diff --git a/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb b/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb
index a1c694c1f2c4511e08a293ab3467cf6f3a25a644..1e455c18d336a73e7797e677ab48f02155a531f3 100644
--- a/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb
+++ b/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:38.999974Z",
@@ -29,7 +29,7 @@
     "in_folder = \"/gpfs/exfel/exp/SCS/201930/p900074/raw\" # input folder, required\n",
     "out_folder = '/home/setoodeh/Dark_Analysis/run321' # output folder, required\n",
     "path_template = 'RAW-R{:04d}-DA05-S{{:05d}}.h5' # the template to use to access data\n",
-    "run = 321 # which run to read data from, required\n",
+    "run = 351 # which run to read data from, required\n",
     "number_dark_frames = 0 # number of images to be used, if set to 0 all available images are used\n",
     "cluster_profile = \"noDB\" # ipcluster profile to use\n",
     "# The two operation modes for FastCCD have fixed names which cannot be changed:\n",
@@ -59,14 +59,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:39.467334Z",
      "start_time": "2018-12-06T10:54:39.427784Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using Cython were available\n"
+     ]
+    }
+   ],
    "source": [
     "# Required Packages:\n",
     "\n",
@@ -101,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:39.467334Z",
@@ -124,18 +132,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:40.058101Z",
      "start_time": "2018-12-06T10:54:40.042615Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Initial Settings"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "You are analyzing data in FF mode.\n",
+      "Calibration database Interface: tcp://max-exfl016:8020\n",
+      "Sending constants to the calibration database: False\n",
+      "HDF5 path to data: /INSTRUMENT/SCS_CDIDET_FCCD2M/DAQ/FCCD:daqOutput/data/image/pixels\n",
+      "Run number: 351\n",
+      "Reading data from: /gpfs/exfel/exp/SCS/201930/p900074/raw/r0351/RAW-R0351-DA05-S00000.h5\n",
+      "Using 2019-03-15T20:40:41.683200 as creation time\n"
+     ]
+    }
+   ],
    "source": [
     "# Detector Operation Mode, Calibration Database Settings, and Some Initial Run Parameters & Paths:\n",
     "\n",
-    "display(Markdown('### Initial settings:'))\n",
+    "display(Markdown('### Initial Settings'))\n",
     "if operation_mode == \"FS\":\n",
     "    x = 960 # rows of the FastCCD to analyze in FS mode \n",
     "    y = 960 # columns of the FastCCD to analyze in FS mode \n",
@@ -165,7 +200,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:40.555804Z",
@@ -194,18 +229,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:40.555804Z",
      "start_time": "2018-12-06T10:54:40.452978Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Evaluated Parameters"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of dark images to analyze: 500\n",
+      "Bias voltage is 79 V\n",
+      "Detector gain is set to x0 (auto gain)\n",
+      "Detector integration time is set to 1 ms\n",
+      "Using a fixed temperature of 233 K\n",
+      "Mean temperature was -40.00 °C / 233.15 K\n",
+      "Output: /home/setoodeh/Dark_Analysis/run321\n"
+     ]
+    }
+   ],
    "source": [
     "# Printing the Parameters Read from the Data File:\n",
     "\n",
-    "display(Markdown('### Evaluated parameters are:'))\n",
+    "display(Markdown('### Evaluated Parameters'))\n",
     "print(\"Number of dark images to analyze:\",nImages)   \n",
     "\n",
     "if det_gain == 8:\n",
@@ -234,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:41.899511Z",
@@ -253,7 +314,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:41.899511Z",
@@ -273,21 +334,29 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### First Iteration:\n",
+    "### First Iteration\n",
     "\n",
     "Characterization of dark images with purpose to create dark maps (offset, noise and bad pixel maps) is an iterative process. Firstly, initial offset and noise maps are produced from raw dark data."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:55:21.238009Z",
      "start_time": "2018-12-06T10:54:54.586435Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Initial maps are created.\n"
+     ]
+    }
+   ],
    "source": [
     "for data in reader.readChunks():\n",
     "    data = np.bitwise_and(data.astype(np.uint16), 0b0011111111111111).astype(np.float32)\n",
@@ -305,16 +374,61 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Plotting the Offset and Noise Maps prior to Common Mode Correction:\n",
+    "### Offset and Noise Maps prior to Common Mode Correction\n",
     "\n",
