercen belül sikertelen, úgy végezze el az alábbi lépéseket:\n", "\n", "* A Kernel/Interrupt paranccsal szakítsa meg a jupyter futásását\n", "* Ctrl+C-vel lépjen ki a szerverprogramomból\n", "* A reset gomb megnyomásával indítsa újra a CCD-kamera vezérlőegységét\n", "* Indítsa újra a szerverprogramot\n", "\n", "Ügyeljen arra, hogy a kamera műveleiteinek megszakítása (interrupt kernel) a kamera újraindítását igényelheti!\n", "\n", "Ügyeljen arra, hogy a jegyzőköny adatai a cellák újrafuttatásakor elveszhetnek. A mért adatokat mindig mentse a `savetxt(file)` paranccsal!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n", "/usr/lib/python3/dist-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import sys\n", "import time\n", "import sbigpy\n", "import scipy.optimize" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "st5 = sbigpy.ST5(\"tcp://157.181.168.75:3333\")\n", "st5.open()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ROM version: v2.1\n", "CPU version: 1\n", "CPU: 1\n", "Firmware version: 258\n", "Name: SBIG ST-5 CCD Camera\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\n", "Shutter: 0\n", "Needs offset: 0\n", "DCS: 0\n", "DCR: 0\n", "Temp control supported: 1\n", "Max TE drive: 1900\n", "Image width: 320\n", "Image height: 240\n", "Read out modes:\n", "--- Mode 0: ---\n", "Mode: 0\n", "Width: 320\n", "Height: 240\n", "Gain: 352\n", "Pixel width: 4096\n", "Pixel height: 4096\n", "--- Mode 1: ---\n", "Mode: 1\n", "Width: 160\n", "Height: 120\n", "Gain: 800\n", "Pixel width: 8192\n", "Pixel height: 8192\n", "--- -------- ---\n", "Temp control enabled: 1\n", "Temp setpoint: 2240\n", "Temp output drive: 0\n", "Temp sample rate: 30\n", "Temp p_gain: 820\n", "Temp i_gain: 164\n", "Temp brownout detected: 0\n", "Temperature: 16.264950 °C\n" ] } ], "source": [ "st5.print_status()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. feladat: a CCD termosztátjának vizsgálata\n", "\n", "### 1. a) - 5 pont\n", "\n", "Bekapcsolás után az ST5 vezérlőegysége a CCD hőmérsékletét konstans értéken tartja. Az kamera detektorának °C egységekben mért aktuális hőmérsékletét az `st5.get_temperature()` függvénnyel olvashatja ki. Írjon egy rövid python scriptet, mely rövid időn keresztül, másodpercenkénti felbontással kiolvassa a kamera termisztorát! Készítsen ábrát a mérésről! Az egy másodperces várakozáshoz használja a `time.sleep(sec)` függvényt!" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Hőmérséklet kiolvasása" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Mintavételezés" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Ábrarajzolás" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Néhány python parancs segítségével számítsa ki a kapott mintából az átlagos hőmérsékletet és a hőmérséklet stabilitását (szórását)!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# számolás" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. b) - 2 pont\n", "\n", "A termosztát kapcsolási pontját az `st5.set_temperature(celsius)` függvény segítségével állíthatja be, a termosztát kikapcsolására pedig az `st5.reset_temperature()` függvény szolgál. Az alábbi cella lefuttatásával kapcsolja ki a termosztátot, majd az előző feladathoz hasonlóan rövid ideig mintavételezze a hőmérsékletet. Az eredményről készítsen ábrát!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# mérés" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ábra" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. c) - 3 pont\n", "\n", "Hűtse le a CCD-t -5 °C-ra! A hűtési folyamat során folyamatosan olvassa ki a termiszor pillanatnyi értékét! Ábrázolja a hőmérséklet változását a hűtési folyamat során! Mennyi idő elteltével tekinthető megfelelően stabilnak a detektor hőmérséklete? A hűtési folyamat milyen jellegzetessége figyelhető meg? Mi lehet ennek az oka?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# mérés" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ábra" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# válaszok" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. d) - 5 pont\n", "\n", "Kapcsolja ki a termosztátot, és mérje ki a detektor melegedési görbéjét. Milyen időállandóval történik a melegedés?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# mérés" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ábra" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# időállandó meghatározása" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. feladat: CCD termikus zajának és forró pixeleinek vizsgálata\n", "\n", "A CCD-detektor termikus tulajdonságainak vizsgálatához és az ún. 'dark' képek elkészítéséhez zárja le a kamera nyílását. Felvételt az `st5.take_image(cs)` függvény segítségével készíthet, ahol a _cs_ paraméter az expozíciós időt jelenti századmásodpercben. Az elkészült képet az `st5.read_image()` függvény segítsével lehet a vezérlőegységről letölteni. A detektor hőmérsékletét az `st5.get_temperature()` függvénnyel lehet kiolvasni.