diff --git a/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb b/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb
index a1468a4f5cd1509f376dc42530418b69d6a9a375..37b96a1a9e81ae0b65511595761181dd09d2d34d 100644
--- a/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb
+++ b/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb
@@ -23,13 +23,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "2b477516",
    "metadata": {},
    "outputs": [],
    "source": [
     "import numpy as np\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "dpi = 254  # 10 dots per mm"
    ]
   },
   {
@@ -42,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "e1b6fa12",
    "metadata": {},
    "outputs": [
@@ -79,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "eb325c9c",
    "metadata": {},
    "outputs": [
@@ -109,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "3e71626f",
    "metadata": {},
    "outputs": [
@@ -146,7 +148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "0ec00484",
    "metadata": {},
    "outputs": [
@@ -232,7 +234,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "ac73d7e3",
    "metadata": {},
    "outputs": [
@@ -339,7 +341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "98f1917e",
    "metadata": {},
    "outputs": [
@@ -365,6 +367,35 @@
     "print()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "7310c2cc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "N_ant =  1 : ni_sigma_max = 4.000000 =  32768 =  15.0 bits\n",
+      "N_ant = 12 : ni_sigma_max = 1.154701 =   9459 =  13.2 bits\n",
+      "N_ant = 24 : ni_sigma_max = 0.816497 =   6689 =  12.7 bits\n",
+      "N_ant = 48 : ni_sigma_max = 0.577350 =   4730 =  12.2 bits\n",
+      "N_ant = 96 : ni_sigma_max = 0.408248 =   3344 =  11.7 bits\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Maximum incoherent signal input sigma, for beamlet_sum_sigma * 4 = 2**(W_beamlet_sum - 1)\n",
+    "# Use 4 sigma to avoid overflow\n",
+    "ni_sigma_max = 2**(W_beamlet_sum - 1) / 4 / G_beamlet_sum_noise\n",
+    "for ni, na in enumerate(N_ant_arr):\n",
+    "    print(f\"N_ant = {na:2d} : ni_sigma_max = {ni_sigma_max[ni] / FS:f} \" \\\n",
+    "          f\"= {ni_sigma_max[ni]:6.0f} = {np.log2(ni_sigma_max[ni]):5.1f} bits\")\n",
+    "print()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "d942fcc6",
@@ -435,9 +466,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -451,18 +482,20 @@
     "# The quantization noise has sigma_quant = 0.29 q, this increases the system noise.\n",
     "# The system noise has sigma_sys = n * q. For n = 2 the quantization increases the\n",
     "# total power by 2% (so sigma_sys increase by sqrt(2 %) is about 1 %).\n",
-    "n = np.arange(1,9)\n",
+    "step = 0.1\n",
+    "n = np.arange(1, 9, step)\n",
     "sigma_sys = n  # = n * q, so sigma of n LSbits\n",
     "P_sys = sigma_sys**2\n",
     "P_tot = P_sys + P_quant\n",
     "sigma_tot = np.sqrt(P_tot)\n",
     "\n",
-    "plt.figure()\n",
+    "plt.figure(figsize=(12, 8))\n",
     "plt.plot(n, (P_tot / P_sys - 1) * 100)\n",
     "plt.title(\"Increase in total noise power due to quantization\")\n",
     "plt.xlabel(\"sigma_sys [q]\")\n",
     "plt.ylabel(\"[%]\")\n",
-    "plt.grid()"
+    "plt.grid()\n",
+    "plt.savefig('plots/lofar2_station_sdp_firmware_model_incr_sigma_sys.jpg', dpi=dpi)"
    ]
   },
   {
@@ -647,7 +680,7 @@
    "id": "f842d856",
    "metadata": {},
    "source": [
-    "For a complex signal (like subbands and beamlets):\n",
+    "For a complex signal (like subbands and beamlets), assume mean complex = 0 so rms = std and power = var (= std^2):\n",
     "\n",
     "* power complex = power real + power imag = (std real)^2 + (std imag)^2\n",
     "* power real = power imag = power complex / 2\n",
@@ -824,7 +857,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 18,
    "id": "33f37393",
    "metadata": {},
    "outputs": [
@@ -847,14 +880,14 @@
       ". sub_sigma_im = 1448.1546878700492\n",
       ". si_sigma = 2048.0 (si_sigma_exp = 2048.0) = FS/4\n",
       "\n",
-      "The noise SST level is 4.0 bit = 24.1 dB below the sine SST level when ni_sigma = si_ampl. Note that typically ni_sigma < FS / 4 to avoid ADC input overflow.\n"
+      "The SST level for noise input is G_subband_sine / G_subband_noise = 16.0 = 4.0 bit = 24.1 dB below the SST level for sine input when ni_sigma = si_ampl. Note that typically ni_sigma < FS / 4 to avoid ADC input overflow.\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -918,18 +951,20 @@
     "ni_SSTs = ni_sub_sigmas**2 * N_int_sub\n",
     "ni_SSTs_dB = 10 * np.log10(ni_SSTs)\n",
     "\n",
-    "plt.figure(figsize=(16, 6))\n",
+    "plt.figure(figsize=(12, 8))\n",
     "plt.plot(si_ampls_bits, si_SSTs_dB, 'r', ni_sigmas_bits, ni_SSTs_dB, 'b')\n",
     "plt.title(f\"SST as function of input sine amplitude and input noise sigma\")\n",
     "plt.xlabel(\"si_ampl, ni_sigma [bits]\")\n",
     "plt.ylabel(\"SST [dB]\")\n",
     "plt.grid()\n",
+    "plt.savefig('plots/lofar2_station_sdp_firmware_model_sst_db_si_bits.jpg', dpi=dpi)\n",
     "\n",
     "diff_SST_bits = np.log2(G_subband_sine / G_subband_noise)\n",
     "diff_SST_dB = 20 * np.log10(G_subband_sine / G_subband_noise)\n",
-    "print(f\"The noise SST level is {diff_SST_bits:.1f} bit = {diff_SST_dB:.1f} dB \" \\\n",
-    "      f\"below the sine SST level when ni_sigma = si_ampl. \" \\\n",
-    "      f\"Note that typically ni_sigma < FS / 4 to avoid ADC input overflow.\")"
+    "print(f\"The SST level for noise input is G_subband_sine / G_subband_noise = \\\n",
+    "{G_subband_sine / G_subband_noise} = {diff_SST_bits:.1f} bit = {diff_SST_dB:.1f} dB \\\n",
+    "below the SST level for sine input when ni_sigma = si_ampl. \\\n",
+    "Note that typically ni_sigma < FS / 4 to avoid ADC input overflow.\")"
    ]
   },
   {
@@ -952,7 +987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 19,
    "id": "f0b09a83",
    "metadata": {},
    "outputs": [
@@ -962,8 +997,8 @@
      "text": [
       "Coherent (WG sine) signal input level --> Expected beamlet level and BST level:\n",
       "\n",
-      "N_ant  si_ampl         si_sigma       beamlet_sigma =         BST\n",
-      "                                       beamlet_ampl\n",
+      "N_ant  si_ampl         si_sigma          beamlet_sum_sigma =           BST\n",
+      "                                         beamlet_sum_ampl\n",
       "         value  #bits     value  #bits        value  #bits           value     dB  #bits\n",
       "    1   8192.0   13.0    5792.6   12.5     131072.0   17.0    3.355443e+15  155.3   51.6, at 0 dBFS (= FS sine)\n",
       "   12   8192.0   13.0    5792.6   12.5    1572864.0   20.6    4.831838e+17  176.8   58.7, at 0 dBFS (= FS sine)\n",
@@ -997,40 +1032,40 @@
     "# . uses BF weights to form beamlets from sum of weighted subbands\n",
     "\n",
     "# Beamlet_sum level and BST level for coherent (WG sine) input (similar as for SST)\n",
-    "beamlet_ampl_fs = si_ampl_fs * G_beamlet_sum_sine  # beamlet amplitude for FS signal input sine\n",
-    "beamlet_ampl_fs_bits = np.log2(beamlet_ampl_fs)\n",
-    "BST_fs = beamlet_ampl_fs**2 * N_int_sub\n",
+    "beamlet_sum_ampl_fs = si_ampl_fs * G_beamlet_sum_sine  # beamlet amplitude for FS signal input sine\n",
+    "beamlet_sum_ampl_fs_bits = np.log2(beamlet_sum_ampl_fs)\n",
+    "BST_fs = beamlet_sum_ampl_fs**2 * N_int_sub\n",
     "BST_fs_dB = 10 * np.log10(BST_fs)\n",
     "BST_fs_bits = np.log2(BST_fs)\n",
     "\n",
-    "beamlet_ampl_fs4 = si_ampl_fs4 * G_beamlet_sum_sine  # beamlet amplitude for FS signal input sine\n",
-    "beamlet_ampl_fs4_bits = np.log2(beamlet_ampl_fs4)\n",
-    "BST_fs4 = beamlet_ampl_fs4**2 * N_int_sub\n",
+    "beamlet_sum_ampl_fs4 = si_ampl_fs4 * G_beamlet_sum_sine  # beamlet amplitude for FS signal input sine\n",
+    "beamlet_sum_ampl_fs4_bits = np.log2(beamlet_sum_ampl_fs4)\n",
+    "BST_fs4 = beamlet_sum_ampl_fs4**2 * N_int_sub\n",
     "BST_fs4_dB = 10 * np.log10(BST_fs4)\n",
     "BST_fs4_bits = np.log2(BST_fs4)\n",
     "\n",
-    "beamlet_ampl_50dBFS = si_ampl_50dBFS * G_beamlet_sum_sine  # beamlet amplitude -50dBFS signal input sine\n",
-    "beamlet_ampl_50dBFS_bits = np.log2(beamlet_ampl_50dBFS)\n",
-    "BST_50dBFS = beamlet_ampl_50dBFS**2 * N_int_sub\n",
+    "beamlet_sum_ampl_50dBFS = si_ampl_50dBFS * G_beamlet_sum_sine  # beamlet amplitude -50dBFS signal input sine\n",
+    "beamlet_sum_ampl_50dBFS_bits = np.log2(beamlet_sum_ampl_50dBFS)\n",
+    "BST_50dBFS = beamlet_sum_ampl_50dBFS**2 * N_int_sub\n",
     "BST_50dBFS_dB = 10 * np.log10(BST_50dBFS)\n",
     "BST_50dBFS_bits = np.log2(BST_50dBFS)\n",
     "\n",
-    "beamlet_ampl_s16q = si_ampl_s16q * G_beamlet_sum_sine  # beamlet amplitude for signal input sine with sigma = 16 q\n",
-    "beamlet_ampl_s16q_bits = np.log2(beamlet_ampl_s16q)\n",
-    "BST_s16q = beamlet_ampl_s16q**2 * N_int_sub\n",
+    "beamlet_sum_ampl_s16q = si_ampl_s16q * G_beamlet_sum_sine  # beamlet amplitude for signal input sine with sigma = 16 q\n",
+    "beamlet_sum_ampl_s16q_bits = np.log2(beamlet_sum_ampl_s16q)\n",