     "In the following, the histogram of the FastCCD offset, FastCCD offset map, as well as the initial uncorrected noise map are plotted:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+------------------------------------------------------+\n",
+      "|                      Raw Signal                      |\n",
+      "+----------------+----------------+--------------------+\n",
+      "|      Mean      |     Median     | Standard Deviation |\n",
+      "+----------------+----------------+--------------------+\n",
+      "| 3721.527 (ADU) | 3718.000 (ADU) |   104.177 (ADU)    |\n",
+      "+----------------+----------------+--------------------+ \n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "#************** OFFSET MAP HISTOGRAM ***********#\n",
     "ho,co = np.histogram(offsetMap.flatten(), bins=700) # ho = offset histogram; co = offset bin centers\n",
@@ -354,7 +468,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -376,7 +490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -394,16 +508,24 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Second Iteration:\n",
+    "### Second Iteration\n",
     "\n",
     "During the second iteration, the data are offset corrected and then common mode corrected to produced a common mode corrected noise map. The common mode correction is calculated by subtracting out the median of all pixels that are read out at the same time along a row."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Offset and common mode corrections are applied.\n"
+     ]
+    }
+   ],
    "source": [
     "for data in reader.readChunks():\n",
     "    \n",
@@ -426,7 +548,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -442,16 +564,43 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Signal after Offset and Common Mode Corrections:\n",
+    "### Signal after Offset and Common Mode Corrections\n",
     "\n",
     "Here, the offset corrected signal is compared to the common-mode corrected signal (in the form of binned histograms):  "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+---------------------------------------------------------------------+\n",
+      "|  Comparison of the First Round of Corrections - Bad Pixels Included |\n",
+      "+----------------------------------+----------------------------------+\n",
+      "|     After Offset Correction      |   After Common Mode Correction   |\n",
+      "+----------------------------------+----------------------------------+\n",
+      "|        Mean: 0.013 (ADU)         |        Mean: 0.049 (ADU)         |\n",
+      "|       Median: -0.046 (ADU)       |       Median: 0.000 (ADU)        |\n",
+      "| Standard Deviation: 43.541 (ADU) | Standard Deviation: 43.507 (ADU) |\n",
+      "+----------------------------------+----------------------------------+ \n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "do = [{'x': co,\n",
     "     'y': ho,\n",
@@ -485,18 +634,39 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### The Noise Map after Common Mode Correction:\n",
+    "### Noise Map after Common Mode Correction\n",
     "\n",
     "In the following, the effect of common mode correction on the noise is shown. Finally common mode corrected noise map (noiseMapCM) is displayed and compared to the initial uncorrected noise map:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "#*****NOISE MAP HISTOGRAM FROM THE COMMON MODE CORRECTED DATA*******#\n",
     "hn,cn = np.histogram(noiseMap.flatten(), bins=200, range=(2,40)) # hn: histogram of noise, cn: bin centers for noise\n",
@@ -534,7 +704,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -549,15 +719,26 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### BadPixelMap:\n",
+    "### Initial BadPixelMap\n",
     "This is generated based on the offset and CM corrected noise maps:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "bad_pixels = np.zeros(offsetMap.shape, np.uint32)\n",
     "mnoffset = np.nanmedian(offsetMap)\n",
@@ -585,7 +766,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -608,9 +789,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "mask = np.zeros(offsetMap.shape, np.uint32)\n",
     "\n",
@@ -640,14 +832,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Third Iteration:\n",
+    "### Third Iteration\n",
     "\n",
     "During the third iteration, the bad pixel map is applied to the data. Bad pixels are masked. Offset and common mode corrections are applied once again to the data, which now have bad pixdels excluded, to produce a common mode corrected noise map:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -662,11 +854,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [],
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Final iteration is Performed.\n"
+     ]
+    }
+   ],
    "source": [
     "for data in reader.readChunks():\n",
