{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e1f7c909-1bae-41d6-b970-d1a2b61afcbf",
   "metadata": {},
   "source": [
    "# Test different recorded signals from SDR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f0edf429-28fa-4584-99e0-e3d63f4d34c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pylab as pylab\n",
    "import matplotlib.pyplot as plot\n",
    "import scipy.fftpack\n",
    "from scipy.signal import butter,filtfilt\n",
    "\n",
    "TEST_DIR=\"./\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f3bf3ec-4126-4a81-a8e3-96e84a6dd9ad",
   "metadata": {},
   "source": [
    "# Test RTLSDR u8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "3b2b87e1-9160-4fd0-a6b6-6edd4df058a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample num 500000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "SAMPLE_TOTAL=500000\n",
    "\n",
    "FILE_IN_S8=TEST_DIR+\"/rtlsdr/rtlsdr_101M.u8\"\n",
    "sample_s8 = np.fromfile(FILE_IN_S8, np.int8, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
    "print(\"Sample num %d\\n\"%(len(sample_s8)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c53f980-db85-4184-a6c0-396798f7303e",
   "metadata": {},
   "source": [
    "## Draw RTLSDR data i8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "ee176c1d-9e43-4bbf-82fe-aa3db31b6a18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#signed 8\n",
    "xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
    "plot.plot(xf,sample_s8)\n",
    "plot.title(\"Signal RTLSDR s8\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c29f7e51-436c-4af0-a253-bd9293e439ec",
   "metadata": {},
   "source": [
    "## FFT s8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "d7ac99f8-7954-432d-8713-0580e3f7298f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yfft = scipy.fftpack.fft(sample_s8)\n",
    "xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
    "#print(len(yfft))\n",
    "#print(len(yfft))\n",
    "plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
    "plot.title(\"FFT s8\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea9136d0-1e26-4c09-950f-f18ae194bc63",
   "metadata": {},
   "source": [
    "# Test AirSPY F32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "9162b442-290c-43b1-9f39-181872a4bb95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample num 900000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "SAMPLE_TOTAL=900000\n",
    "\n",
    "FILE_IN_FC32=TEST_DIR+\"/airspy/airspy_100M.fc32\"\n",
    "sample_f32 = np.fromfile(FILE_IN_FC32, np.float32, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
    "print(\"Sample num %d\\n\"%(len(sample_f32)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed582966-a571-4131-8144-bdf602279458",
   "metadata": {},
   "source": [
    "## Signal AirSpy f32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "a4d16aa1-4cac-4708-aef6-c05ea0959116",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#float 32\n",
    "xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
    "plot.plot(xf,sample_f32)\n",
    "plot.title(\"AirSpy f32\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b162a170-a05b-4b16-afe8-2cbc7761d5fc",
   "metadata": {},
   "source": [
    "## FFT airspy f32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "14f60ed5-6a90-4884-b4e5-84afb182e1b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yfft = scipy.fftpack.fft(sample_f32)\n",
    "xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
    "#print(len(yfft))\n",
    "#print(len(yfft))\n",
    "plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
    "plot.title(\"FFT AirSpy f32\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fb8cdc7-f5f0-4cbf-80b4-e3bed7975927",
   "metadata": {},
   "source": [
    "# Tetst AirSpyHF i16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "9707b228-cf8d-4793-8a1d-c30b4916243f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample num 16384\n",
      "\n"
     ]
    }
   ],
   "source": [
    "SAMPLE_TOTAL=16*1024\n",
    "\n",
    "FILE_IN_I16=TEST_DIR+\"/airspyhf/airspyhf_100M.i16\"\n",
    "sample_i16 = np.fromfile(FILE_IN_I16, np.int16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
    "print(\"Sample num %d\\n\"%(len(sample_i16)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "460fa516-cbf2-43fe-bae5-50c626eb0e2e",
   "metadata": {},
   "source": [
    "## Run FFT i16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "a2fb006f-fab4-4c54-9794-c944ba641f88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#signed 16\n",
    "xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
    "plot.plot(xf,sample_i16)\n",
    "plot.title(\"Signal AirSpyHF i16\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5f6990e-c460-4c98-bb19-d9f9aaf054d9",
   "metadata": {},
   "source": [
    "## FFT i16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "3324afc5-07c0-4a3a-a312-faa33a4512e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yfft = scipy.fftpack.fft(sample_i16)\n",
    "xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
    "#print(len(yfft))\n",
    "#print(len(yfft))\n",
    "plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
    "plot.title(\"FFT AirSpyHF i16\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27c52cf1-2251-4a96-b73c-292cafed3fff",
   "metadata": {},
   "source": [
    "# Test BladeRF SC16Q11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "5176acb5-3995-490c-b64f-63eb4b93735f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample num 250000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "SAMPLE_TOTAL=250000\n",
    "\n",
    "FILE_IN_SC16=TEST_DIR+\"/bladerf/bladerf_100M.sc16q11\"\n",
    "sample_sc16 = np.fromfile(FILE_IN_SC16, np.int16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
    "sample_sc16_2 = np.fromfile(FILE_IN_SC16, np.int16, count=SAMPLE_TOTAL*2)\n",
    "print(\"Sample num %d\\n\"%(len(sample_sc16)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d66a489-cc83-4783-9210-7b176f57e5cf",
   "metadata": {},
   "source": [
    "## Run FFT SC16Q11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "c4fa1acf-019b-462a-b903-583f87300e76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-670 -379 -202 -142]\n"
     ]
    }
   ],
   "source": [
    "#signed sc16q11\n",
    "xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
    "plot.plot(xf,sample_sc16)\n",
    "plot.title(\"Signal BladeRF sc16\")\n",
    "plot.show()\n",
    "\n",
    "print(sample_sc16_2[0:4])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e9409e1-9881-4705-96ff-53970594b6d9",
   "metadata": {},
   "source": [
    "## FFT SC16Q11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "4bc8b534-893b-44c2-903f-0667e784e3e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yfft = scipy.fftpack.fft(sample_sc16)\n",
    "xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
    "#print(len(yfft))\n",
    "#print(len(yfft))\n",
    "plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
    "plot.title(\"FFT BladeRF sc16q11\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d9ef9de-b543-4983-99fc-7c7e91a12fb2",
   "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}