+    "BST_s16q = beamlet_sum_ampl_s16q**2 * N_int_sub\n",
     "BST_s16q_dB = 10 * np.log10(BST_s16q)\n",
     "BST_s16q_bits = np.log2(BST_s16q)\n",
     " \n",
     "print(\"Coherent (WG sine) signal input level --> Expected beamlet level and BST level:\")\n",
     "print()\n",
-    "print(\"N_ant  si_ampl         si_sigma       beamlet_sigma =         BST\")\n",
-    "print(\"                                       beamlet_ampl\")\n",
+    "print(\"N_ant  si_ampl         si_sigma          beamlet_sum_sigma =           BST\")\n",
+    "print(\"                                         beamlet_sum_ampl\")\n",
     "print(\"         value  #bits     value  #bits        value  #bits           value     dB  #bits\")\n",
     "for ni, na in enumerate(N_ant_arr):\n",
     "    print(f\"{na:5d} \" \\\n",
     "          f\"{si_ampl_fs:8.1f} {si_ampl_fs_bits:6.1f} \" \\\n",
     "          f\"{si_sigma_fs:9.1f} {si_sigma_fs_bits:6.1f} \" \\\n",
-    "          f\"{beamlet_ampl_fs[ni]:12.1f} {beamlet_ampl_fs_bits[ni]:6.1f} \" \\\n",
+    "          f\"{beamlet_sum_ampl_fs[ni]:12.1f} {beamlet_sum_ampl_fs_bits[ni]:6.1f} \" \\\n",
     "          f\"{BST_fs[ni]:15e} {BST_fs_dB[ni]:6.1f} {BST_fs_bits[ni]:6.1f}, \" \\\n",
     "          f\"at 0 dBFS (= FS sine)\")\n",
     "print()\n",
@@ -1038,7 +1073,7 @@
     "    print(f\"{na:5d} \" \\\n",
     "          f\"{si_ampl_fs4:8.1f} {si_ampl_fs4_bits:6.1f} \" \\\n",
     "          f\"{si_sigma_fs4:9.1f} {si_sigma_fs4_bits:6.1f} \" \\\n",
-    "          f\"{beamlet_ampl_fs4[ni]:12.1f} {beamlet_ampl_fs4_bits[ni]:6.1f} \" \\\n",
+    "          f\"{beamlet_sum_ampl_fs4[ni]:12.1f} {beamlet_sum_ampl_fs4_bits[ni]:6.1f} \" \\\n",
     "          f\"{BST_fs4[ni]:15e} {BST_fs4_dB[ni]:6.1f} {BST_fs4_bits[ni]:6.1f}, \" \\\n",
     "          f\"at {20*np.log10(1 / 4**2):.1f} dBFS (= FS / 4)\")\n",
     "print()\n",
@@ -1046,7 +1081,7 @@
     "    print(f\"{na:5d} \" \\\n",
     "          f\"{si_ampl_50dBFS:8.1f} {si_ampl_50dBFS_bits:6.1f} \" \\\n",
     "          f\"{si_sigma_50dBFS:9.1f} {si_sigma_50dBFS_bits:6.1f} \" \\\n",
-    "          f\"{beamlet_ampl_50dBFS[ni]:12.1f} {beamlet_ampl_50dBFS_bits[ni]:6.1f} \" \\\n",
+    "          f\"{beamlet_sum_ampl_50dBFS[ni]:12.1f} {beamlet_sum_ampl_50dBFS_bits[ni]:6.1f} \" \\\n",
     "          f\"{BST_50dBFS[ni]:15e} {BST_50dBFS_dB[ni]:6.1f} {BST_50dBFS_bits[ni]:6.1f}, \" \n",
     "          f\"at -50 dBFS (= FS / {10**(50/20):.0f})\")\n",
     "print()\n",
@@ -1054,14 +1089,14 @@
     "    print(f\"{na:5d} \" \\\n",
     "          f\"{si_ampl_s16q:8.1f} {si_ampl_s16q_bits:6.1f} \" \\\n",
     "          f\"{si_sigma_s16q:9.1f} {si_sigma_s16q_bits:6.1f} \" \\\n",
-    "          f\"{beamlet_ampl_s16q[ni]:12.1f} {beamlet_ampl_s16q_bits[ni]:6.1f} \" \\\n",
+    "          f\"{beamlet_sum_ampl_s16q[ni]:12.1f} {beamlet_sum_ampl_s16q_bits[ni]:6.1f} \" \\\n",
     "          f\"{BST_s16q[ni]:15e} {BST_s16q_dB[ni]:6.1f} {BST_s16q_bits[ni]:6.1f}, \" \\\n",
     "          f\"at {dBFS_16q:.1f} dBFS (= FS / {10**(-dBFS_16q/20):.0f})\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 20,
    "id": "06c7b393",
    "metadata": {},
    "outputs": [
@@ -1071,8 +1106,8 @@
      "text": [
       "Incoherent white noise input level --> Expected beamlet level and BST level:\n",
       "\n",
-      "N_ant  si_sigma     beamlet_sigma        beamlet_sigma_re =         BST\n",
-      "                                         beamlet_sigma_im\n",
+      "N_ant  si_sigma        beamlet_sum_sigma    beamlet_sum_sigma_re =           BST\n",
+      "                                            beamlet_sum_sigma_im\n",
       "          value  #bits      value  #bits            value  #bits           value     dB  #bits\n",
       "    1    2048.0   11.0     2048.0   11.0           1448.2   10.5    8.192000e+11  119.1   39.6\n",
       "   12    2048.0   11.0     7094.5   12.8           5016.6   12.3    9.830400e+12  129.9   43.2\n",
@@ -1092,40 +1127,40 @@
     "# Beamlet level and BST level for incoherent white noise input (similar as for SST)\n",
     "\n",
     "# si_std = FS / 4\n",
-    "nbeamlet_sigma_fs4 = ni_sigma_fs4 * G_beamlet_sum_noise\n",
-    "nbeamlet_sigma_fs4_bits = np.log2(nbeamlet_sigma_fs4)\n",
-    "nbeamlet_sigma_re_fs4 = nbeamlet_sigma_fs4 / np.sqrt(N_complex)\n",
-    "nbeamlet_sigma_re_fs4_bits = np.log2(nbeamlet_sigma_re_fs4)\n",
-    "nBST_fs4 = nbeamlet_sigma_fs4**2 * N_int_sub\n",
+    "nbeamlet_sum_sigma_fs4 = ni_sigma_fs4 * G_beamlet_sum_noise\n",
+    "nbeamlet_sum_sigma_fs4_bits = np.log2(nbeamlet_sum_sigma_fs4)\n",
+    "nbeamlet_sum_sigma_re_fs4 = nbeamlet_sum_sigma_fs4 / np.sqrt(N_complex)\n",
+    "nbeamlet_sum_sigma_re_fs4_bits = np.log2(nbeamlet_sum_sigma_re_fs4)\n",
+    "nBST_fs4 = nbeamlet_sum_sigma_fs4**2 * N_int_sub\n",
     "nBST_fs4_dB = 10 * np.log10(nBST_fs4)\n",
     "nBST_fs4_bits = np.log2(nBST_fs4)\n",
     "\n",
     "# si_std = 16\n",
-    "nbeamlet_sigma_s16q = ni_sigma_s16q * G_beamlet_sum_noise\n",
-    "nbeamlet_sigma_s16q_bits = np.log2(nbeamlet_sigma_s16q)\n",
-    "nbeamlet_sigma_re_s16q = nbeamlet_sigma_s16q / np.sqrt(N_complex)\n",
-    "nbeamlet_sigma_re_s16q_bits = np.log2(nbeamlet_sigma_re_s16q)\n",
-    "nBST_s16q = nbeamlet_sigma_s16q**2 * N_int_sub\n",
+    "nbeamlet_sum_sigma_s16q = ni_sigma_s16q * G_beamlet_sum_noise\n",
+    "nbeamlet_sum_sigma_s16q_bits = np.log2(nbeamlet_sum_sigma_s16q)\n",
+    "nbeamlet_sum_sigma_re_s16q = nbeamlet_sum_sigma_s16q / np.sqrt(N_complex)\n",
+    "nbeamlet_sum_sigma_re_s16q_bits = np.log2(nbeamlet_sum_sigma_re_s16q)\n",
+    "nBST_s16q = nbeamlet_sum_sigma_s16q**2 * N_int_sub\n",
     "nBST_s16q_dB = 10 * np.log10(nBST_s16q)\n",
     "nBST_s16q_bits = np.log2(nBST_s16q)\n",
     "\n",
     "print(\"Incoherent white noise input level --> Expected beamlet level and BST level:\")\n",
     "print()\n",
-    "print(\"N_ant  si_sigma     beamlet_sigma        beamlet_sigma_re =         BST\")\n",
-    "print(\"                                         beamlet_sigma_im\")\n",
+    "print(\"N_ant  si_sigma        beamlet_sum_sigma    beamlet_sum_sigma_re =           BST\")\n",
+    "print(\"                                            beamlet_sum_sigma_im\")\n",
     "print(\"          value  #bits      value  #bits            value  #bits           value     dB  #bits\")\n",
     "for ni, na in enumerate(N_ant_arr):\n",
     "    print(f\"{na:5d} \" \\\n",
     "          f\"{ni_sigma_fs4:9.1f} {ni_sigma_fs4_bits:6.1f} \" \\\n",
-    "          f\"{nbeamlet_sigma_fs4[ni]:10.1f} {nbeamlet_sigma_fs4_bits[ni]:6.1f} \" \\\n",
-    "          f\"{nbeamlet_sigma_re_fs4[ni]:16.1f} {nbeamlet_sigma_re_fs4_bits[ni]:6.1f} \" \\\n",
+    "          f\"{nbeamlet_sum_sigma_fs4[ni]:10.1f} {nbeamlet_sum_sigma_fs4_bits[ni]:6.1f} \" \\\n",
+    "          f\"{nbeamlet_sum_sigma_re_fs4[ni]:16.1f} {nbeamlet_sum_sigma_re_fs4_bits[ni]:6.1f} \" \\\n",
     "          f\"{nBST_fs4[ni]:15e} {nBST_fs4_dB[ni]:6.1f} {nBST_fs4_bits[ni]:6.1f}\")\n",
     "print()\n",
     "for ni, na in enumerate(N_ant_arr):\n",
     "    print(f\"{na:5d} \" \\\n",
     "          f\"{ni_sigma_s16q:9.1f} {ni_sigma_s16q_bits:6.1f} \" \\\n",
-    "          f\"{nbeamlet_sigma_s16q[ni]:10.1f} {nbeamlet_sigma_s16q_bits[ni]:6.1f} \" \\\n",
-    "          f\"{nbeamlet_sigma_re_s16q[ni]:16.1f} {nbeamlet_sigma_re_s16q_bits[ni]:6.1f} \" \\\n",
+    "          f\"{nbeamlet_sum_sigma_s16q[ni]:10.1f} {nbeamlet_sum_sigma_s16q_bits[ni]:6.1f} \" \\\n",
+    "          f\"{nbeamlet_sum_sigma_re_s16q[ni]:16.1f} {nbeamlet_sum_sigma_re_s16q_bits[ni]:6.1f} \" \\\n",
     "          f\"{nBST_s16q[ni]:15e} {nBST_s16q_dB[ni]:6.1f} {nBST_s16q_bits[ni]:6.1f}, at {dBFS_16q:.1f} dBFS\")"
    ]
   },
@@ -1144,9 +1179,9 @@
    "source": [
     "## 3.5 Beamlet output\n",
     "\n",
-    "The beamlet output is W_beamlet = 8 bit. The beamlet has a sign bit, about 1 bit for the sigma and about 2 bits to fit a range of 4 sigma, so about 4 bits can carry the noise signal. The extra 4 bits are for some RFI and to fit differences in subband noise level due to the antenna and RCU2 band filter shape, in case these differences are not fully equalized by the subband weights. The subband noise level can be equalized using the subband weights, to have more dynamic range for RFI the beamlet.\n",
+    "The beamlet output is W_beamlet = 8 bit. The beamlet has a sign bit, about 1 bit for the sigma and about 2 bits to fit a range of 4 sigma, so about 4 bits can carry the noise signal. The extra 4 bits are for some RFI and to fit differences in subband noise level due to the antenna and RCU2 band filter shape, in case these differences are not fully equalized by the subband weights. The subband noise level can be equalized using the subband weights, to have more dynamic range for RFI in the beamlet output.\n",
     "\n",
-    "Choosing FPGA_beamlet_output_scale_RW = 1 sqrt(N_ant) makes that the beamlet output level for noise input is equal to that of N_ant = 1 for all N_ant. The BST can be used to check whether the beamlet output will fit."