     "    data = data.astype(np.float32)\n",
@@ -684,34 +882,54 @@
     "    data = cmCorrection.correct(data.astype(np.float32), cellTable=cellTable)\n",
     "    histCalCMCorrected.fill(data)\n",
     "    noiseCal.fill(data) \n",
-    "print(\"Final iteration is finished.\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    "\n",
     "noiseMapCM_2nd = noiseCal.get().filled(0) # the masked pixels are filled with zero\n",
     "ho2, eo2, co2, so2 = histCalCorrected.get()\n",
-    "hCM2, eCM2, cCM2 ,sCM2 = histCalCMCorrected.get()"
+    "hCM2, eCM2, cCM2 ,sCM2 = histCalCMCorrected.get()\n",
+    "print(\"Final iteration is Performed.\")"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Plotting the Final Results:\n",
+    "### Plots of the Final Results\n",
     "\n",
     "The following plot and table compare the offset and common mode corrected signal with and without the bad pixels:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+-----------------------------------------------------------------------+\n",
+      "|  Comparison of the Second Round of Corrections - Bad Pixels Excluded  |\n",
+      "+-----------------------------------+-----------------------------------+\n",
+      "|      After Offset Correction      |    After Common Mode Correction   |\n",
+      "+-----------------------------------+-----------------------------------+\n",
+      "|         Mean: -0.038 (ADU)        |         Mean: -0.002 (ADU)        |\n",
+      "|        Median: -0.046 (ADU)       |        Median: 0.000 (ADU)        |\n",
+      "|  Standard Deviation: 3.929 (ADU)  |  Standard Deviation: 3.545 (ADU)  |\n",
+      "+-----------------------------------+-----------------------------------+ \n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "do_Final = [{'x': co_second_trial,\n",
     "     'y': ho_second_trial,\n",
@@ -766,18 +984,39 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Plotting the Final NoiseMap:\n",
+    "### Final NoiseMap\n",
     "\n",
     "The effect of exclusion of bad pixels on common mode corrected noise is shown below. Finally common mode corrected noise map with bad pixels excluded (noiseMapCM_2nd) is displayed:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "#*****NOISE MAP HISTOGRAM FROM THE COMMON MODE CORRECTED DATA*******#\n",
     "hn_CM2,cn_CM2 = np.histogram(noiseMapCM_2nd.flatten(), bins=200, range=(2,40))\n",
@@ -821,16 +1060,27 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Final Bad Pixel Map:\n",
+    "### Final Bad Pixel Map\n",
     "\n",
     "Lastly, the final bad pixel map is generated based on the OffsetMap and the noiseMapCM_2nd (common mode corrected noise after exclusion of the initial bad pixels):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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kSQOHDx8+IiLUv3//tffee+/Cr33ta8snTJiw29ChQ0eMHDnyzb333vuN+scec8wxq6dMmVI7dOjQEYMHD3571KhRmX0s5ym7Jd3bxMsREYe0oI5BwJ0RsVe6fTHwSkmH9A4R8Y3m6vGU3dbRecru4nSEKbtzvXKIiIO35Ph0VNNBQG9Ji4HJwPeB30qaCPwDOG5L4zQzs6YVNoZX0l7ACKBbXVlEXNf4ERARJzTy0odzDM3MzJpR1GilySRXACOAu4CPAQ+y6f0LZmZWoYq6z+FYkm/7yyLiFGAU0LWgc5mZWc6KSg5vRcRGYL2kniQjjHYv6FxmZpazovocZkraHrgKmEUyr9KMgs5lZmY5K+omuH+LiH9GxBXAR4CT0+YlM7NmNTdl9w033LDdeeedt3P5Imz/8r4J7kngBuDGiHgWICIW5XkOM2v/mpuy+8QTT1wNrG6iCttCeV85nABsC9wj6WFJZ0jaJedzmFkH0NSU3ZdeeumOn/vc5wYCHHPMMYM+//nPDxgzZszw/v377/3LX/7S0/rnIO+b4OYAc4BzJb0POB74u6SFwNSIuCrP85lZsc7/6/kDFr66MNcpu/fotceb3zngO1s0ZXd9L7/8cpeZM2c+NXv27G5HH330HqeccsqrecbcERU2ZXdE/D0i/gP4HNCLZJ0GM7MWaWrK7vqOOOKIf3bq1ImxY8e+/corr3Rpqxjbs6JugtuPpInpGGARMAW4qYhzmVlxWvINv0iNTdldX7du3d6dJC7P+eI6srw7pL9L0pT0KnAjcEBELM7zHGbWcZx22mkrt9tuuw3jx49/68477+xR7ng6kryvHNYCH4uIp3Ou18w6oMam7Lbi5Tpld5EkLQLWABuA9c1NRewpu62j85TdxfGU3ZXn4Ijwf1ozs4IVNlrJzMyqVzUsE/ru4SQ31wVwZURM2YK6zMysCXk3K/04/dkNGEdyQ5yAfYCHgQO3oO4DImKJpJ2AaZKeiojppTtImgRMAhg4cOAWnMrMrGPLtVkpIg5Olwp9Adg3IsZFxFhgDLBwC+tekv5cDtwGjG9gnynpOcfV1tZuyenMzDq0ovochkfE3LqNiJgHjG5tZZK2kdSj7jnwUWDeFkdpZmYNKio5zJd0taSDJH1I0lXA/C2orw/woKQ5JOtC/D4i/phLpGZWcZqbstuKV9RQ1lOA04CvptvTgctbW1lEPEey1KiZdQDNTdltxStqsZ+3gSuAcyLi6Ii4JC0zM2uRpqbsvvfee7ceM2bM8D333HPEmDFjhs+ZM6crwAUXXNDnuOOOGwQwY8aM7kOGDBm5Zs0aD9lvhaIm3jsCuBjYCthN0mjg2xFxRBHnM7NiLDnvmwPWPvNMrlN2dx0y5M1dvnvRFk3ZPWrUqLdnzJjxVJcuXfjd737X4xvf+Eb/u++++9nzzz//5f3333/Yddddt/0Pf/jDvj/72c8W9ejRY2Oe8XcURTUrTSYZTXQfQETMljSooHOZWTvU1JTdq1at6nT88cfvtmjRom6SYt26dQLo1KkT11133fPjxo0beeKJJ6746Ec/+kZ5oq9+RSWH9RGxWlJB1ZtZW2jJN/wiNTZl99lnn93vQx/60Jpp06Y9u2DBgq0OOeSQYXWvzZ8/v9vWW2+9cdmyZV7XYQsU1RY3T9JngE6Shki6DPhbQecys3bqtNNOW3nWWWctGT9+/Ful5a+99lqn/v37vwNw5ZVX9q4rf+WVVzp97WtfG/CXv/zlqVWrVnX2kqGtV1Ry+AowkmQK76nAa8AZBZ3LzNqpxqbsPvvss5ddcMEF/ffdd9/hGzZseLf81FNPHTBx4sQV++yzz9prr7120eTJk/u99NJL1TbBaEWomim7N5en7LaOzlN2F8dTdreSpKHA14BBpeeIiEOKOJ+ZmeWrqMutm0juc7iaZHEeMzOrIkWOVmr1HdFmZlZeRXVI/5+kf5PUV9IOdY+CzmVm+dq4ceNGj0NvRPpv0+5vrCvqyuHk9OfXS8oC2L2g81m5rXwGnp8OO+8DA/YrdzS2ZeatWLFiRG1t7eqampr2OWKllTZu3KgVK1ZsRweYFbqQ5BARuzW/l7Uri2fC78+EA77q5FDl1q9f/8Vly5ZdvWzZsr3wUsL1bQTmrV+//ovlDqRoRY1W+lQDxauBueliPa2p83Dgf4BOwNUR8f0tCNHyNvIoGHwIbJXrNDxWBmPHjl0OeB60Dq6oZqWJwPuBe9Ptg4C/A0MlfTsi/ndzKpPUCfgZ8BFgMfCIpDsi4sn8QrYt0qV78jCzdqGoS8aNwJ4RcUxEHAOMILlben/g7FbUNx5YGBHPRcQ7wI3AkblFa2ZmmygqOQyKiJdLtpcDQyNiFdCaBTv6AaUTgC1Oy8zMrABFNSs9IOlOkpvhAI4BpqfrP/+zFfU1NKwuM4pC0iRgUrq5VlIljyjoDVTyFAWOb8uVO8Zdy3huq3KFzK2kZK7uY4ADSD7YHwRuiVaeTNL7gQsi4rB0+1yAiPheE8fMbM28Mm3F8W2ZSo8PqiNGs8YUNZQ1gJvTRx4eAYZI2g14CZgAfCanus3MrJ5ck4OkByPiQElr2LTZRyQ5o2dr6o2I9ZK+DNxNMpT1moh4YssjNjOzhuSaHCLiwPRnjzzrTeu8C7hrMw6ZkncMOXN8W6bS44PqiNGsQUX1OQwGFkfEWkkHAfsA10VEazqjzcysjRU1lPUWYIOkPYBfALsBvy7oXGZmlrPCboKLiPXA0cB/R8R/AH0LOpeZmeWsqOSwTtIJJLOz3pmWdSnoXGZmlrOiksMpJHMrXRQRz6dDUK8v6FxmZpazQjqkNzmB1AsYEBGPF3qienr37h2DBg1qy1N2eLNmLWHs2F3KHYalZs2atTIiapvbr/7fytvz59Np++3p0tctwVuqpb+DSlTUlN33kUz52xmYDayQdH9EnFnE+RoyaNAgZs6c2VanM0C6kJkzJ5c7DEtJeqEl+9X/W1mw33i2O/oodj7vvMJi6yha+juoREU1K20XEa8BnwJ+GRFjgUMLOpeZmeWsqOTQWVJf4NO81yFtZmZVoqjk8G2SqS4WRsQjknYHninoXGZmlrOiJt67ifem6yYinpPkZT3NzKpEUes5ACBpBMkMqieQrCHt6YvNzKpA7slB0q4kyeAEYD3JgiPjImJR3ucyM7Ni5NrnIOlvJDOndgGOTUcprXFiMDOrLnl3SK8AegB9gLobP4q9y87MzHKXa3KIiCOBvYFHgQslPQ/0kjQ+z/OYmVmxcu9ziIjVwDXANZJ2Ao4H/lvSgIgYkPf5zMwsf0Xd5wBARCyPiMsi4l+AA4s8l5mZ5SfvDukpkvZu5OWVkr4g6cQ8z2lmZvnLu1np58D5aYKYR9JB3Q0YAvQkaW66IedzmplZznJNDhExG/i0pG1JbnjrC7wFzI+IBXmey8zMilPU9BmvA/cVUXelkS4kwtNUm1n7UkiHtKSPFFFvJXJiMLP2KPfkIOlk4Ky86zUzs7aTa7OSpPOAjwCfyLNeMzNrW3n3OUwG9oyIN3Ou18zM2lDezUqnADdL6p1zvWZm1obyHsr6a0nLgN/hO6LNzKpWEXMr/UXS8rzrNTOztlPIUNaImFdEvWZm1jaKGMo6XNKH07ukS8sPz/tcZmZWjLwn3vt34HbgK8A8SUeWvPzdPM9lZmbFyfvK4f8BYyPiKOAgkkn4vpq+ppzPZVVKurDcIZhZM/LukO6UzqtERCySdBDJ0NZdcXIwM6saeV85LJM0um4jTRSfBHqTLB9q5vmozKpA3snhc8Cy0oKIWB8RnwM+mPO5zMysILkmh4hYHBHLGnntr3mey6qT+xvMqkOha0ib1ecmJbPq4ORgZmYZhSUHSddIWi5pXknZbyTNTh+LJM1OywdJeqvktStKjhkraa6khZIuleRRT2ZmBStkmdDUr4CfAtfVFUTE8XXPJf0YWF2y/7MRMZqsy4FJwN+Bu4DDgT8UEK+ZmaUKu3KIiOnAqoZeS7/9fxqY2lQdkvoCPSPioYgIkkRzVN6xmpnZpsrV5/AB4OWIeKakbDdJj0m6X9IH0rJ+wOKSfRanZQ2SNEnSTEkzV6xYkX/UZu2E/1asOeVKDiew6VXDUmBgRIwBzgR+LaknDd9VHY1VGhFTImJcRIyrra3NNWCz9sR/K9acIvscGiSpM/ApYGxdWUSsBdamz2dJehYYSnKl0L/k8P7AkraL1sysYyrHlcOhwFMR8W5zkaRaSZ3S57sDQ4DnImIpsEbS+9J+is+RzPpqZmYFKnIo61TgIWCYpMWSJqYvTSDbEf1B4HFJc4CbgVMjoq4z+zTgamAh8CweqWRmVrjCmpUi4oRGyj/fQNktwC2N7D8T2CvX4MzMrEm+Q9rMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHArkJTHNrFo5ORTIS2KaWbVycjAzswwnBzMzy3ByMDOzDCcHMzPLcHIwM7MMJwczM8twcjAzswwnBzMzy3ByMDOzDCcHMzPLcHIwM7MMJwczM8twcjAzswwnBzMzy3ByMDOzDCcHMzPLcHIwM7OMDp8cpAu9nKeZWT2dyx1AuXkpTzOzrA5/5WBmZllODmZmluHkYGZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODiUq8Wa4SozJzNo/J4cSlXhDXCXGZGbtn5ODmZllODmYmVmGk4OZmWU4OZiZWUZhyUHSNZKWS5pXUnaBpJckzU4fHy957VxJCyUtkHRYSflYSXPT1y6VpKJiNjOzRJFXDr8CDm+g/JKIGJ0+7gKQNAKYAIxMj/m5pE7p/pcDk4Ah6aOhOs3MLEeFJYeImA6sauHuRwI3RsTaiHgeWAiMl9QX6BkRD0VEANcBRxUTsZmZ1SlHn8OXJT2eNjv1Ssv6AS+W7LM4LeuXPq9fbmZmBWrr5HA5MBgYDSwFfpyWN9SPEE2UN0jSJEkzJc1csWLFlsZq1m75b8Wa06bJISJejogNEbERuAoYn760GBhQsmt/YEla3r+B8sbqnxIR4yJiXG1tbb7Bm7Uj/lux5rRpckj7EOocDdSNZLoDmCCpq6TdSDqeZ0TEUmCNpPelo5Q+B9zeljGbmXVEnYuqWNJU4CCgt6TFwGTgIEmjSZqGFgFfAoiIJyT9FngSWA+cHhEb0qpOIxn51B34Q/owM7MCFZYcIuKEBop/0cT+FwEXNVA+E9grx9DMzKwZvkPazMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nB2px0YblDMLNmODlYm4uYXO4QzKwZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmllFYcpB0jaTlkuaVlF0s6SlJj0u6TdL2afkgSW9Jmp0+rig5ZqykuZIWSrpUkoqK2czMEkVeOfwKOLxe2TRgr4jYB3gaOLfktWcjYnT6OLWk/HJgEjAkfdSv08zMclZYcoiI6cCqemX3RMT6dPPvQP+m6pDUF+gZEQ9FRADXAUcVEa+Zmb2nnH0OXwD+ULK9m6THJN0v6QNpWT9gcck+i9MyMzMrUOdynFTSN4H1wA1p0VJgYES8Imks8DtJI4GG+heiiXonkTRBMXDgwHyDNmtH/LdizWnzKwdJJwOfBE5Mm4qIiLUR8Ur6fBbwLDCU5EqhtOmpP7CksbojYkpEjIuIcbW1tUW9BbOq578Va06bJgdJhwNnA0dExJsl5bWSOqXPdyfpeH4uIpYCayS9Lx2l9Dng9raM2cysIyqsWUnSVOAgoLekxcBkktFJXYFp6YjUv6cjkz4IfFvSemADcGpE1HVmn0Yy8qk7SR9FaT+FmZkVoLDkEBEnNFD8i0b2vQW4pZHXZgJ75RiamZk1w3dIm5lZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlVJI3XAAAgAElEQVRZhpODtRvSheUOwazdcHKwdiNicrlDMGs3nBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwso8nkoMSAtgrGzMwqQ5PJISIC+F0bxWJmZhWiJc1Kf5e0X+GRmJlZxejcgn0OBk6VtAh4AxDJRcU+RQZmZmbl05Lk8LHCo7AOoW4xHq+7YFb5mm1WiogXgAHAIenzN1tynFljvGKbWeVr9kNe0mTgbODctKgLcH2RQVn7FDH53asG6UInCbMK1pIrgKOBI0j6G4iIJUCPIoOyjsHNS2aVqyXJ4Z10SGsASNqm2JCsI3BiMKtsLUkOv5V0JbC9pP8H/Am4qtiwrD1zYjCrfM2OVoqIH0n6CPAaMBT4z4iYVnhkZmZWNi0ZygowF+hO0rQ0t7hwzMysErRktNIXgRnAp4BjSe6Y/kLRgZmZWfm05Mrh68CYiHgFQNKOwN+Aa4oMzMzMyqclHdKLgTUl22uAF4sJx8zMKkGjVw6SzkyfvgQ8LOl2kj6HI0mamczMrJ1qqlmp7ka3Z9NHnduLC8fMzCpBo8khIjy3gRVCutD3OphVuGY7pCWNA74J7Fq6v6fstob8Sdpk+9CIMkVirVZTw6u/nso