\n", "\n", "### 2. a) - 2 pont\n", "\n", "A termosztát kikapcsolt állapota mellett zárja le a kamera nyílását és készítsen egy néhány másodperc expozíciós idejű felvételt. Jegyezze fel az expozíciós időt, és a detektor hőmérsékletét! Az elkészült képet az `imshow(img, cmap='gray')` függvény segítségével szürkeárnyalatos képként ábrázolhatja. Az ábrázolási tartomány az `imshow` függvény _vmin_ és _vmax_ paramétereivel állítható be." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# mérés" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# kép ábrázolása" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. b) - 3 pont\n", "\n", "Készítse el az előző feladatban felvett kép pixelintezitás-hisztogramját! Ábrázolja a hisztogramot úgy, hogy a termikus zaj, illetve a forró pixelek is látszódjanak! Határozza meg a pixelek átlagos értékét és a zaj mértékét. Végezze el a számítást a forró pixelek kiszűrésével is! A tengelyek skálázásánál ügyeljen arra, hogy a kamera A/D konvertere 14 bites." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# hisztogram elkészítése" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# hisztogram ábra" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# átlagos érték és zaj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. c) - 5 pont\n", "\n", "Ismételje meg az előző mérést különböző expozíciós időkkel, illetve a kamera termosztátjának különböző beállításai mellett. Ügyeljen arra, hogy a termosztátnak jelentős időbe telik, mire stabilizálja a detektor hőmérsékletét! A hőmérsékletet érdemes 15 °C körüli értékről indulva folyamatosan csökkenteni. Rajzolja fel a képeket, és ábrázolja a hisztogrammokat. Határozza meg az egyes képek zaját. Hogyan függ a pixelek zaja a hőmérséklettől és az expozíciós időtől? " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# mérés" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# képek" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# hisztogramok" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# számolás" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# zaj a hőmérséklet függvényében" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# zaj az integrálási idő függvényében" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# a mérés szöveges értékelése" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. feladat - kalibrált szürkeárnyalatos felvétel készítése\n", "\n", "### 3. a) - 2 pont\n", "\n", "Állítsa a szűrőváltot szűrő nélküli állásba és válasszon minimális (f/22) blendenyílást. Hűtse le a detektort -10 fokra, majd készítsen egy képet a méréshez tartozó apró bábuk valamelyikéről. Válasszon olyan expozíciós időt, hogy kihasználja a detektor dinamikatartományát, ugyanakkor a pixelek ne szaturálódjanak. Ha szükséges, a laborvezető segítségével állítson a fókuszon. Rajzolja fel a képet is az intenzitáshisztogramot!\n", "\n", "A továbbiakban úgy nevezze el a változókat, hogy az összes elkészült kép a memóriában maradjon, mert szükség lesz rájuk. A képeket tartalmazó tömböket az `np.save` függvénnyel bináris fájlokba is mentse el!" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# hőmérséklet beállítása" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# expozíció" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# kép felrajzolása" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# histogram felrajzolása" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. b) Flat kép készítése - 3 pont\n", "\n", "Helyezzen egy papírlapot a kamera elé, és a 3. a) feladatban használt expozíciós idő és hőmérséklet mellett készítsen legalább 5 fókuszálatlan felvételt az egyenletesen megvilágított papírlapról. (Egyenként töltse le a képeket, hogy a kameraprocesszor belső buffere nehogy túlcsorduljon!) Átlagolja ki a képeket, majd ábrázolja!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# felvételek készítése" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# átlagolás" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# a kiátlagolt flat ábrázolása" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# tapasztalatok" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. c) - Dark kép készítése - 2 pont\n", "\n", "Az előző kép még nyers, a detektor sötétáramát is tartalmazza. Ismét takarja el az objektív nyílását, és készítsen _dark_ felvételeket az előzővel megegyező expozíciós idővel és detektorhőmérséklettel. Átlagoljon ki legalább 10 képet. Erre használhatja a kameraprocesszor belső bufferét az alábbi rövid script segítségével:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Dark kép rögzítése\n", "\n", "N = 10\n", "st5.clr_buf(sbigpy.ST5.BUFFER_ACCU)\n", "for i in range(N):\n", " st5.take_image(50)\n", " st5.accum_image()\n", "dark = st5.read_image(buffer=sbigpy.ST5.BUFFER_ACCU)\n", "dark = dark / N" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# kép felrajzolása" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# hisztogram" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# tapasztalatok" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. d) - Bias kép készítése - 2 pont\n", "\n", "Az előző feladathoz hasonlóan, eltakart detektorállás mellett készítsen _bias_ felvételeket, melyből a detektor pixeleinek nullponti értékei határozhatók meg. A felvételeket minimális, 1/100 másodperces idővel készítse." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Bias kép rögzítése\n", "\n", "N = 10\n", "st5.clr_buf(sbigpy.ST5.BUFFER_ACCU)\n", "for i in range(N):\n", " st5.take_image(1)\n", " st5.accum_image()\n", "bias = st5.read_image(buffer=sbigpy.ST5.BUFFER_ACCU)\n", "bias = bias / N" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# kép felrajzolása" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# hisztogram" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# tapasztalatok" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. e) Kép kalibrálása - 3 pont\n", "\n", "Az $I = \\frac{R - D}{F}$ formula alapján készítse el és ábrázolja a kalibrált képet. Hasonlítsa össze az eredetivel, és elemezze a tapasztalatokat!" ] }, { "cell_type": "code", "execution_count": 157, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# számolás" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ábrázolás" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# hisztogram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. feladat - színes felvétel készítése\n", "\n", "### 4. a) - 3 pont\n", "\n", "Készítsen a báburól egy-egy felvételt a három színszűrővel. Ügyeljen arra, hogy két expozíció között se a kamera, se a modell ne mozduljon el. Az előző feladatban megismert módon kalibrálja a képeket. Mindhárom színszűrő esetében használhatja a szűrő nélküli _flat_ képeket." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# felvételek elkészítése" ] }, { "cell_type": "code", "execution_count": 169, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# kalibráció" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# a három színcsatorna ábrázolása külön-külön" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### 4. b) - 3 pont\n", "\n", "Kombinálja össze a három színcsatornát színes RGB képpé! Ábrázolja a képet! Ügyeljen arra, hogy az `imshow` függvény csak `uint8` típusú tömbökben tárolt színes képeket tud megjeleníteni. Elemezze a tapasztalatait. Milyen módon lehet meghatározni a három színcsatorna helyes keverési arányát?" ] }, { "cell_type": "code", "execution_count": 200, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# számolás" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ábrázolás" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# tapasztalatok" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "st5.take_image(10)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n" ] } ], "source": [ "im = st5.read_image()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7WPTb7VLHgAG/VQjabbhfu+UhiMMw+Z7gZA4xGx5N5tLX5oHVfEV7TOAUp4Xg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imshow(im)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u8UzG0YkKjJd3OHP6JPEdA+xaPY5N3Pf3tkeQa0x3Az1GYsK4hudIXAN7OQ6M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\nTdiydCMj+349hHBSTaj5rKTfaS3sxyGEf5L0Y0kNSb+7HxGyGJsj+E6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7s9R2MHFCec5x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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st5.take_image(80, abg_state=st5.ABG_STATE_LOW, abg_period=65535)\n", "im2 = st5.read_image()\n", "imshow(im2, cmap='gray')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist,bins=histogram(im2, 256)\n", "plot(0.5*(bins[:-1]+bins[1:]), hist, '-')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lrArPW11dzXQ6bZobYXr06FGOjo6a8GCREKBKk6pVGa+3E3Td8Kxk1qZ+VqGT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\nQvl/ZDQ0E2+oRgAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st5.take_image(80, abg_state=st5.ABG_STATE_CLOCKED, abg_period=256)\n", "im2 = st5.read_image()\n", "imshow(im2, cmap='gray')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 1 2 5 13 31]\n", "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n", "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n", "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n", "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n", "Downloading image: ++++++++++++++++++++++++++++++++++++++++\n" ] } ], "source": [ "times = int16(np.logspace(0, 1.5, 5))\n", "print(times)\n", "n = len(times)\n", "img = np.empty([n, 320, 240])\n", "for i in range(0, n):\n", " st5.take_image(times[i])\n", " img[i,:,:] = st5.read_image()\n", "\n", "#\n", "#im1 = \n", "#imshow(im2, cmap='gray')" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Rw0M4SEYxDUdpNR4yPOQ7ML8buL/CJASJ7y2oCB9sHYLGszEGXI/vnXy18NkY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