+    "Choosing FPGA_beamlet_output_scale_RW = 1 / sqrt(N_ant) makes that the beamlet output level for noise input is equal to that of N_ant = 1 for all N_ant. The BST can be used to check whether the beamlet output will fit."
    ]
   },
   {
@@ -1159,7 +1194,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 21,
    "id": "def6eba7",
    "metadata": {},
    "outputs": [
@@ -1167,11 +1202,33 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "ampl = 1.0\n",
+      "sigma = 4\n",
+      "sigma_y = 4.000000\n",
+      "sigma_z = 4.000000\n",
+      "mean_y = -0.031990\n",
+      "mean_z = 0.041970+0.136082j\n",
+      "\n",
       "The DFT of the sine plot shows:\n",
       ". G_fft_real_input_dc = 1\n",
       ". G_fft_real_input_sine = 0.5\n",
       "\n",
-      "The DFT of the block plot shows that the first harmonic has an amplitude of 4/pi * A/2 = 0.6364949321522198, which is larger than A / 2 = 0.5000000000000007 for sine input. Hence the bin samples need 1 bit more than for a full scale sine, because to also fit e.g. this harmonic of a block wave.\n"
+      "The DFT of the block plot shows that the first harmonic has an amplitude of 4/pi * A/2 = 0.6364949321522198, which is larger than A / 2 = 0.5000000000000007 for sine input. Hence the bin samples need 1 bit more than for a full scale sine, because to also fit e.g. this harmonic of a block wave.\n",
+      "\n",
+      "len(Y_fft) = 1024\n",
+      "len(Y_rfft) = 513\n",
+      "\n",
+      ". mean(Y_fft) = 0.003193+0.000000j\n",
+      ". mean(Y_rfft) = 0.003014+0.005344j\n",
+      "\n",
+      "For the DFT of the real input noise the expected std() = 0.125000:\n",
+      ". std(Y_fft) = 0.12496321601460109\n",
+      ". std(Y_rfft) = 0.12481753522674345\n",
+      "The slight difference with fft() and rfft() std() results is due to that mean_Y_fft and mean_Y_rfft are not 0, so rms != std\n",
+      "\n",
+      "For the DFT of the complex input noise the expected std() = 0.125000:\n",
+      ". std(Z_fft) = 0.12499195618198528\n",
+      ". rms(Z_fft) = 0.1250791927160722\n"
      ]
     },
     {
@@ -1200,7 +1257,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x288 with 2 Axes>"
       ]
@@ -1231,7 +1288,7 @@
     "N_bins = N_fft // 2 + 1  # positive frequency bins including DC and f_s/2\n",
     "\n",
     "# . select a bin\n",
-    "i_bin = 200   # bin index in range(N_bins)\n",
+    "cw_bin = 200   # carrier wave bin index in range(N_bins)\n",
     "dc_bin = 0  # DC\n",
     "\n",
     "# . time and frequency axis\n",
@@ -1245,23 +1302,42 @@
     "f_axis_rfft = f_axis[0:N_bins]  # positive frequency bins\n",
     "\n",
     "bw_bin = f_s / N_fft  # bin band width\n",
-    "f_bin = i_bin * bw_bin  # bin frequency\n",
+    "f_bin = cw_bin * bw_bin  # bin frequency\n",
     "\n",
-    "# . create sine at bin + DC, use cos to see DC at i_bin = 0  \n",
+    "# . create sine at cw_bin and with DC, use cos to create DC at dc_bin = 0  \n",
     "s = ampl * np.cos(2 * np.pi * f_bin * t_axis)\n",
     "dc = ampl * np.cos(2 * np.pi * dc_bin * t_axis)  # equivalent to dc = ampl\n",
     "noise = np.random.randn(N_fft)\n",
     "noise *= sigma / np.std(noise)  # apply requested sigma\n",
+    "#noise -= np.mean(noise)  # apply zero mean\n",
     "b = ampl * np.sign(s)  # block wave, sign: -1 if x < 0, 0 if x==0, 1 if x > 0\n",
     "\n",
     "x = s + dc\n",
     "y = noise\n",
+    "mean_y = np.mean(y)\n",
+    "sigma_y = np.std(y)\n",
+    "\n",
+    "noise_complex = np.random.randn(N_fft) + np.random.randn(N_fft) * 1j\n",
+    "noise_complex *= sigma / np.std(noise_complex)  # apply requested sigma\n",
+    "#noise_complex -= np.mean(noise_complex)  # apply zero mean\n",
+    "z = noise_complex\n",
+    "mean_z = np.mean(z)\n",
+    "sigma_z = np.std(z)\n",
+    "\n",
+    "print(f\"ampl = {ampl}\")\n",
+    "print(f\"sigma = {sigma}\")\n",
+    "print(f\"sigma_y = {sigma_y:.6f}\")\n",
+    "print(f\"sigma_z = {sigma_z:.6f}\")\n",
+    "print(f\"mean_y = {mean_y:.6f}\")\n",
+    "print(f\"mean_z = {mean_z:.6f}\")\n",
+    "print()\n",
     "\n",
     "# . DFT using complex input fft()\n",
     "S_fft = np.fft.fftshift(np.fft.fft(s) / N_fft)\n",
     "B_fft = np.fft.fftshift(np.fft.fft(b) / N_fft)\n",
     "X_fft = np.fft.fftshift(np.fft.fft(x) / N_fft)\n",
     "Y_fft = np.fft.fftshift(np.fft.fft(y) / N_fft)\n",
+    "Z_fft = np.fft.fftshift(np.fft.fft(z) / N_fft)\n",
     "\n",
     "# . DFT using real input rfft()\n",
     "S_rfft = np.fft.rfft(s) / N_fft\n",
@@ -1295,7 +1371,7 @@
     "plt.plot(f_axis_rfft, abs(B_rfft))\n",
     "plt.grid()\n",
     "\n",
-    "# Plot noise spectrum\n",
+    "# Plot real input noise spectrum\n",
     "plt.figure(figsize=(10, 4))\n",
     "plt.subplot(1, 2, 1)\n",
     "plt.title('DFT of real input noise using fft (DSB)')\n",
@@ -1315,12 +1391,39 @@
     "B_max = max(abs(B_rfft)) \n",
     "print(f\"The DFT of the block plot shows that the first harmonic has an amplitude of 4/pi * A/2 = {B_max}, \\\n",
     "which is larger than A / 2 = {S_max} for sine input. Hence the bin samples need 1 bit more than for a full \\\n",
-    "scale sine, because to also fit e.g. this harmonic of a block wave.\")"
+    "scale sine, because to also fit e.g. this harmonic of a block wave.\")\n",
+    "print()\n",
+    "\n",
+    "print(f\"len(Y_fft) = {len(Y_fft)}\")\n",
+    "print(f\"len(Y_rfft) = {len(Y_rfft)}\")\n",
+    "print()\n",
+    "\n",
+    "mean_Y_fft = np.mean(Y_fft)\n",
+    "mean_Y_rfft = np.mean(Y_rfft)\n",
+    "print(f\". mean(Y_fft) = {mean_Y_fft:.6f}\")\n",
+    "print(f\". mean(Y_rfft) = {mean_Y_rfft:.6f}\")\n",
+    "print()\n",
+    "\n",
+    "sigma_Y_fft = np.std(Y_fft)\n",
+    "sigma_Y_rfft = np.std(Y_rfft)\n",
+    "print(f\"For the DFT of the real input noise the expected std() = {sigma_y / np.sqrt(N_fft):.6f}:\")\n",
+    "print(f\". std(Y_fft) = {sigma_Y_fft}\")\n",
+    "print(f\". std(Y_rfft) = {sigma_Y_rfft}\")\n",
+    "print(\"The slight difference with fft() and rfft() std() results is due to that \\\n",
+    "mean_Y_fft and mean_Y_rfft are not 0, so rms != std\")\n",
+    "print()\n",
+    "\n",
+    "sigma_Z_fft = np.std(Z_fft)\n",
+    "rms_Z_fft = np.sqrt(np.sum(np.abs(Z_fft)**2) / N_fft)\n",
+    "print(f\"For the DFT of the complex input noise the expected std() = {sigma_z / np.sqrt(N_fft):.6f}:\")\n",
+    "print(f\". std(Z_fft) = {sigma_Z_fft}\")\n",