/b76l3JFUlZquXRn4y2voNnx4uUPJRUtGK91AMmJpLrCx2HCsGr2XEC5o4rWEk0Xl2/mb5/H2/KfKHUZV2bBqFatvv513XvhHh0oOKyLijsIjsapT/4N/WgPJoaFjwgmiom13xBFsd8QR5Q6jqry94GlW396+umNbkhwmS7oa+DOwtq4wIm4tLCqrePUTQ2uO9VWEWeVqyX0OpwCjgcOBf00fn2zuIEnXSFouaV5J2Q6Spkl6Jv3Zq+S1cyUtlLRA0mEl5WMlzU1fu1Tagk8ly8WWJIYi6jGz/LUkOYyKiHERcXJEnJI+WjJ9xq9IEkqpc4A/R8QQkiuRcwAkjQAmACPTY34uqVN6zOXAJGBI+qhfp7WhvD/QnSDMKlNLksPf0w/vzRIR04FV9YqPBK5Nn18LHFVSfmNErI2I54GFwHhJfYGeEfFQuqbEdSXHWBvzB7lZx9GS5HAgMDtt7nk8beJ5vJXn6xMRSwHSnzul5f3YdEqOxWlZv/R5/fIGSZokaaakmStWrGhliNbWnHTanv9WrDkt6ZBui2achj4doonyBkXEFGAKwLhx49zbmSN/gLcv/lux5rTkyiEaebTGy2lTEenP5Wn5YmBAyX79gSVpef8Gyq2dcfIxqywtSQ6/B+5Mf/4ZeA74QyvPdwdwcvr8ZN6bp+kOYIKkrpJ2I+l4npE2Pa2R9L50lNLn8NxOZmaFa8kyoXuXbkvaF/hSc8dJmgocBPSWtBiYDHyfZE3qicA/gOPSczwh6bfAk8B64PSI2JBWdRrJyKfuJEmptYnJWsnf6s06npYuE/quiHhU0n4t2O+ERl76cCP7XwRc1ED5TGCvzQrSzKxAt930fd6adheH7nM8qhEbVq4sd0i5a8nEe2eWbNYA+wIVP7xh42OzeGtbf+OtJv59WbV4+57fM+aBlbwy/aeblGurLmWKKH8tuXLoUfJ8PUnfg6dr7EAO2KbcEZhVljcG9WHJUysZ1HMwqhEb317LuhdfJN5ZV+7QctOSPoeqXNehZsxYus+cWe4w2oW26nPwXEs5c19RYb74zZuThQxSby94muePPLJ8ARWgqWVCf0njQ1YjIiYWE5JVmkMj3Clt1sE0deVwZwNlA4EzgE4NvGZmZu1EU8uEvtuvIGl34DzggyTDUX9RfGhmZlYuTd4EJ2lPSdcD/wc8CIyIiMsj4p02ic46DPc3mFWWRpODpJuAu4CHSG5muwPoma7JsEPbhGeVwh/eZh1LU30O+5F0SH8NOCstq+uVDGD3AuOyDsSJx6zyNNXnMKgN47AqUMSoJScGs8rUkon3zN6V54e5E4NZ5XJysM2Wx4e6E4NZZXNysFY5NKLVH/BODGaVryUT730beAD4W0S8UXxIVk3qPuib64twQjCrLi2ZeG8RcAJwqaQ1JIliekR40R17lz/8rSPrOnh3hjz0N2q2aT+zVLZk4r1rgGsk7Qx8mmRo6yQ2na3VzKzDUufOdO7Vq9xh5KolzUpXAyOAl0muGo4FHi04LjMzK6OWdEjvSDLR3j+BVcDKiFhfaFRmZlZWLWlWOhqSeZaAw4B7JXWKiP5FB2dmZuXRkmalTwIfIJmRtRfwF5LmJTMza6daMlrpY8B04H8iYknB8ZiZWQVoSbPS6ZL6APtJ2heYERHLiw/NzMzKpdkOaUnHATOA40iGsj4s6diiAzMzs/JpSbPSt4D96q4WJNUCfwJuLjIwMzMrn5YMZa2p14z0SguPMzOzKtWSK4c/SrobmJpuHw/8obiQzMys3FrSIf11SZ8CDiRZCW5KRNxWeGRmZlY2LblyICJuBW4FkNRJ0okRcUOhkZmZWdk02ncgqaekcyX9VNJHlfgy8BzJqCUzM2unmrpy+F/gVeAh4IvA14GtgCMjYnYbxGZmZmXSVHLYPSL2hndnZl0JDIyINW0SmZmZlU1TQ1LX1T2JiA3A804MZmYdQ1NXDqMkvZY+F9A93RYQEdGz8OjMzKwsGk0OEdGpLQMxM7PK4Tudzcwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwso82Tg6RhkmaXPF6TdIakCyS9VFL+8ZJjzpW0UNICSYe1dcxmZh1Ni6bszlNELABGQzL9N/AScBtwCnBJRPyodH9JI4AJwEhgF+BPkoamU3qYmVkByt2s9GHg2Yh4oYl9jgRujIi1EfE8sBAY3ybRmZl1UOVODhN4b/lRgC9LelzSNZJ6pWX9gBdL9lmclmVImiRppqSZK1asKCZis3bAfyvWnLIlB0lbAUcAN6VFlwODSZqclgI/rtu1gcOjoTojYkpEjIuIcbW1tTlHbNZ++G/FmlPOK4ePAY9GxMsAEfFyRGyIiI3AVbzXdLQYGFByXH9gSZtGambWwZQzOZxASZOSpL4lrx0NzEuf3wFMkNRV0m7AEGBGm0VpZtYBtfloJQBJWwMfAb5UUvxDSaNJmowW1b0WEU9I+i3wJLAeON0jlczMilWW5BARbwI71iv7bBP7XwRcVHRcZmaWKPdoJTMzq0BODmZmluHkYGZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OZmaW4eRgZmYZTg5mtol/fGEiq669ttxhWJk5OZgVQLoQ6cJyh9Eqb82dyzsvvVTuMKzMyjIrq1l7FzG53CG02i7f+y5d+jW4Eq91IE4OZraJHoceWu4QrAK4WcnMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLKMsyUHSIklzJc2WNDMt20HSNEnPpD97lex/rqSFkhZIOqwcMZuZdSTlvHI4OCJGR8S4dPsc4M8RMQT4c7qNpBHABGAkcDjwc0mdyhGwmVlHUUnNSkcC16bPrwWOKim/MSLWRsTzwEJgfBniMzPrMMqVHAK4R9IsSZPSsj4RsRQg/blTWt4PeLHk2MVpmZmZFaRzmc57QEQskbQTME3SU03sqwbKosEdk0QzCWDgwIFbHqVZO+W/FWtOWa4cImJJ+nM5cBtJM9HLkvoCpD+Xp7svBgaUHN4fWNJIvVMiYlxEjKutrS0qfLOq578Va06bJwdJ20jqUfcc+CgwD7gDODnd7WTg9vT5HcAESV0l7QYMAWa0bdRmZh1LOZqV+gC3Sao7/68j4o+SHgF+K2ki8A/gOICIeELSb4EngfXA6RGxoQxxm5l1GG2eHCLiOWBUA+WvAB9u5JiLgIsKDs3MzFKVNJTVzMwqhJODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmW3i9enTefvpp8sdhpWZk4NZFZIuLKzul876Gv+8+ebC6rfqUK41pM1sC0RMLqzuPueey1aDBhVWv1UHJwcz28T2nzq63CFYBXCzkplt4pVfXMPrD/613GFYmTk5mFWZIvsbAFZecQWvT7+/0HNY5XOzklmVKbK/AWDgNb+gU68dCj2HVT4nBzPbRPe99y53CFYB3KxkZmYZTg5mZpbh5GBmZhlODma2ieePOZaVV1xR7jCszDpMcih6+J9Ze/H2E0/wzosvljsMK7MOkxzACcKsJWp69KBmm23KHYaVWYcZylr02HCz9qL2K1+m65Ah5Q7DyqxDXTmYWfNe+/1dvDV3XrnDsDJzcrAOwU2KLffWnDm8s2hRucOwMnNysA6hfrOik0Xjanr0oGZb9zl0dB2mz8GslPugGtf71FPpOmxYucOwMnNyMLNN7DjxC+UOwSqAm5XMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDLaPDlIGiDpXknzJT0h6atp+QWSXpI0O318vOSYcyUtlLRA0mFtHbOZWUdTjjuk1wNnRcSjknoAsyRNS1+7JCJ+VLqzpBHABGAksAvwJ0lDI2JDm0ZtZtaBtPmVQ0QsjYhH0+drgPlAvyYOORK4MSLWRsTzwEJgfPGRmpl1XGXtc5A0CBgDPJwWfVnS45KukdQrLesHlK5ZuJimk4mZbYF3XnyR9atWlTsMK7OyJQdJ2wK3AGdExGvA5cBgYDSwFPhx3a4NHB6N1DlJ0kxJM1esWFFA1FatPEX3ppr6W3n+U8ew8ooryhSZVYqyJAdJXUgSww0RcStARLwcERsiYiNwFe81HS0GBpQc3h9Y0lC9ETElIsZFxLja2tri3oBZlWvqb6XXhAlsvd9+ZYrMKkWbd0hLEvALYH5E/KSkvG9ELE03jwbq1im8A/i1pJ+QdEgPAWa0YcjWDnj9hpbb6awzyx2CVYByjFY6APgsMFfS7LTsPOAESaNJmowWAV8CiIgnJP0WeJJkpNPpHqlkZlasNk8OEfEgDfcj3NXEMRcBFxUWlJm9a93SpdRsvTWdttuu3KFYGfkO6XqkC915aR3ac0ccyYqf/azcYViZeZlQM9vE9sccQ/fRo8odhpWZk0M97ri0jq7POWeXOwSrAG5WMjOzDCcHMzPLcHIwM7MMJwczM8twcjAzswwnBzMzy3ByMDOzDCcHM9vEGzNmsPb558sdhpWZk4O1KU9NUvkWn/5lXp06tdxhWJk5OZjZJjauWcM7CxeWOwwrMyeHlL/Rtg1PT1L5anr0YKs99ih3GFZmnlsp5Q8ts8Qe996LuvijoaPz/wAz20SnbbcpdwhWAdysZGZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