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       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_A_sorted = np.flip(np.sort(fSize_array_A)/np.sort(fSize_array_xs_A),axis=1)\n",
    "plt.plot(np.linspace(0,1023,1024), ratio_A_sorted.T)\n",
    "plt.title('Ratio of focal sizes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "aacc89c0-73c0-483c-afdc-6875ca44df51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_B_sorted = np.flip(np.sort(fSize_array_B)/np.sort(fSize_array_xs_B), axis = 1)\n",
    "plt.plot(np.linspace(0,1023,1024), ratio_B_sorted.T)\n",
    "plt.title('Ratio of focal sizes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "d3539864-0dda-4dfb-af94-1f7d47afb9d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio_C_sorted = np.flip(np.sort(fSize_array_C)/np.sort(fSize_array_xs_C),axis=1)\n",
    "plt.plot(np.linspace(0,1023,1024), ratio_C_sorted.T)\n",
    "plt.title('Ratio of focal sizes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65fe9fd4-bfa3-4668-a896-7a7c59231eaf",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}