+    "print(f\". rms(Z_fft) = {rms_Z_fft}\")\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 22,
    "id": "2e386180",
    "metadata": {},
    "outputs": [
@@ -1342,9 +1445,9 @@
     },
     {
      "data": {
-      "image/png": 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m3devdx2ZUkol48QJ2Vlfrpxs/nrxRanJatVKk6zzaLIVrOrWhT/+kKxl2TI5j2bAgKBdWly6VHYYPvKIhLpkicxoZc/uOrLQU7++LMG++ir8/LPMcg0cqD26lFJBZMYM6dszZIgkV+vWSeFpJBbipoAmW8EsKkoqqNeskS70Q4bIH/esWa4j+1d8vKx4VqkiO3knTJDzQsuVcx1ZaIuJkSPA1qyRnYuDB8uy7IIFriNTSkW03bsluWrYUOpCZs+GTz+Vw5/VBWmyFQpy55bdHXPmnOtS37WrHIzt0M8/yyzWiy/KgeurVknxu84e+0/+/NIXd/p0Ge4aNSQJO3bMdWRKqYgzebK84P/qK3kF+PffUmOsLkmTrVBSt66s1/XpI8uL5cvLOrnHTp6Uo6vq1JGmwLNmyU7DHDk8DyViNGoEy5dLjj1ihAz9b7+5jkopFRH275fZrHvvhaJFpUH3M89oMe5l8EuyZYxpaIxZY4xZb4x5+iLXu9sYY40xVfxxvxEpNlZ6BPzyi0zh1qsnZ0t5VMu1fLn0zHr1VanPWrZM2juowMuSRY4P++kn2aBaq5Yc/XP6tOvIlFJha9o0KRz98kt4/nk517BsWddRhZxUJ1vGmGjgbaARUBZobYz5z0gYYzIDjwG/p/Y+FdIjYOlS6N4d3nhDzpsK4I7FhAQpeK9SRc77mzZNOlVkzBiwu1QXULu2DH3btvK/r1Yt3bGolPKzkyehZ0/ZFp03r5xfOGCA9u+5Qv6Y2boRWG+t3WitPQVMAJolc73ngeGAtmv0l4wZJdGaPh3++UcyoY8/9ntfrj17ZBmrZ08pF1u2DBo39utdqMuUJQt88glMnCjtNSpWlBpVpZRKtXXr5CDXkSOld8/ChVKgq66Ysal8YjbGtAAaWms7+z5vB1S11nZLcp1KQH9r7d3GmLlAb2vtH8ncVhegC0DevHkrT5gwIVWxpURcXByZwuCMprT79lFm6FCyL1nC7vr1WdurF2f9MO20bFlWBg8uy5EjaXj00fXcccfOgBXAh8tYeG3v3nQMHVqapUuz07jxP3Tvvp506RJSdZs6FsFDxyK4hPt45J01i5IjRmBjYlj95JPsr1nTdUgXFGxjUa9evcXW2uTLpKy1qXoDWgAfJvm8HfBWks+jgLlAUd/nc4Eql7rdypUrWy/MmTPHk/vxxJkz1r7wgrVRUdYWL27tX39d8U0lJFj78svWRkdbW6KEtUuX+jHOCwirsfDY6dPW9utnLVhbsaK169en7vZ0LIKHjkVwCdvxOHHC2k6d5J9IrVrWbtvmOqJLCraxAP6wF8hp/LGMuAMolOTzgr6vJcoMXAfMNcZsBqoBU7VIPgCio6F/f6mgPnFCpoGvYHbw0CG46y7Z9Ni8ufRW1Rnk4JYmjbRhmzYNtmyRnlxTpriOSikVErZuhZtukm3lAwbIGYcFC7qOKqz4I9laBJQ0xhQzxqQFWgFTEy+01h621uay1ha11hYFFgBNbTLLiMpPbroJFi+WA0Fbt4YnnoAzZ1L0rcuXy7dNmwavvy5tVbJmDWy4yn8aN5bu/ddcIwnzU0/JMUpKKZWsxMOj162Dr7+WXTdaBO93qU62rLVngG7ADGAVMMlau8IYM9gY0zS1t6+uUL580tm3e3d47TVo0EAq3S9i6lSZDDtxQibHHntMG5SGoiJFpDNI167SJaRpUzh82HVUSqmgYq308GnQQBpnL1wo/yxUQPilz5a1drq1tpS1tri1dojva89aa6cmc926OqvlkZgY2a346adyzkuVKnLo3nmshaFDZcmwdGnZ4VujhvfhKv9Jl04OBX/nHZg5U5JobQ+hlALknLW2baU79Z13wu+/y3S4ChjtIB8J2rWTduPWSn+uadP+vej4cTl2sX9/WXH8+WcoUMBhrMqvHn5YOvzv2SPNaH/4wXVESimn9u6V0+7/9z944QWpFcmc2XVUYU+TrUhx/fUyTVy6NDRrBq+/zq6dljp1pFfTsGFyBp8e2B5+6taV2coCBeTs2HfecR2RUsqJlSuhalU5bmfyZHmVrbUintBkK5Lkzy/FWM2asarX+1S75gCrVlm+/loKqfUxF76KFZPJzdtvh0cflfFOSF0rLqVUKPnhB6kPOX5cngdatHAdUUTRZCvSZMzIzz0+p0a6xcQfPc1P5bpxR92jrqNSHsicWdpBPPywFM63aSMnciilwtwHH8i0dqFCUp91442uI4o4mmxFmAkToMFtUeQrloH5L/5E5UXvy2HWu3e7Dk15IDpazrQcPlz+Fm69FQ4edB2VUiogrJXT6rt0kV2H8+bJdmXlOU22IoS18PLLUgRftao85oo93VL6qqxcKYXzGza4DlN5wBh48kmpj12wQIZ+yxbXUSml/OrsWen/8vzz0KkTfPONHKqqnNBkKwIkJECvXvIEe++90gogRw7fhY0bS1O7gwdlPf/PP53GqrzTurX8LezcCdWqyQHjSqkwEB8P99wDo0ZBv37w4YfaqNQxTbbC3Jkz8qJm5EhpUjp+PMTGnnelatVkqis2FurU0f4AEaROHfj1V4iKko8XLHAdkVIqVQ4flvqsKVPkH/+QIbr7KQhoshXGEl/cfPIJPPccjBghT6rJKl1atqsVLSpb1iZP9jJU5dC110rClSMH3HKL5tpKhaydO+VV02+/ySvrHj1cR6R8NNkKU0ePQpMm8NVX8uLm2WdT8OKmQAE556VqVWjVSrI0FRGKFZOhv/pqWVn+5ZdcrkNSSl2OrVuhdm05KuLbb+V/uAoammyFoQMHZIZi7lzJly7rxU22bPD993DzzXD//XLmi4oIiW3YKleGQYOuZcwY1xEppVJkwwZJtPbulanpBg1cR6TOo8lWmNmzR2aRly6FL76A9u2v4EYyZpSdK02awCOPyGGlKiJkzy7H+1SqdJCOHeGtt1xHpJS6qNWrJdGKi5PNTtWquY5IJUOTrTCye7e0zNqwAaZPl1N5rlhsLHz5pRR99e4NgwdL/wgV9jJmhCFDltG8OXTvLsvQSqkgtGyZvLo+e1aWMipVch2RugDdCxomdu6Ulb+tW+G77+Txl2oxMdKMKUMGGDgQjh2TQxR1Z0vYS5vWMmmSlH307Cn/yx9/3HVUSql/LV4sXYnTp4fZs+Gaa1xHpC5Ck60wsGOHJFo7dki5Va1afrzxNGlg9GhJuF56SWa3hg/XhCsCxMRIl/k2beCJJ6SNyJNPuo5KKcWCBdLeIXt2SbSuvtp1ROoSNNkKcdu3nzttZ8YM6Qbud1FRcsYLSBv6qCh48UVNuCJA4uRmdLQcXn32LPTt6zoqpSLYwoVw222QO7fUaBUu7DoilQKabIWwrVsl0dq3TzqBB7Qu0hiplk6c2YqK0mZ5ESJNGhg7VhKufv1khuuZZ1xHpVQE+vNPSbRy5ZIarYIFXUekUkiTrRC1Y4ckWvv3y+4xTw5xT5zhSkiQma2oKDl3SxOusJcmjbQRiY6Wnm1RUdC/v+uolIogS5dKT5+sWWVGSxOtkKLJVgjavRvq15cZrR9+gBtu8PDOo6Kk91ZCgsxsRUdLe3oV9qKjpXzPWhgwQMr4evVyHZVSEWDZMkm0MmWCOXOgSBHXEanLpMlWiNm/X/rVbdsmS4eeJlqJoqLg/fcl4Ro8WD4fONBBIMpriQlXfLzsTkyfHrp2dR2VUmFs5Up5dR0bKzNaxYq5jkhdAU22QsihQ7LTd+1a6aMVkGL4lIqKgg8+kIRr0CBpztS7t8OAlFfSpIFx4yThevhhSbg6dHAdlVJhaPVq2WqeJo0kWiVKuI5IXSFNtkJEXJycD71smZx3ePPNriNCEq4PP4Tjx6FPH8iSBbp0cR2V8kDatDBpEjRtCp06yYvuli1dR6VUGNm0SWa0QBKtUqXcxqNSRZOtEHD8ONxxh+z4nTxZkq6gER0tW9Xi4mQ9KXNmaN3adVTKA7Gxkvg3aiS9uGJjU3lqgVJK7NwpNVrx8XJgaenSriNSqaTH9QS5kyfhrrvk8TZ2LNx5p+uIkpE2LXz+uZzP1a4dTJ3qOiLlkQwZYNo0qFIF7r1XmuoqpVLhwAGpF9mzR44Due461xEpP9BkK4idPQtt20qz0g8/DPIJo/Tp5fDqypXlWXf2bNcRKY9kzixJ1rXXyguD335zHZFSISqxXmTdOvj6a496+igvaLIVpKyFRx6RCaPXXpO6mKCXObO8EitZUtaT5s93HZHySLZsknAVKgSNG0ttoVLqMpw8Cc2bwx9/wMSJQVKYq/xFk60g9cwzMGqUHI0SUr2McuSQnhT588srtL//dh2R8kiePDL0GTJIk+tNm1xHpFSIOHNGli5mz5beKlr8GHY02QpCI0dKv9AHH5T3ISd/fum2mjGjPOtu3uw6IuWRIkUk4YqPl7KT3btdR6RUkEtIkH/2U6bIP//27V1HpAJAk60gM24c9OwJd98tjdpD9iScIkWk2Cw+XhKuvXtdR6Q8cu210gfun39kp+Lhw64jUipIWSv9CceMkX6FPXq4jkgFiCZbQeTbb+H++2Wp/rPPpKtCSLv2WtmqtnWrFPLExbmOSHmkWjX44gup3WrWTHJupdR5Xn4ZRoyAxx6TQ0dV2PJLsmWMaWiMWWOMWW+MeTqZyx83xqw0xvxtjJltjNGDnc4zbx7ccw9UrCi9i9Klcx2Rn9SsKcWeixdDixZw6pTriJRHGjaETz+Fn3+GVq2kLEUp5TNuHDz1lDw4XnsthJcxVEqkOtkyxkQDbwONgLJAa2NM2fOutgSoYq0tD3wOvJTa+w0ny5dDkyayk+u772RTX1hp2lSq/WfMgAcekBoFFRFat4Y33pBd7A89JKsmSkW8WbOgY0eoV0+WEKN0kSnc+aOD/I3AemvtRgBjzASgGbAy8QrW2jlJrr8AaOuH+w0LO3ZIXUv69FJYnDu364gC5IEHpFq6f3/ImxdeecV1RMoj3bpJf8bnn4fChfXMchXh/vxTGtKVLStF8WGzjKEuxh/JVgFgW5LPtwNVL3L9B4Dv/HC/Ie/IEemOcOgQ/PKL1JSHtb59YdcuePVVyJdPD66OIM89B9u2SQ1woUIh0jdOKX/buFH+6efIIcsYWbO6jkh5xNOzEY0xbYEqQJ0LXN4F6AKQN29e5s6dG/CY4uLiPLmf850+bejbtxwrVmTjxReXcejQQRyE4b3mzSm7bBl5+vRh5aFD7Lnlln8vcjUW6r8CMRZt2hiWLy/Hgw9mZ9++Zdx44wG/3n640sdFcLnS8Yg5fJjru3Uj5vhxlgwfzvG1a2HtWv8HGEFC6rFhrU3VG1AdmJHk875A32SudwuwCsiTktutXLmy9cKcOXM8uZ+kEhKsbd/eWrB2zBjP7969+Hhr69a1Nm1aa+fO/ffLLsZCJS9QY3H4sLUVK1qbKZO1ixcH5C7Cjj4ugssVjUdcnLVVq1obG2vtr7/6PaZIFWyPDeAPe4Gcxh9VeYuAksaYYsaYtEAr4P+dRGyMuR54H2hqrd3jh/sMac8+K7u0Bg+GDh1cR+NAunTw5ZdQvLgcT7FqleuIlEeyZJEWJzlySDcQ7Xerwt6ZM7LjcNEiGD9edmiriJPqZMtaewboBsxAZq4mWWtXGGMGG2Oa+q72MpAJmGyMWWqMmXqBmwt7H3wAL7wAnTvDgAGuo3Eoe3bpfJk2rdQwaKvxiHHVVVKuEh8vm0MO6GqiClfWQvfu0m/w7bflxaWKSH7Zb2qtnW6tLWWtLW6tHeL72rPW2qm+j2+x1ua11lb0vTW9+C2Gp+nT4eGH5QkmpLvD+0vRovJPaM8eaNKEqBMnXEekPFK2rLSD2LhRm56qMPbaa/Dee9JPq2tX19Eoh7S5h0f++EOallaoAJMmQRpPtyYEsRtukKn1P/+k7AsvwNmzriNSHqldW5bTf/0V2rXT9msqzHz5JfTpI//4hw51HY1yTJMtD2zeLE1L8+SRepVMmVxHFGSaNoWRI8n122/Qq5d2vowgLVtKy7XPP4d+/VxHo5SfLFwIbdtC1arwySfatFR52/ohEh0+LInWyZMwd660l1LJ6NaNbT//TKE334RixSTpUhHh8cdhwwYYPhxKlpT+t0qFrM2b4Y475J/9119Lx2oV8TTZCqAzZ+SV+5o1clJN6dKuIwpuG7p2pVBCAjzxhLQav/tu1yEpDxgjR/ps2CBlLcWKyWHsSoWcQ4dkm+2pU/LqOk8e1xGpIKFzmwFirRzkPmOGFMPrk0cKREXB2LEy9d62Lfz+u+uIlEfSpJFaxmuukRx79WrXESl1mU6fhhYtpFHpl19CmTKuI1JBRJOtAHnzTXjnHamP7NzZdTQhJH16mDoV8ueXbWpbt7qOSHkka1bZnJo2rUwO7N3rOiKlUsha2Wo+ezZ8+KEcMK1UEppsBcC330rJUfPmMGyY62hCUO7c8qx74oTUPhw96joi5ZGiRaXM5Z9/4M47tSWEChHDh8NHH8Ezz0Rop2p1KZps+dlff0mz4IoVYdw43YRyxcqWlXWlFSvgvvu0JUQEqVZNNnDNmyfF8ro5VQW1SZOgb1/5P/Xcc66jUUFKUwE/2rlTdh5mzQrffAMZM7qOKMTddptUTk+bJk0BVcS4914YMgT+9z851kqpoLRgAbRvDzfdJDNbEd+pWl2I7kb0k+PHpV3UwYPwyy9yJInyg0cekbMTX31VqqcffNB1RMojfftKrfGgQVCiBLRp4zoipZLYvl1qRQoUgClTIDbWdUQqiGmy5QcJCdIBe/FiqTe5/nrXEYWZESNg3TpJvIoX162dEcIYGDVK2hZ16iT1XHqGrwoKx4/LBp7jx6UoPlcu1xGpIKfLiH7Qr5/s9H3lFannVn6WJg1MnAilSklfgLVrXUekPJI2LXzxBRQpIpMImza5jkhFPGsl+1+yRI4au/Za1xGpEKDJVip9/LFsRHnoIW16HlCJfQHSpJHCuAMHXEekPJIzp+zwPXtWXswcOeI6IhXJiowbJy/+hg2THiVKpYAmW6kwb54kWfXrS18trY0MsGLF4KuvYMsWaR546pTriJRHSpaUTV+rV0vtlm5OVU5MmUKx0aOlbqRPH9fRqBCiydYV2roV7rpLljcmTYKYGNcRRYiaNWXXz5w5UsOlfQEixi23wMiRMsHZv7/raFTE+esvaNuWI2XKSDGhvrpWl0EL5K/AsWOy8zA+Hn76CXLkcB1RhGnbVqY4hgyRIzGeeMJ1RMojjz4qrdeGD5dSmXbtXEekIsKePfJPP3t2lj//PDV056G6TJpsXaaEBGkQvGyZvMLWw6UdGTxYEq4nn5QGqI0auY5IeWTkSBn6zp1lebFaNdcRqbB26pRszNmzB375hVNxca4jUiFIlxEv0+DBsjvqpZf0+d2pqChpM16+vLTs15OLI0ZMDEyeDIUKyQ7FbdtcR6TClrVSrvDrrzBmDFSp4joiFaI02boMkyfLaQz33w+PP+46GkXGjNLYLDb2XEdZFRFy5pRTGk6ckHZHx465jkiFpTfekBrR/v2hZUvX0agQpslWCi1ZIsuH1avDe+9pbWTQKFxYmpxt3ixnvJw54zoi5ZEyZWDCBKlb7tBBlviV8puZM+VVdfPmemaUSjVNtlJg92559Zwzpzyvp0vnOiL1/9SsKRnwDz9A796uo1EeatQIXn5Zlvb1DGDlN2vXykzWddfB2LFStqBUKmiB/CWcPAl33gn79klfrXz5XEekktWpk+xaeP11KFcOHnjAdUTKI716wfLlMvlQtqyu9qhUOnhQuuemSSNlCpkyuY5IhQFN1y/CWujaFebPl1psPfMwyL38MjRoAA8/LAWtKiIYA+++KxOc998Pf/zhOiIVss6ckQ03mzbJMkbRoq4jUmFCk62LGDFCNqA8+yzcc4/raNQlJZ6hWLSodJzdssV1RMoj6dLJc2OePLLk/88/riNSIalPH6nVeucdqFXLdTQqjGiydQHffSePu7vvhoEDXUejUix7dpg6VXrjNGsG2hMnYuTJI0N/+LDUNJ844ToiFVJGj5YyhB49pImbUn6kyVYyVq+WmeRy5WT5UGsjQ0zp0rJNbdkyWVfSbWoRo0IFGDcOFi2S50s9zUmlyK+/Ss1Igwbw6quuo1FhSNOI8xw8KC2b0qWT2siMGV1HpK5Iw4bntqnptu2I0rw5vPAC/O9/cqyPUhe1ZYuUHRQtKmUIaXTfmPI//atK4swZ2cm0ebOcc1ykiOuIVKr06iWzW889J1u4W7RwHZHySL9+skOxXz85Q/GOO1xHpIJSXJyUG5w6JWvQ2bO7jkiFKZ3ZSqJ3b5g1S1o21azpOhqVasbIYFavLl0vly51HZHyiDHS+LtSJbjvPkm8lPp/kh50O3GiHnSrAkqTLZ+PPpIDbnv2lJZNKkwkblPLkUPWh3fvdh2R8kiGDFIKkDmzzGzt2+c6IhVUnntO/je88grcdpvraFSY02QLqY18+GF5vL38sutolN/lyyfPuvv2SW3GyZOuI1IeKVAAvvoKdu6UVeRTp1xHpILCpElSy9mxo7zCVirA/JJsGWMaGmPWGGPWG2OeTubydMaYib7LfzfGFPXH/frDrl3puOsuKFZMNrBpbWSYqlQJPv4YfvsNHnlEt6lFkBtvlJnrn36SXf069BHuzz9ll3KNGtINVw+6VR5IdbJljIkG3gYaAWWB1saYsudd7QHgoLW2BDACCIo9QnFx0L9/uX9rI7Nlcx2RCqiWLWHAAOmnM3Kk62iUh9q0gaeegvffl36VKkLt2iUF8bly6UG3ylP+mNm6EVhvrd1orT0FTACanXedZsAnvo8/B+ob4/blREICtG8PmzdnZNIkuOYal9Eozzz3nBx2+cQTMGOG62iUh4YMgSZN4LHHYPZs19Eoz8XHy2P/wAF5dZ03r+uIlEcOHXJfs2lsKufUjTEtgIbW2s6+z9sBVa213ZJcZ7nvOtt9n2/wXWffebfVBegCkDdv3soTJkxIVWwXExcXzdNPl6d69e20abM3YPejUi4uLo5MHhz6Gn3iBNd360bs7t0sfucdThQuHPD7DDVejYXXjh2Lplu3Suzfn5Z33/2TAgWCv818uI6Fp6yl9LBh5Js5k+WDBrGvTp0rvikdj+CRkrE4e9bQt285du2K5aOPFhETE7g6gnr16i221lZJ9kJrbaregBbAh0k+bwe8dd51lgMFk3y+Ach1sdutXLmyDbRTp6z98cc5Ab8flTJz5szx7s42bbI2Vy5rS5Wy9uBB7+43RHg6Fh7bsMHaHDmsLVPG2kOHXEdzaeE8Fp55+WVrwdpBg1J9UzoewSMlY/H44zL0H3wQ+HiAP+wFchp/LCPuAAol+byg72vJXscYkwbICuz3w32nSkyM1kZGrKJFpWZj40Y5m+nMGdcRKY9cfTV8/jmsWwetW8PZs64jUgE1fTo8+STccw8884zraJSHxoyB116Dbt3cH3fpj2RrEVDSGFPMGJMWaAVMPe86U4EOvo9bAD/6skCl3KlVS6qlZ8yQf8YqYtSrB2++KQfOP/2f/dMqbKxcKS+mKlaUZ1496DZi/PYbPPQQ1K8PI0a4jsYPx/VYa88YY7oBM4BoYLS1doUxZjAypTYV+AgYa4xZDxxAEjKl3HvwQekgPWKEHOmjHW0jRteuMvSvvCJD36HDpb9HhZD9+6WRcWJ32wwZXEekPLJ1q+yFKFRIWqoFQ0snv4RgrZ0OTD/va88m+TgeuMcf96WU3732GqxaJc++11yjZzVFkNdfl6Hv0gVKlZKTnVQYOH0a7r0Xtm2DuXPlWVdFhGPH5DD6EyfkjOMcOVxHJHROVak0aeRstCJFpMP81q2uI1IeiYmByZPlufjOO+W5WYWBXr3gxx9h1CjNoCOItXIowNKl0qS87PkdPx3SZEspkJc/33wjvXiaNpWXRyoi5MwpbZeOH5dXxMePu45Ipcr778Pbb0svPV0bjigvvCAvnoYPh9tvdx3N/6fJllKJSpeWl0PLlsk/6YQE1xEpj5QtC+PHw5IlcpKLbt8JUXPnytazRo3kGVdFjC+/hGefhXbtoHdv19H8lyZbSiXVqBG89BJ88YUcVKsiRuPGMGyYvDJ+/nnX0ajLtnEj3H03lCghmXN0tOuIlEf++kuSrKpVZeU4GFs6BUGNvlJB5vHHYflyOdrn2mulP4+KCH36yNAPHChDf/fdriNSKXLkCNxxh0xJfvMNZM3qOiLlkT175LjLbNlgyhSIjXUdUfJ0Zkup8xkD770nhbUdOsjakooIxsgr46pV5ezUpUtdR6Qu6exZ6U67dq10qy1RwnVEyiOnTxtatIDdu6W7R/78riO6ME22lEpOunRSBJAzp7xs2r3bdUTKI7Gx8go5e3YZ+j17XEekLurpp6VL/Jtvws03u45GecRaGDmyJL/8AqNHQ5XkTyQMGppsKXUh+fLJNrV9+6QvwMmTriNSHsmfX14p790r3UB06IPUmDHSlfbRR6VPnooYb70F3357Ff36ycRmsNNkS6mLuf56+OQTmD9f/pnrNrWIUbkyfPwxzJsHjzyiQx905s0LrvNYlGd++EFaqdWosS9kNrNosqXUpdxzj+wpHjNGWo6riNGyJQwYIMsUI0e6jkb9a8sWmXIsXFjOY4mJcR2R8si6dXI4QJky0L//qpA57jJEwlTKsYEDZWta795ycLWKGM89J6vITzyhQx8U4uKkmO7kSdl5GCznsaiAO3xYek5HRUmFR4YMZ12HlGKabCmVElFRspxYrpxMd6xZ4zoi5ZGoKPj0UzmsWofesYQE2Sa6bJk0IC5d2nVEyiNnz8J998H69bLptFgx1xFdHk22lEqpjBmlajptWunpc/Cg64iURzJlklfSOvSODRwoW0VffRUaNnQdjfJQnz7nNp3Wres6msunyZZSl6NIEWkJsXmzTHOcOeM6IuURHXrHxo+Xw+86d4bHHnMdjfLQ++/LHogePUJ306kmW0pdrptugnffhVmzgvMQLhUwOvSOLFwInTpBrVpyyHQwnseiAmL2bOns0aiRTGiGKj2uR6kr8cADUjcycqSc6/Lgg64jUh5JOvTlysnnKoB27IDmzaXv3RdfyFquighr1kCLFlKaN2ECpAnhjEVntpS6Uq+8InUjjzwijV9UxHjlFWjQAB5+GH75xXU0YSwuTorkjh6VorncuV1HpDyyfz80aSJdPaZNgyxZXEeUOppsKXWl0qSBiRPlZVeLFrBqleuIlEcSh75YMWn3tHmz64jC0Nmz0KYN/PWXTGuUK+c6IuWRU6ek087WrfDVV1C0qOuIUk+TLaVSI0sWedmVLh00biznu6iIkD27TLacPi29f+LiXEcUZp56Sn7Br78ujy0VEayVGeOffpJmwjVquI7IPzTZUiq1ihSRJ4WdO6W2JD7edUTKI9dcIzNcK1ZAq1YyGaP84P33pRq6Wzfo3t11NMpDr74qSdaAATKxGS402VLKH6pWlc6Xv/0mFdN6kF7EuO22xENx5bw2lUqzZp3bfqZnHkaUr7+GJ5+UE9Kee851NP6lyZZS/nLPPTB0KPzvfzB4sOtolIcefhgef1waLr7xhutoQtjKlVL/WLZs6G8/U5dl6VLpEF+lihxDGypnHqaU/iUr5U9PPw1r18KgQVCiRHjNg6uLeukl2LgRevaUgt6mTV1HFGL27JHarAwZwmP7mUqxnTtl02mOHDK7lSGD64j8L8xyR6UcM0bqTerUkSaM8+a5jkh5JDoaxo2DypWhdWtYvNh1RCHkxAk5XHr3bql/LFzYdUTKI3Fx0uLhwAEZ+vz5XUcUGJpsKeVvadNK88UiRaRgfsMG1xEpj2TMCN98A7lyySv1bdtcRxQCEhKgY0dYsECy1RtucB2R8siZM7KxZOlS2Why/fWuIwocTbaUCoScOaViOiFBXrYdOuQ6IuWRfPlk6I8dk1WxI0dcRxTkBg2SZ9rhw6VpmYoI1spZh99+KxtMmjRxHVFgabKlVKCULCknF2/YIB36Tp1yHZHyyHXXweefS733vffqodUX9Mkn8PzzsoO3Tx/X0SgPvfKKnDPap49sMAl3mmwpFUh16sBHH8GPP0oNl7aEiBgNGsiTyYwZ0i5Kh/48M2dC585Qvz68844eLh1BJk2SFg/33gvDhrmOxhu6G1GpQGvXTs6dGDBACn+HDnUdkfLIgw/KxObw4TLR+cQTriMKEkuXnmvxoIdLR5R586B9e6hZUyY2w63Fw4VosqWUF/r1k2rpF1+EQoUiY95cAZJbb9woyyWFC0s7toi2dSvcfjtkzQrTp8t7FRHWrZOWKIULS4uH2FjXEXknVTmlMSaHMWaWMWad7332ZK5T0Rgz3xizwhjztzGmZWruU6mQZMy5KtBu3WSPs4oIUVHyCr5GDWjbVs58i1gHD0pn+OPH4bvvoEAB1xEpj+zdK0MfFSVDnzOn64i8ldoJvKeB2dbaksBs3+fnOw60t9ZeCzQEXjfGZEvl/SoVetKkka7YlSvLfucFC1xHpDySPr3k18WLSzupZctcR+TAyZNw550yvTFliuwiUBHhxAmZ0dqxQ1qjFC/uOiLvpTbZagZ84vv4E6D5+Vew1q611q7zffwPsAfIncr7