OZgWrtrvvF+w3nmXf/W65w7Ayc3Iws01sXLOGja+/Ue4wrMycHKzDaqtv9NU2NUtNjx7U+C7pDs/TZ1iHVW0f2m1lx4lfoNuee5Y7DCszJwcz20TvU08tdwhWAdysZGZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OZraJFZf9lDV/ubfcYViZOTl0INU2AZyVx6rrruONvz9U7jCszHyHdAfi6SKsJQbdOJWaHj3KHYaVmZODmW2i6+DB5Q7BKoCblczMLMPJwczMMpwczMwso2qSg6TDJS2QtFDSOeWOx8ysPauK5CCpE/Az4GPACOAESSPKG5WZWftVFckBGA8sjIjnIuId4EbgyDLHZGbWblXLUNZ+wIsl24uB/evvJGkSMCndXCtpXhvE1lq9gZXlDqIJjm/LlTvGXRt7oY3+Vop6/0XUW1Sswwqos01US3JQA2WRKYiYAkwBkDQzIsYVHVhrOb4tU+nxQWXH2BZ/K9VUb5Gx5l1nW6mWZqXFwICS7f7AkjLFYmbW7lVLcngEGCJpN0lbAROAO8ock5lZu1UVzUoRsV7Sl4G7gU7ANRHxRDOHTSk+si3i+LZMpccH1REjFBdnNdVbTbG2CUVkmu7NzKyDq5ZmJTMza0NODmZWVSRtU031Vqt2lxwqYZoNSQMk3StpvqQnJH01Ld9B0jRJz6Q/e5Ucc24a8wJJh7VRnJ0kPSbpzgqNb3tJN0t6Kv23fH8lxSjpP9Lf7zxJUyV1q6T4WkNSF0ldCqh3mKR/yaGeXYBbJH0yh7AKrTf9+/qXPN53WUREu3mQdFY/C+wObAXMAUaUIY6+wL7p8x7A0yTTfvwQOCctPwf4Qfp8RBprV2C39D10aoM4zwR+DdyZbldafNcCX0yfbwVsXykxktyY+TzQPd3+LfD5SomvFe+nG/AR4A/Ab4BP5Vj3KJLh6C8DH93CurYluXnvTWBojjHmXi/QM/0/8RTwyXL/jjc7/nIHkOubgfcDd5dsnwucWwFx3Z7+4S0A+qZlfYEFDcVJMirr/QXH1B/4M3BISXKopPh6ph++qldeETHy3l37O5CM+rsT+GilxLeZ76UX8GWS4eGfBw5IP9CG5VD3COA5kuluxgOzgX/dgvp6A78Cbsz536CQetO6xwCPA3uU+3e9OY/21qzU0DQb/coUCwCSBpH853gY6BMRSwHSnzulu5Uj7v8GvgFsLCmrpPh2B1YAv0ybvq5O24QrIsaIeAn4EfAPYCmwOiLuqZT4Wiq9b+gzwD7AxRHxq4j4K/ASSeLbUgeTXPU9GBEzgK+T/G5bE+uOwBVA14iYUFLeaUsCLKl3q7p6JY1tzeSekpT+7FwXV0Q8BrxKkoTf3afStbfk0KJpNtqKpG2BW4AzIuK1pnZtoKywuNN21eURMaulhzRQVvS/a2dgX+DyiBgDvEHSTNOYtv437EXybXg3YBdgG0knNXVIA2WVMI78AOCTwPUR8YCkGknHkCSHVk39oBRARPwMuBC4WdJ2ETEtIv5nM+qq+0DtTXLPwLqIOCEtO0nS2cANkj62mTHWr3dtRHwmLTsAmAj8fnPrBer6a7oBfSXVSpoCzAWeSxNG/82ssyyq4ia4zVAx02yknXq3ADdExK1p8cuS+kbEUkl9geVpeVvHfQBwhKSPk/wn7inp+gqKr+6ciyPi4XT7ZpLkUCkxHgo8HxErACTdCvxLBcXXrPSD6kvAbRExPd0+EHgfSWLY2NTxTfgQydXBNen2L4CjSfqMVm9GfN2A30q6i+TK5p2SxPCdtM4fkPw7XirppJL/L5tT71sRcVL62njgWOBRkiaw70vaGBF3N1OngJOB8yU9QPK73iGN7TFgBvDz9P2/X9I5EfH7lv5blEW527XyfJAku+dIvs3VdUiPLEMcAq4D/rte+cVs2ln5w/T5SDbtrHyONuqsBA7ivT6HiooPeIC03Ru4II2vImIkmRX4CWDr9Pd9LfCVSomvhe+hhqSd/eR0+zMkHer/BfTcgnqHA08Cx6TbXyDpsN+6FXXtAywj7btJy75D0kQ3sKRsCvChLay3O0nCeRY4PC07iKQprHsL6hxJ0sz4vXS7ru9pF2ARSTNuv7TOecCAcv7+m30/5Q4g9zcEHycZHfQs8M0yxXAgSZPB4yTfPmance1I0gn8TPpzh5JjvpnGvAD4WBvGehDvJYeKig8YTfIN9nHgdyRtthUTI0lzyVPpH/r/ph/8FRNfC9/DGJIk9xfgeuDULUkMJfWOBGYBfwSmAsduQV17AwvTOo8mSbKliaFn+v9jv1bU+zSwZ73yU4E/ATum2902o84h6fs+Kd3ePU0Y56bbAvoAV5L0cZT9/0BjD0+fYdbBSepDMrJqDkDk9KFQUu8/gFe3pF5J/UmGqn8c2BgRV5a89iDJFcDEVtTblyThvBER16ZlIllQ7D8jYkEr6tybZPTXd4HJwHMR8V8lr59FcuV5SkS8sbn1t5X21udgZpspIl4muQehYuuNiMWQjCIiGeJc15l8G7CsLjFI0uYkoUj6hv4I/EbS6xFxC0l/0A4kTdOtiXWupDOAdcDbJImGNL5/B84CDq7kxACeeM/MqoikvYCbSK5yOgOvRMSX0tc2KzE0UO8vSZrY+gPzI+IrWxjrdiRNiz8F7gM+DXyV5EbAJyTVRERrO/0L5+RgZlVF0m4k94+siYgn07JWJ4aSenclaQbrEhEP5FFv2sT0S5J+iK7AdyPi6UpPDODkYGZVLo/EUGS9knpFxKuSukXE29WQGMDJwcysTRSVxIrS3u6Q7lAk7SzpRknPSnpS0l2Shjax/yBJ89o4xvtUssi6pHGS7sup7s9L+mkedZkVrZoSAzg5VK10uN1twH0RMTgiRgDnkYyhrjQ7tWIagsJt6Zw8Zu2Zk0P1Ophknpkr6goiYnYk8+NI0sVK1hmYK+n4+gfX/9Yt6U5JB6XPX5f0A0mzJP1J0vj0CuA5SUeUHH+rpD8qWbvgh03EejHwrbxjSA1IY1ggaXJJXSdJmiFptqQr6xJBWu+3JT1MMouvmTXAyaF67UUyAqIhnyK5u3gUyRxAF6c3+7TUNiRXJGOBNSTTKXyE5Gahb5fsNxo4nuRO0+MlDahfUeohYK2kgwuIYTxwYhrLcWmz1Z5pXAdExGhgQ7pPXb3zImL/iHhwM+Ix61B8E1z7dCAwNSI2kEwEdz+wH8k0FC3xDsm0B5DMJrk2ItZJmgsMKtnvzxGxGkDSk8CubDotdan/Irl6ODvnGKZFxCtpDLeSvPf1wFjgkaT1je68NwHeBpIJEc2sCb5yqF5PkHwANqQl88WvZ9Pff7eS5+tKOs82AmsB0uF3pV8o1pY830ATXzYi4i/pOd6Xcwz1O/mCdCK8iBidPoZFxAXp62+nSdPMmuDkUL3+AnSV9P/qCiTtJ+lDwHSSZp5OkmqBD5JMGVxqETBayfz9A0iaZ4p2EcnMlHnG8BEl6zZ3B44C/kpyV+qxknaCd9fG3nXLQm89NbKmeL19PiPpHUkN9c2MkXR1vbLbJT20BTH9rbXHbsY57pM0rl7ZBZK+V69stKT5m1tXK2MarWSq+s055iBJq9P+q8fTPrCdmj9ykzoajD8tXyBpjqS/ShqWll+tViw2lB67SMnUIo29fqOkIc3V4+RQpdJv1UeTfDg+K+kJkmmtl5CMYnqcZIqBvwDfiIhl9ar4K8kcNXNJVjR7tA1ivotkdbc8Y3iQZEbU2cAtETEzvWv2W8A9kh4HppHc+Vou64GzImJPkiun00v/8CUdQpI0R5D8Pj9f7/jzgMtK9t+eZCGk7ZXcLbzZIqJci95PJekPKjWBZC3ztjCaZPK+zfVAehW6D/AIcHqOMZ0YEaNIpn2/GCAivlh393cBLmfTL2kNK/e0sH740dEepGuKp8/3Bv5GsrwoJB3m9wCHpds9KFlzIC2bSLJwzGQ2XZf6OJLpw+cA09OykSRXjbNJvjAMSctfT3/WpHU9QbIO9l2k02uTXNldSJK05wLDS2K8huRD8jHgyLS8O8kkc48DvyFZGndcA+//UWD/ku3nSuK6nGSa9ieAC0v2ua+urrrY0+fHAr9Kn9eS9Cc9kj4OqHferUhmiF2R/nscTzLB3u/SmP8O7NNAvAfx3rT2Ipkr6Yx0e3z6+3ss/TlsM/8tSt/XcODJ0nKSfrxnSNa4riFZ4+Sj6T4nlfxuryRdHyT9vfVOf0+/T/8/zAOOL/mdPw90bvL/abn/UPzwoyM9SDrT/0EL10wgGbJ8S72yPwEfAIYCj5eUzwX6pc+3T39eRvLNtO7DsXv6vC45HEuSEGqAnUnWOi5NDl9Jn/8bcHX6/Lu8t17B9iRrImwDnAlck5bvQ3LF1NAH4teBS9Ln7wMeKXlth/Rnp/QDcp90u/RDtLHk8GvgwPT5QJLJ8+qf+/PAT0u2LwMmp88PAWY3cMxBJCu4zSYZcPFU3e+PZC2JzunzQ+t+V5vxb1H6vr4O/KaB8i+SrIT4deDKtGxP4P9I5oGCJMF/ruT31hs4Briq5FzblTyfBoxt6v+em5XM2ohavqZ4qb6UNMUpWSNhD+DBiHgaWK9kRlFImul+lfZD1d3g9xBwnpK1lneNiLfq1X8gcFNEbIyk6fHeeq/XLXE7i/dGiX0UOEfSbJIPsW4kH8YfJFkwiIh4nMZHx91I0idUQ9KkNLXktU9LepTkm/hIkqa2ljoU+