VSo0Zcwo3bHz55dGTOvWuY5IeSRHDvj+e/kTaNQownpwJSTA/ffLtN6YMVCvnuuIlEfOnJEmv7//Dp99BtWquY7IjdQmW3mttTt9H+8C8l7sysaYG4G0gHZ5VJErTx551rVWnnX37HEdkfJI4cIy9EePQsOGsqoWEZ5+WmZ1hw+XA/BURLAWHnlE6rPeeCOy26gZe4n9yMaYH4B8yVzUH/jEWpstyXUPWmv/U7fluyw/MBfoYK1Ndv3EGNMF6AKQN2/eyhMmTEjBj5A6cXFxZMqUKeD3oy4t0sYiy8qVVOjVi2NXX83S114jIX161yH9K9LGwmtLlmTjqafKU6bMEV5++W/Spk244HVDfSwKfPklJd98kx3Nm7OuR4+Qb/EQ6uPhpdGjizJ2bFHatt3CAw9s8vvtB9tY1KtXb7G1tkqyF1prr/gNWAPk932cH1hzgetlAf4EWqT0titXrmy9MGfOHE/uR11aRI7FV19ZGxVlbePG1p465Tqaf0XkWHhswgRrwdq77rL2zJkLXy+kx2L8eGuNsbZZs4v/kCEkpMfDQ2+/LX/fDzxgbUJCYO4j2MYC+MNeIKdJ7TLiVKCD7+MOwNfnX8EYkxaYAnxqrf08lfenVHhp1gzeflvOrOjUSWpbVERo2RJGjJBDBh57LAybns6cKQ2VatWC8ePlpG4VET7/XDZd33EHvPdeyE9m+kVq+2wNAyYZYx4AtgD3AhhjqgBdrbWdfV+rDeQ0xtzv+777rbVLU3nfSoWHrl1h3z545hnZDz1ihP53ihA9e8oOrVdegauuknZsYWHBAtl5WLasbMMMoiVyFVhz5kCbNlC9upTppdFunkAqky1r7X6gfjJf/wPo7Pt4HDAuNfejVNjr318SrpEjIXdu+VxFhOHDYdcuGfIcOST3DmkrV8oJ3Pnzy24AbVoaMZYuhebNoUQJafGQIYPriIKH5pxKBQNj4LXXYP9+OdYnVy546CHXUSkPREXB6NFw+LDs3MqaVbbKh6QtW+DWW+X4nZkzIV9ye6tUONq4UTZXZ8kiOXaOHK4jCi6abCkVLBKfdQ8elON8cuTQs10iREwMTJwoT1bt28sTVuPGrqO6THv3SqIVFwc//wxXX+06IuWRHTvgllvg1CmYPVtOJFP/X4QcAalUiIiJgUmT5JTWNm1g1izXESmPJHaZr1BBzmgOqWN9jh6V8w63bpWmveXLu45IeWTvXmjQQKogvv9eyvTUf2mypVSwyZBBCh7KlJEi499/dx2R8kjiEkzRorKTa/Fi1xGlwIkTsqt2yRLZhnbTTa4jUh45fBhuuw02bZJ/WTfc4Dqi4KXJllLBKFs2mDFDal4aNpTKUxURcuWSCc0cOWTot24N4irjkyelLfjcuXIMT8itfaordeyYDPfy5dK+pE4d1xEFN022lApW+fJJAUTmzDJPv2KF64iURwoWlIQrOhp69y7Pli2uI0rG6dNSyf/99/D++9C2reuIlEfi42XSff58Oe+wUSPXEQU/TbaUCmZFisCPP0otV/36sHat64iUR0qWlMnNEyeiuflm2L7ddURJnD0rlfxTpsihdw8+6Doi5ZHTp6FVK3kx8OGHuocnpTTZUirYlSghM1wJCXDzzbLHWkWEChVg+PC/2btXhv6ff1xHhPwddu587mDp7t1dR6Q8cvYsdOwoB0uPHCkfq5TRZEupUFCmDPzwgxQj168P27a5jkh5pGzZo3z/PezcKQnXrl0Og7FWzmEZMwYGDoQnn3QYjPJSYqL12WcwZAj06OE6otCiyZZSoaJ8eWkUeeCAPOvu3Ok6IuWRGjVg+nTJsevXhz17HARhLfTpA+++K0nWwIEOglAuJE5mjh0LgweH0bFSHtJkS6lQUrkyfPedJFr168Pu3a4jUh6pVUvOK9+0SRpI7tvn4Z1bC089Ba++KsuGw4bp+Z0RIiFBSvLGjIFBg+QIV3X5NNlSKtTUqCHPulu2QN26OsMVQerWlX5G69bJBtUDBzy4U2uhd294+WU5T+j11zXRihAJCXJq2OjR8OyzOpmZGppsKRWK6tSRGa5t2+TjHTtcR6Q8Ur8+fPWVnPcc8ITLWujVS87t7N4d3npLjpVSYS8hQU4N+/BDOa510CDXEYU2fdQoFapq15beALt2ScK1davriJRHbrtNui4sXw716gWohstaqYIeORJ69pT3OqMVERISZBJz1Cipzxo8WIc+tTTZUiqU1awpRfN790rCtXmz64iUR26/XY4hXLdOlhf92hYiIQEefVRmsnr3lpktfbaNCGfOwP33S5/avn3hhRd06P1Bky2lQl21atKH69AhSbi0D1fEaNBAGrhv2yYTnX6Z3ExcP3r3XSmKf+klfbaNEKdOyaEAY8fC889Liwcdev/QZEupcFClinSaj4uThGv1atcRKY/Uri3dvPftk483bEjFjZ0+LZ3hE9ePXnxRn20jRHy8HHP5+ecykTlggA69P2mypVS4uP56mDNHnjBr1YLFi11HpDxSrdq5XLt27SvMtU+cgLvvlq6VQ4fq+lEEOXYMmjSRXm7vvSd7IpR/abKlVDgpXx5++QUyZpTK6blzXUekPFKpkgz32bOScP3552V885EjcprwtGnwzjtSrKOJVkQ4dEg2XMyZA598Iq0elP9psqVUuClZEubNg0KFoGFDmDrVdUTKI9ddBz//DBkyyGry7Nkp+KZ9++REgnnzZFbr4YcDHqcKDv/8I4n5woUwcSK0a+c6ovClyZZS4ahAAXnWrVBBCjE+/dR1RMojpUrBb79B0aKyY3HSpItceft2ebZdsUKad7Vu7VGUyrXVq6F6dTmRYPp0aNHCdUThTZMtpcJVzpxyeHWdOtChgxy1Yq3rqJQHrrpKcu0bb4RWreDtt5O50rJl8my7fbtsaWzc2PM4lRu//w433SRF8T/9JMc/qcDSZEupcJY5sxzt06KF9Evq0UOKelTYy55dWrDdcQd06yZn2v2ba//4ozzbnj0rWVmdOk5jVd6ZPl1WjbNlkxnQSpVcRxQZNNlSKtzFxkpBxhNPSJPKu+6S7Ucq7KVPD198AZ06yebCTp3g1Jj/SS1foUKwYAFUrOg6TOWRMWOgaVMoXVpK9IoXdx1R5NBkS6lIEBUFr7wCb74pO87q1YPdu11HpTyQJo2cbzfwWcuYMXBrx6s4ULUR/PorFC7sOjzlgYQEaZvWseO5Tcp587qOKrJosqVUJOnW7dyhetWrw5o1riNSHjBnTjNoV1fG0Yb5UTWpvvsr1u3N5jos5YHjx6FlS+lP26WLLCNmzuw6qsijyZZSkaZpU3lpe+yYdMOcNct1RCqQ9u2DW2+FUaNo07cIs+em4cBBQ7VqUq6lwtfOnXJu5hdfyP6Y996DmBjXUUUmTbaUikQ33ij1Oom9uEaM0J2K4Wj5chnr+fPlwLuhQ7mplmHBAsiTR3ahffKJ6yBVIPz1F1StKl09pkyBxx/XPrUuabKlVKQqVky2IzVrJv+JO3aUveAqPEydKkvFifv727b996LixWXoa9WC+++Hnj3llCcVHiZMgBo1ZLPpL7/IQ1y5pcmWUpEsUyY5eXbQIJniqFtX1h5U6EpIkLMNmzeXbWeLFskUx3myZ5f2Wj17wsiRMsuleyZC25kzsum4dWtp6bB4sbZ2CBaabCkV6aKiYOBASbqWL4fKlcn611+uo1JX4uBBSbL695dn3J9/ltMELiAmRlaQP/tMcrLKlaXhpQo9e/dKad5rr8k+mNmzIV8+11GpRKlKtowxOYwxs4wx63zvs1/kulmMMduNMW+l5j6VUgFy991S25M5MxUffxyGDZNZEhUaEqcxvv8e3ngDxo2TRlspcN99MvRp08rpPaNGaQlfKFm4UBLl+fNlgvrNN2UsVfBI7czW08Bsa21JYLbv8wt5HtC9L0oFs3LlYNEi9tauDX37Svvx/ftdR6UuxlrZZpa0SKd798uuhq5QAf74Q/owPfSQTIwdPhygmJVfJCRI+7yaNWWCet48aN/edVQqOalNtpoBiXtZPgGaJ3clY0xlIC8wM5X3p5QKtCxZWPnss3Kg3g8/wPXXy85FFXyOHJHC94cfhvr1YcmSZOuzUipHDunDNHSorCpXqiTLiyr47Nkjx1n26SPdXJYs0fqsYGZsKuaKjTGHrLXZfB8b4GDi50muEwX8CLQFbgGqWGu7XeD2ugBdAPLmzVt5woQJVxxbSsXFxZEpU6aA34+6NB2L4JE4FpnXrKHsoEHE7tnD5vbt2dq2LTY62nV4EeVCj4ssy5ZRZuhQYvfsYVPHjmy97z6Z3vCT5cuz8MILZdm3Ly1dumykRYvt/rz5kBUM/6f+/DMbQ4eW4ciRGB59dD1Nm/4TkW0dgmEskqpXr95ia22VZC+01l70DfgBWJ7MWzPg0HnXPZjM93cDnvR9fD/w1qXu01pL5cqVrRfmzJnjyf2oS9OxCB7/bywOHrS2TRtrwdqqVa1du9ZVWBHpP4+LU6esHTDA2qgoa6++2trffgvYfR84YO2dd8rQ33abtdu2BeyuQobL/1MnTlj75JPWGmNt6dLW/vWXs1CCQrA9ZwB/2AvkNJd8nWKtvcVae10yb18Du40x+QF87/ckcxPVgW7GmM3AK0B7Y8ywFKWJSin3smWTYusJE+R4n4oVtYLalTVr4Kab5FTp9u1h6VLppRUg2bNL9/F335VSsOuug08/1aF3YfFiKYJ/6SV44AGprytf3nVUKqVSOyk8Fejg+7gD8PX5V7DWtrHWFrbWFgV6A59aay9WSK+UCkYtW8KyZfLk/tBD0KQJbNvmOqrIcOYMDB8uVezr1sHkyfDxx54ccmcMdO0qHcmvuw46dIA774RduwJ+1wo4dUo6s1StCocOSU3dBx9AxoyuI1OXI7XJ1jCggTFmHVKPNQzAGFPFGPNhaoNTSgWZggVh5kzpgjl3LpQtC2+9JbvgVEBkXL9enmmffloqoleuhBYtPI+jRAlpRP/KK9Jd4rrrpM2AznIFzsKFctrS4MGyO3T5cmjUyHVU6kqkKtmy1u631ta31pb0LTce8H39D2tt52SuP8ZeoDheKRUioqKgRw/5z1+zprQZuOkmOYRN+c/x49C/P5W7doUdO2R74BdfOO1UGR0tHcqXLIFSpeSon3r1YNUqZyGFpcOH4dFH5Zz4PXvkbMOxY2VZV4Um3VuilLoyxYrBd9/Js8C6ddIi4sknpR2BunLWSlJVpgwMHcqe+vVlNuvuu11H9q8yZeDXX6V07++/ZXVzwAA4ccJ1ZKHNWimNLF1aWqd17w6rV8uhACq0abKllLpyxkifp9WroV07WWMqVUrqibT7/OVbtUrOXGnRQjYm/PQTq/v2lQZYQSYqCh58UIa+VSsYMkSSsAkTdGnxSvz5J9x8sywXFiggS4gjR0KWLK4jU/6gyZZSKvVy5YKPPpJniOLFoVMnKTb59VfXkYWG3btlGqN8edlm9uabsv2sdm3XkV1SnjyyQ3HOHFnmat1amtnPn+86stCwY4csx1apIivzb78t51NWruw6MuVPmmwppfynShVJsD77TLar1aoFt98uL9vVfx0+DM88Iwnqu+9C586wdq2cJJwmjevoLkvdupInjh4NW7ZIwnXvvTLzpf7r4EEZ+pIlZTbwySdh/Xp45BGpjVPhRZMtpZR/GSMnG69dK+0KEl+mt2ghtUcK4uJkybV4cemZ1aSJLCG++y7kzu06uisWHQ0dO0oJ36BB0qagbFlo00aTrkQHD8Kzz0LRojL0zZrJ72bYMMia1XV0KlA02VJKBUaGDPJyfeNGaRQ0c6b0C2jRQhKwSLR/v2QhhQvLoXaVKsl00IQJMsURJjJmlCHftEn+BL7+WpKu++6TpbJItG/fuSTr+eelNO/vv2H8ePmaCm+abCmlAitrVkkwNm6Evn1h9mzZ016nDnz7bWQU0q9bBz17QpEi8NxzUou1YIEkoGFcnJM7t8zYbN4MTz0FU6dCuXKSaHz3XWQM/YoV0KULFCr0/5OsyZPld6EigyZbSilv5MolW9a2boXXXpPkq0kT6ZY5bJgUiYeTs2fhm2+gYUPZofn229J6fdky+OoraVQaIXLlghdflFquoUMlAbn9drj2WtkLsH+/6wj969Qp6Y11220ymTtunHTeX7lSk6xIpcmWUspbmTNDr16SbI0fL7M9ffvKS/+WLSVBOXXKdZRXbsUK6fZetCg0bSrJ1eDBcrTR2LHy7BuhcuaUod60SfZQZM4s/XGvukraR8ycGdqHEaxYIU1fCxaEu+6SJdMhQ2To33tPWmOoyBRa212UUuEjJkaeYVu1kuLwUaOkh8CkSdJD4O675bLateW6wWzNGilMGj9eDoeOjpYZrREjpAI62OP3WNq0Ur91331y5uLo0TL7M3Ei5M0rE4AtWshKczBvyrRWEqzE5v7Ll8tQN20q3U9uvTW441fe0T8DpZR7ZcpIYjJ8OMyaJUnL+PHw4YfS1bFBA1l3athQpkFcO35cGkl9/70UIq1dK1+vUkU6UbZqJQ2o1CVVqCC/spdekl/l5MmSc7/3nsyENWwow3/LLdLs07Xjx6OZNk3+TL//XobeGOly8sYbMvQhvKFUBYgmW0qp4JE2rRy23LixJDQzZ0r/gOnTZeoApF1CzZryVr26nG0SyJkja2UdaOlSSbB+/hkWLYLTp+V+b74ZHnsM7rhDlkLVFUmXDu65R96OH4cZM+DLL+VP4LPP5Dply8oxnDfcID1zy5YN7MyRtVJiuHChDPn8+TB/fk3OnoXYWJl569VLjtNxeGSlCgGabCmlglOGDPIs1ry5POstWybPvPPmyVa2Tz+V68XESMJ13XXyvnBhSXoKFYL8+SFTJpl6uBBr5dn94EFpxLp5sxQVbdokDZCWLpXLQJ7Zq1SRZ9g6dWQ6I3PmwP4eIlCGDLKUeOedsmNx2TL44Qd5mzRJVpwTr1e6NFxzjexBKFVKZr/y5pW3bNkuPvQAx47JYc+7d8POndJYdM0ambFatUpaNoC8Drj+emjZchsPPFCEGjUk4VIqJTTZUkoFP2PkKJvy5aF3b0mQ1q+XKYfly+Vt/nxZekzuezNlkqQofXr53oQEeR8fL4lUcgX52bPLTskWLaBiRXmrUEGaSCnPREXJr71CBSk+Txz6RYvkbdUq6aKR3JmMMTEy9LGxMnOWLh2cOSPDHh8vOXZyh2fnzSuJW7Nm0pnjhhvkTy9tWpg7dxN16xbx5odXYUOTLaVU6DFGmoCe3wg0Pl4Om9u2DbZvl5mqo0fhyBF5f+KEPHsbI+/TppVDnrNnl/e5c0OxYrKTUNt5B6WkQ3/ffee+Hh8vG1x37pRh371bZqyOHz+XXJ08KQlYYvIVGytDnjgTli8fXH21zIgp5U+abCmlwkdsrNR0FS/uOhLlsdhYqeEqW9Z1JEr9l/bZUkoppZQKIE22lFJKKaUCSJMtpZRSSqkA0mRLKaWUUiqANNlSSimllAogTbaUUkoppQJIky2llFJKqQDSZEsppZRSKoCMPf98gyBhjNkLbPHgrnIB+zy4H3VpOhbBQ8cieOhYBBcdj+ARbGNRxFqbO7kLgjbZ8oox5g9rbRXXcSgdi2CiYxE8dCyCi45H8AilsdBlRKWUUkqpANJkSymllFIqgDTZglGuA1D/0rEIHjoWwUPHIrjoeASPkBmLiK/ZUkoppZQKJJ3ZUkoppZQKIE22lFJKKaUCKGKTLWNMQ2PMGmPMemPM067jCXfGmELGmDnGmJXGmBXGmMd8X89hjJlljFnne5/d93VjjHnDNz5/G2Mquf0Jwo8xJtoYs8QYM833eTFjzO++3/lEY0xa39fT+T5f77u8qNPAw5AxJpsx5nNjzGpjzCpjTHV9bLhhjOnl+x+13Bgz3hgTq48NbxhjRhtj9hhjlif52mU/DowxHXzXX2eM6eDiZzlfRCZbxpho4G2gEVAWaG2MKes2qrB3BnjCWlsWqAY86vudPw3MttaWBGb7PgcZm5K+ty7Au96HHPYeA1Yl+Xw4MMJaWwI4CDzg+/oDwEHf10f4rqf8ayTwvbW2NFABGRd9bHjMGFMA6AFUsdZeB0QDrdDHhlfGAA3P+9plPQ6MMTmAgUBV4EZgYGKC5lJEJlvIAKy31m601p4CJgDNHMcU1qy1O621f/o+Poo8mRRAfu+f+K72CdDc93Ez4FMrFgDZjDH5vY06fBljCgKNgQ99nxvgZuBz31XOH4vEMfocqO+7vvIDY0xWoDbwEYC19pS19hD62HAlDZDeGJMGyADsRB8bnrDW/gwcOO/Ll/s4uA2YZa09YK09CMzivwmc5yI12SoAbEvy+Xbf15QHfFPt1wO/A3mttTt9F+0C8vo+1jEKrNeBJ4EE3+c5gUPW2jO+z5P+vv8dC9/lh33XV/5RDNgLfOxb1v3QGJMRfWx4zlq7A3gF2IokWYeBxehjw6XLfRwE5eMjUpMt5YgxJhPwBdDTWnsk6WVW+pBoL5IAM8Y0AfZYaxe7jkUBMpNSCXjXWns9cIxzSyWAPja84ltuaoYkwFcBGQmCWRElQvlxEKnJ1g6gUJLPC/q+pgLIGBODJFqfWWu/9H15d+ISiO/9Ht/XdYwCpybQ1BizGVlCvxmpGcrmWzqB///7/ncsfJdnBfZ7GXCY2w5st9b+7vv8cyT50seG924BNllr91prTwNfIo8XfWy4c7mPg6B8fERqsrUIKOnbYZIWKYCc6jimsOarY/gIWGWtfS3JRVOBxN0iHYCvk3y9vW/HSTXgcJKpZJUK1tq+1tqC1tqiyN/+j9baNsAcoIXvauePReIYtfBdPyRfXQYja+0uYJsx5hrfl+oDK9HHhgtbgWrGmAy+/1mJY6GPDXcu93EwA7jVGJPdN1N5q+9rTkVsB3ljzO1I3Uo0MNpaO8RtROHNGHMT8AuwjHN1Qv2Quq1JQGFgC3CvtfaA7x/dW8gU/nGgo7X2D88DD3PGmLpAb2ttE2PM1chMVw5gCdDWWnvSGBMLjEXq7A4Aray1Gx2FHJaMMRWRzQppgY1AR+TFsD42PGaMeQ5oieygXgJ0Rmp+9LERYMaY8UBdIBewG9lV+BWX+TgwxnRCnl8AhlhrP/bwx0hWxCZbSimllFJeiNRlRKWUUkopT2iypZRSSikVQJpsKaWUUkoFkCZbSimllFIBpMmWUkoppVQAabKllFJKKRVAmmwppZRSSgXQ/wGXKGPZjumT0QAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<Figure size 720x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1385,7 +1488,7 @@
     "bin_phasor = bin_ampl * np.exp(2 * np.pi * 1j * bw_bin * t_axis)\n",
     "bin_std = np.std(bin_phasor)\n",
     "\n",
-    "plt.figure(figsize=(10, 4))\n",
+    "plt.figure(figsize=(12, 8))\n",
     "plt.title('Bin phasor to model bin_std')\n",
     "plt.plot(t_axis, bin_phasor.real, 'r', t_axis, bin_phasor.imag, 'b')\n",
     "plt.grid()\n",
@@ -1400,7 +1503,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 23,
    "id": "97e9a32d",
    "metadata": {},
    "outputs": [
@@ -1408,48 +1511,63 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "noise sigma = 4.0000 (= 4.0000)\n",
-      "noise power = 16.0000 (= 16.0053)\n",
+      "noise mean = -0.031990173370045484)\n",
+      "noise sigma = 4.0 (= 4)\n",
+      "noise var = 16.0)\n",
+      "noise power = 16.001023371192247)\n",
       "\n",
       "N_fft = 1024\n",
       "sqrt(N_fft) = 32.0\n",
-      "sigma / std(Y_fft) = 31.994717\n",
-      "sigma / std(Y_rfft) = 32.002165\n",
+      "sigma / std(Y_fft) = 32.009419\n",
+      "sigma / std(Y_rfft) = 32.046779\n",
       "\n",
-      "noise bin std (fft) = 0.125021\n",
-      "noise bin std (rfft) = 0.124992\n",
-      "noise bin.re std = 0.087283\n",
-      "noise bin.im std = 0.089468\n",
-      "noise bin power = 0.015623\n",
-      "noise bin.re power + bin.im power = 0.015623\n",
-      "noise bins power = 15.997835 (= 16.005315)\n",
-      "\n",
-      "The ratio of real input noise std and DFT bin noise std shows:\n",
-      ". G_fft_real_input_noise = 0.03125 = (1 / sqrt(1024))\n"
+      "noise bin std (fft) = 0.124963\n",
+      "noise bin std (rfft) = 0.124818\n",
+      "noise bin.re std = 0.088304\n",
+      "noise bin.im std = 0.088215\n",
+      "noise bin power ~= 0.015617\n"
+     ]
+    },
+    {
+     "ename": "NameError",
+     "evalue": "name 'bin_re_power' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [23]\u001b[0m, in \u001b[0;36m<cell line: 39>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnoise bin.im std = \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbin_im_std\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124mf\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     38\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnoise bin power ~= \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbin_power\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124mf\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m---> 39\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnoise bin.re power + bin.im power ~= \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbin_re_power \u001b[38;5;241m+\u001b[39m bin_im_power\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124mf\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     40\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnoise bins power ~= \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbins_power\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m (= \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnoise_power\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     42\u001b[0m \u001b[38;5;28mprint\u001b[39m()\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'bin_re_power' is not defined"
      ]
     }
    ],
    "source": [
     "# Log sigma and power of the noise bins (incoherent signal input)\n",
     "\n",
-    "# . input noise\n",
+    "# . real input noise\n",
+    "noise_mean = np.mean(y)\n",
     "noise_std = np.std(y)\n",
+    "noise_var = noise_std**2\n",