Gka1x0ky9/2aOaYA0maJYlk0MSOSmZTra+uWWkAyUR6dff1bAfcpGTmgUvSmKHl/xaQrIE9m2T53q/VfzEiria5gjy15PUP896IvNnp9u71Dp0LHJreL/SBSEcWppaTrFDXKA9lNWsDanhN8ZZ4i01HcR1PsiLe8+kw3Z4kH7DfiohTJe0PfAKYLWl0RPw6veHvE8Ddkr6Yfgi+G1oz568bkVY6Gk0kS4BushBOGk+zU0RExIuSFpGsNX0M6c2Iaf/J10hWdHtV0q/qvfd3qyh5Xvp6DfD+BhJgUxp6/829hzt4bzj0d4B7I+JoSYNIkmVL66lzYkTMbOxFSVuTTCMOsC3JfT91I/LObey4SGZ/HUvSx/I9SfdERN09Qt1I/m81ylcOZgVT8qn5C5Jmjp9s5uHzSa4U6pxAsr7xoIgYRPLtcUJ6nsER8XBE/P/2zj3Yquq+45/vvZdXRCFKtWp8xEbik2DEJIo2vmIS20nriGLEVJzaaSapJikxtYk1JqRGsNPMqCMlIgEjPkLR1hgrJFFHxSj4AARRWqMTTdGWjoIocL3w7R9rHdycx73n8rj73uvvM3Nmr7Mee/3W3ufs31q/tfb6XQmsIb09fgjJE9l1pIfaqKrzPwqcnVeM7UMyoXTFfOCS3C4kHZPjHya/bI7lJxsAAA3aSURBVJhHM9V1Fbmd1NN+0dmRD0nRvQ2szbI02nLldUmH55HHWYX4BSQPbGQZRtcp+xapF16hKPPJwJomRnUnkty9Qho5/D6HJzY4b1fXoiumAHOAK4GbclyXK/Ik7Qe8Y/tW0oKPjxeSR5LmdRoSyiEIdj1jgS8Bp+blkEuaXU5p+3lgmKTdc8/0QNLEaSX9JWBdHjFcq7RdynLSw2kpaaSxPJseDgNuqapiHvAqacJyOmnidC2dMxkYACzLdU3O8dOAoXmF2LeoXT5dZC7JBLPVS5rtpSRz0grShPfCBmUvJ02ePwCsLsRfCozJy02fI5lhqnkQOCLfg/GkFX5jsszXABc2qPOkXGYp6V5OyvFTSb3yhbxnyoPuXYuGKC1NPw6YYnsO0C7pIje3Iu9oYFG+998hvYhaMU1usL2aTogtu4OglyPpGyTHNjO6zLx95x9qe72kvUgPsbGuXfoc9BPy72md7Zs7zddflYM00smkpvxpqQrTSVrFDFmvTLGSqiyNPi07IX+1OE2XN2Ako5Z0RNDClpzFWz9gWrKZtBi/bZ76ZavzdLdso7SmZdpiMCgVqf1Aes+62XCzZZ2/F8ONyjTIb8CGLVvqi1Edrq6qUZ7VMN/25+gCpS3Uh5NWM021PaurMkHfRdJFwE9td3Sar/8qh/2dRn4DSPNoQwrhD+RjvbRG+YYUTk4aQA4gTevsinBb/j4kh9s6iW9rUL7NMLidltYO2gZsZuDgdlrbOmhr28zAlnZa2UwrHQyiXngzg9jUZXggm2irG26nlQ7a6oZr6202X135Nm9m0KZ2WjugtQO0ibRwsIM0ndpBmk7dWBXeXJWnUbizsttTpir/ux3Q0QEbKmHgnZz8LqmL0yj8bv5eHQa4Cp6yvcNvFQfvT2LOIQiCIKghlEMQBEFQQyiHIAiCoIZQDkEQBEENoRyCIAiCGkI5BEEQBDWEcgiCIAhqCOUQBEEQ1BDKIQiCIKghlEMQBEFQQyiHIAiCoIZQDkEQBEENoRyCIAiCGkI5BEEQBDWEcgiCIAhqCOUQBEEQ1BDKIQiCIKghlEMQBEFQQz92E6r7gRFly9EJI4A1ZQuxk4i29E4G2z6qbCGCvkm/VQ69HUlP9hf/vtGW3kl/akvQ84RZKQiCIKghlEMQBEFQQyiH8vhx2QLsRKItvZP+1Jagh4k5hyAIgqCGGDkEQRAENYRyCHYKknYrW4adQX9pRxDsKKEcegGSPirphLLl2F4k7QfMk/SnZcuyI/SXdgBIapV0Ql/+XQXlEsqhZCR9DPg1cLekM8qWZztZB9wF/EzSyLKF2QH6SzsAdgNGAjP7g7ILep62sgV4PyPpCOBu4KvAauDHkgbZ/nm5knWbwcAJwD22V5UtzA7QX9qB7XXALElLgdmSnrf9X2XLFfQdYuRQLqcAA4FHbS8CLgMOKVek7iFpL+BfgEG2zyvEt5YnVfcptGNgpR2Sjs0KvE8gSfnYVrn+tp8B3gA+WMwTBF0RS1l7mMqf0/nCS/or4Hzgz22vLVO2ZpH0QdtvSBoBTAfabX8xp10A7A8cA8y2/R8litopddqx0faEnDYWmAB8HvhKb25HBUkDbbdLGgoMBzYB/wi0A98F3gT2s/1KiWIGfYQwK/U8nyaNDmbm7zcDZ5H+zL1eOUgaTLLJ3weMYlvFMJnUlinAfwPXSbrA9hOlCdyAOu3YYPuCnPYJYBzwNLAEuEbSFtvzSxO4E3KH40LgHyQ9AhwA7Em6B88Ai4AbSb+v4yVdbvsXZckb9A1COfQ8rwE3Slprex4wEVgP/G+pUjWJ7Y2SJgELgLW2PwpbFcNEYKzt3+W4k0h2/F5HJ+0YQhr5fAGYb/t+SauA4yQ9bHtDeVLXx7YlLQYGAKttT5S0r+3VeQXWYyTlMAc4FLhB0rIYQQSdEcqhh7H9vKRzgFuySekN4Ge23ylZtKaxvUzSZ0grrI4krYr5Atsqhj2AvYFe265CO+ZJOtz2yvzwv1vSPsA3JS22/ZCkx21vLFnkhtheIek04A5JK2zfKukQ4CFgmu2peYTRASwEXi9R3KAPEHMOJZEfPvsCvwPecB+8EZI+BLQCZwJbbE8vpD0KvGD7L8uSr1kk7Usyh71te3aOE3AHcKXtF8qUrztIOhr4G+Bq0jzDb23/oJA+CfgkcJHtt8uRMugLxMihJGy/Th/vvdl+FdKqHuClHB5BWp77WkUxSFJvVn7Z/HI/cKek9dnc9yGS3X5gudJ1D9vPSvo68C6wkaTgAJB0KTAJOCUUQ9AVMXIIdhhJRwFzgaWkDsf/2f7rnNarFUOR3I6fACtIymGl7UvKlWr7kDSM9HLlDSTT0rnA14AzsgmqxfaWEkUMejmhHIKdgqQPk+YY3rL9XI7rM4qhgqSDSOa+AbYfyXF9rh2w1cT0E+ApYBBwte1VoRiCZgjlEOwS+uoDtZq+3o7CuxyD8wqtUAxBU4RyCIL3AX1dyQU9TyiHIAiCoIbYWykIgiCoIZRDEARBUEMohyAIgqCGUA5BEARBDaEcCkg6QNKDklZKWiHpa3XynC+pXdIVddKOkTSjKu7fJf1mB2R6bHvLdqOOhySNqYq7StIPq+JGS1rZ3XNtp0yjJZ3ZzTInS1oraYmkZZJ+JWnvbp6jrvw5/gVJSyUtlFTZqG+GttPng6SX8xvljdLvkHTo9pw7CHaUUA7b0gFMsn048Cngq8U/vqRTgW8BRwCfkTSxqvy3gesL+YcDHweG55fEuo3tsnwA3w6Mr4o7D7ith+ofTdqzqbs8Ynu07VHAYpKXvZ3FBNsfA2YD1wLYvrjy0t8uYBrp9xYEPU4ohwK2V9t+OoffAlaStm+uvG36A+Cz2d3imcD5kj6b03cHRtleWjjl2cDPSfvbFL2knSNpee6FPpzjjpS0qNDrPTTHr8/HFkk35hHNvZLukzQup70s6XuSnpb0rKTDcvxukmZKWizpGUl/luOH5F7pMkl3AkPqXIsXgDclfbIQfW5uC5KmSXoyy/O9etezInsOj5M0K4f/QNK8LNdiJcc6xXIDge8D4/P1GC9pT0n/lmV+XNKoenUWziFgd9Kut0j6hKTH8nV4rNDz7/Ja1OFh4CO5/EOSxkg6SNJ/ShqR79Ujyj7BJV1QuLfTVeUlL9+nX+Tfw3JJFaX8CHC6pNgDLeh5bMenzgc4mLRj6h5N5j8FmFcV9yvgJNKW1ssK8c8C++fw8Hy8ntQzhbTZ25AcXp+P44D7SAr9D0kPvXE57WXgkhz+CjAjh68GLqjUA6wiOZ7/W2Bmjh9FGjGNqdOmy4Af5fCngMWFtD3zsZW0d8+o/P2hyrkqshfkn5XDtwEn5vCBpD2MquueCNxQ+H498N0cPhVYUqfMySSHNkuAV4DnK/cP2ANoy+HTK/eqG9ei2K7LgDvrxF8M/GtOn57jDid1EAbk7zcCf1G4byNInYibCnUNK4R/CRxb9v8hPu+/T4wc6qDkZnEe8HUnR+3NsC8Fhz1KW3J/hOQfehXQobSxG6T99Gcp+XOo9CJ/A3xb0t8BB7nWqcyJwFzbW2y/BjxYlX5XPj5FUmwAZwCXS1pCeogNJj2M/xi4FZJPA2BZgzbdAYyT1EIa+dxeSDtX0tMkT2NHkkxtzXI6yeHMEuAeYI888uqME4GfZpkfAPZS2lyumopZ6QDSvkJTc/wwYK6k5cCPsszQ/LUAmJNlHgt8szrR9gzSaOXLhfTTgGOBxbnsadT6CX+WNEKYIukkb+su9n+A/TqRKQh2CTFcrULSAJJimGP7rq7yF9jAtl7PxpOcur+ULBzsQXrAXmH7y9lc8yfAEkmjbd8m6YkcN1/SxfkhuFW0LurflI+bee++CjjbVf4Isjxdvhpv+xVJL5Ncm54NHJ/Lf5j08DvOad+eWdT3+Faso5jeAhxfRwF2Rr32d9WGe0j3EmAy8KDtsyQdTFKWzZ6nwgTbTzYUUPoAaTdXgKHAWyS5Z9v++0blnDbDO5ZkqvyhpAW2v5+TB5N+W0HQo8TIoUC2U99MMnP8czeLryTboTNfBD5n+2DbB5N6j+flev7I9hO2rwTWAAcoee36re3rSA+1apv6o8DZ2Z69D8mE0hXzgUtyu5B0TI5/GJiQ446qU1eR20k97Red/TeQFN3bwNosy+cblH1d0uF55HFWIX4BySENWYbRdcq+ReqFVyjKfDKwpolR3YnAizk8DPh9Dk9scN6urkVXTCG54rwSuCnH/Zo0+to717Gn0s6vW1Fy5fmO7VuBfyItYqgwkrSFeBD0KKEctmUs8CXg1Dx5uERNLqe0/TwwTNLuuWd6IPB4If0lYF0eMVybJ46Xkx5OS0kjjeXZ9HAYcEtVFfOAV4HlwHTgCZJ9vTMmk/wKL8t1Tc7x04ChkpaRVsMs6uQcc0kmmK1OY5wm3Z8hPbRmksxk9bgcuBd4AFhdiL8UGJMngZ8jmWGqeRA4ojIhDVxVKQNcA1zYoM6TcpmlpHs5KcdPJfXKF/KeKQ+6dy0aIunTwHHAFNtzgHZJFzmtZLoCWJDr+CXJBFnkaGBRvvffIS18qJgmN9heTRD0MLHx3k5E0jdI/gxmdJl5+84/1PZ6SXuRHmJj8/xD0A/Jv6d1tm8uW5bg/UfMOexcpgHn7MLz36v07sRAYHIohn7Pm+RJ+CDoaWLkEARBENQQcw5BEARBDaEcgiAIghpCOQRBEAQ1hHIIgiAIagjlEARBENQQyiEIgiCo4f8BjB0SAvQINVYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "bad_pixels = np.zeros(offsetMap.shape, np.uint32)\n",
     "mnoffset = np.nanmedian(offsetMap)\n",
@@ -854,11 +1104,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Statistics on the Bad Pixels"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of bad pixels: 17620, i.e. 0.95% of all pixels\n"
+     ]
+    }
+   ],
    "source": [
-    "display(Markdown('### Statistics on the bad pixels:'))\n",
+    "display(Markdown('### Statistics on the Bad Pixels'))\n",
     "num_bad_pixels = np.count_nonzero(bad_pixels)\n",
     "num_all_pixels = x*y\n",
     "percentage_bad_pixels = num_bad_pixels*100/num_all_pixels\n",
@@ -869,7 +1139,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Electronic Noise:\n",
+    "### Electronic Noise\n",
     "\n",
     "According to Table 6.1 (page 80) of Ivana Klačková's master's thesis: \"Conversion gain for the FastCCD is: lower hemisphere = 6.2e-/ADU and upper hemisphere = 6.1e-/ADU.\"\n",
     "\n",
@@ -880,9 +1150,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Abbreviations:\n",
+      " - ED = Entire Detector; LH: Lower Hemisphere; UH: Upper Hemisphere\n",
+      " - CM Noise: Common Mode Corrected Noise\n",
+      " - BP: Bad Pixels\n",
+      "\n",
+      "+-----------------------------------------------------------------------------+\n",
+      "|                         Averages of Noise per Pixel                         |\n",
+      "+-------------------------+-------------------------+-------------------------+\n",
+      "|    Uncorrected Noise    |    CM Noise, BP Incl.   |    CM Noise, BP Excl.   |\n",
+      "+-------------------------+-------------------------+-------------------------+\n",
+      "| ED: 3.88 ADU = 23.87 e- | ED: 3.51 ADU = 21.61 e- | ED: 3.46 ADU = 21.30 e- |\n",
+      "| LH: 3.89 ADU = 24.12 e- | LH: 3.53 ADU = 21.92 e- | LH: 3.51 ADU = 21.74 e- |\n",
+      "| UH: 3.87 ADU = 23.63 e- | UH: 3.49 ADU = 21.31 e- | UH: 3.42 ADU = 20.87 e- |\n",
+      "+-------------------------+-------------------------+-------------------------+ \n",
+      "\n",
+      "+-------------------------------------------------------------+\n",
+      "|            Standard Deviations of Noise per Pixel           |\n",
+      "+-------------------+--------------------+--------------------+\n",
+      "| Uncorrected Noise | CM Noise, BP Incl. | CM Noise, BP Excl. |\n",
+      "+-------------------+--------------------+--------------------+\n",
+      "|    ED: 5.14 e-    |    ED: 4.58 e-     |    ED: 2.65 e-     |\n",
+      "|    LH: 3.09 e-    |    LH: 1.92 e-     |    LH: 2.64 e-     |\n",
+      "|    UH: 6.54 e-    |    UH: 6.14 e-     |    UH: 2.63 e-     |\n",
+      "+-------------------+--------------------+--------------------+\n"
+     ]
+    }
+   ],
    "source": [
     "# noiseMap refers to the initial uncorrected noise, noiseMapCM refers to common mode corrected noise with inclusion of \n",
     "# bad pixels, and noiseMapCM_2nd refers to common mode corrected noise without inclusion of bad pixels:\n",
@@ -915,14 +1216,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Sending OffsetMap, NoiseMapCM_2nd, and Final BadPixelMap to the Calibration Database:"
+    "### Calibration Constants"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Calibration constants (offsetMap, noiseMapCM_2nd and bad_pixels) are sent to the calibration database.\n",
+      "Creation time is: 2019-03-15 20:40:41.683200\n"
+     ]
+    }
+   ],
    "source": [
     "dictionary = {} \n",
     "dictionary['Offset'] = offsetMap.data\n",
@@ -959,7 +1269,7 @@
     "    if db_output:\n",
     "        metadata.send(cal_db_interface, timeout=cal_db_timeout)    \n",
     "        \n",
-    "print(\"Calibration constants (Offset, Noise and BadPixelsDark) are sent to the calibration database.\")\n",
+    "print(\"Calibration constants (offsetMap, noiseMapCM_2nd and bad_pixels) are sent to the calibration database.\")\n",
     "print(\"Creation time is: {}\".format(creation_time))"
    ]
   },