     "noise_power = np.sum(y**2) / N_fft\n",
-    "print(f\"noise sigma = {noise_std:.4f} (= {sigma:.4f})\")\n",
-    "print(f\"noise power = {noise_std**2:.4f} (= {noise_power:.4f})\")\n",
+    "print(f\"noise mean = {noise_mean})\")\n",
+    "print(f\"noise sigma = {noise_std} (= {sigma})\")\n",
+    "print(f\"noise var = {noise_var})\")\n",
+    "print(f\"noise power = {noise_power})\")\n",
     "print()\n",
     "\n",
     "# . fft bin\n",
     "# . The white noise will appear equally in all bins, therefore the bin_std can\n",
     "#   be modelled by averaging over all bins. This however does cause small \n",
-    "#   differences in fft input and output power, due to the DC bin (?)\n",
+    "#   differences in fft input and output std, due to that fft output mean != 0,\n",
+    "#   so rms != std.\n",
     "bin_std = np.std(Y_rfft)\n",
-    "bin_power = bin_std**2\n",
+    "bin_var = bin_std**2\n",
+    "bin_mean = np.mean(Y_rfft)\n",
+    "bin_power = bin_var + np.abs(bin_mean)**2\n",
     "bin_re_std = np.std(Y_rfft.real)\n",
-    "bin_re_power = bin_re_std**2\n",
+    "bin_re_var = bin_re_std**2\n",
     "bin_im_std = np.std(Y_rfft.imag)\n",
-    "bin_im_power = bin_im_std**2\n",
-    "bins_power = bin_power * N_fft\n",
+    "bin_im_var = bin_im_std**2\n",
+    "bins_var = bin_var * N_fft\n",
     "\n",
     "print(f\"N_fft = {N_fft}\")\n",
     "print(f\"sqrt(N_fft) = {np.sqrt(N_fft)}\")\n",
@@ -1460,9 +1578,9 @@
     "print(f\"noise bin std (rfft) = {bin_std:f}\")\n",
     "print(f\"noise bin.re std = {bin_re_std:f}\")\n",
     "print(f\"noise bin.im std = {bin_im_std:f}\")\n",
-    "print(f\"noise bin power = {bin_power:f}\")\n",
-    "print(f\"noise bin.re power + bin.im power = {bin_re_power + bin_im_power:f}\")\n",
-    "print(f\"noise bins power = {bins_power:f} (= {noise_power:f})\")\n",
+    "print(f\"noise bin power ~= {bin_power:f}\")\n",
+    "print(f\"noise bin.re power + bin.im power ~= {bin_re_power + bin_im_power:f}\")\n",
+    "print(f\"noise bins power ~= {bins_power} (= {noise_power})\")\n",
     "\n",
     "print()\n",
     "print(\"The ratio of real input noise std and DFT bin noise std shows:\")\n",
@@ -1476,8 +1594,16 @@
    "source": [
     "Conclusion:\n",
     "* For coherent sine input is easiest to calculate power via the amplitude of the single bin phasor\n",
-    "* For incoherent white noise input is easiest to calculate power via the std of all bins"
+    "* For incoherent white noise input is easiest to calculate power via the std of all bins, but this is an approximation because the mean of the input and the output bins will typically not be exactly 0."
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "247ae61b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/applications/lofar2/model/plots/lofar2_station_sdp_firmware_model_incr_sigma_sys.jpg b/applications/lofar2/model/plots/lofar2_station_sdp_firmware_model_incr_sigma_sys.jpg
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diff --git a/applications/lofar2/model/plots/lofar2_station_sdp_firmware_model_sst_db_si_bits.jpg b/applications/lofar2/model/plots/lofar2_station_sdp_firmware_model_sst_db_si_bits.jpg
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diff --git a/applications/lofar2/model/plots/signal_statistics_auto_correlator_mean_power_std.jpg b/applications/lofar2/model/plots/signal_statistics_auto_correlator_mean_power_std.jpg
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diff --git a/applications/lofar2/model/plots/signal_statistics_summator_snr.jpg b/applications/lofar2/model/plots/signal_statistics_summator_snr.jpg
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diff --git a/applications/lofar2/model/plots/signal_statistics_summator_std.jpg b/applications/lofar2/model/plots/signal_statistics_summator_std.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3a1e1e6d84ae66dfe800f47f51e1f198c44b6b62
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diff --git a/applications/lofar2/model/signal_statistics.ipynb b/applications/lofar2/model/signal_statistics.ipynb
index 00cdebb207505805947767efe385854a15501c2c..2afeecc18e08283432ed0c1d5ac53b1328178ac9 100644
--- a/applications/lofar2/model/signal_statistics.ipynb
+++ b/applications/lofar2/model/signal_statistics.ipynb
@@ -38,7 +38,9 @@
    "outputs": [],
    "source": [
     "import numpy as np\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "dpi = 254  # 10 dots per mm"
    ]
   },
   {
@@ -103,9 +105,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "mean(si) = -0.192589, expected -0.2\n",
+      "mean(si) = -0.201423, expected -0.2\n",
       "std(si) = 0.500000, expected 0.5\n",
-      "rms(si) = 0.535808, expected 0.538516\n"
+      "rms(si) = 0.539047, expected 0.538516\n"
      ]
     }
    ],
@@ -162,9 +164,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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JSvv3w8iRLoZt//7zL6tWwX33wSOPeF1lyFFzfJXGjBlDt27daN68udeliIiISKhZtQruvx82boTUqd3udWcuefNCpUoupk3TKZJccDXHHTrANcSmpYuLg5Qpz7+yTBno0+eij4uNjeXRRx9lyZIllCxZkmrVqjFhwgS+//57ZsyYwZhEVoDu3LmTpk2bcvjwYWJjYxk4cCB//vkny5cvp4/veJ999hmrV6/m3XffpUmTJmzfvp24uDhef/31s1tJi4iISJiZOtXlEWfI4DbyuOMONcHJSAvyLsO6deto164da9as4brrruPUqVM0aNCAqKioRBtjgLFjx1K7dm2WLl3KsmXLKFOmDE2aNGHq1KmcPn0agGHDhtGqVSu+++47brzxRpYtW8bKlSupU6dOcn57IiIiEgishR493IjxLbfA779D5cpqjJNZcI0cX2KE91KOx8SQKVOmK35c3rx5qVKlCgDNmzenX79+ZMmS5aKPuf3222nVqhWnT5/mgQceoEyZMgDUqFGDb7/9luLFi3P69GlKly5NREQEnTp14uWXX6Z+/fpUrVr1imsUERGRIHb8ODz5pMsrbtYMhg6F9Om9riosaeT4MpgE79gSfp2YatWqMXv2bG666SZatGjByJEjAWjdujXDhw9n2LBhtGzZEoBbbrmFJUuWULp0aV577TXefvvtpP8mREREJDBt3QpVq8L48fD++zB2rBpjDwXXyLFHtm7dyvz587njjjsYO3Ysd955JytWrLjoY7Zs2UKePHl46qmnOHnyJEuWLOHxxx/n//7v/9i2bRtLlixh+fLlAPz9999ky5aN5s2bkyVLFoYMGZIc35aIiIh4KT4ePv0UunRxX0+aBA0aeFqSqDm+LEWLFqV///60atWKEiVK0LZtW9q1a3fRx0RHRxMVFUXq1KnJmDHj2ZFjgCZNmrB06VKyZs0KwIoVK+jcuTMpUqQgderUDBw40K/fj4iIiHhs/Xpo3RrmzIG774bBg6FAAa+rEtQcX1L+/PlZu3btf64fPnz4RR/3xBNP8MQTTyR626+//krHjh3Pfl27dm1q1659TXWKiIhIEIiNhQ8/hO7dISLCzS1u2VKL7gKI5hwno4MHD3LLLbeQLl06atas6XU5IiIikpyWL3f5xC+/DHXqwOrVbgtoNcYBRSPH12jFihU89thj510XERHBwoUL/3PfLFmysH79+uQqTURERALB6dMuou2ddyBrVpgwARo3VlMcoNQcX6PSpUuz9Bo2JhEREZEQtnw5tGgBf/wBDz8MH38M2bN7XZVcRFBMq7DWel1CUNHPS0REJBkcOgRHjiR+2+nTbqS4QgXYsQO++spFtKkxDngBP3KcNm1a9u3bR/bs2S8rXzjcWWvZt28fadOm9boUERGR0GMtzJoFgwbBN9+4BXbXXw+FCrlLwYJw880wYAAsWQJNm8Inn0COHF5XLpcp4JvjPHnysH37dvbu3XvNz3XixImwaBrTpk1Lnjx5vC5DREQkeMTFwbRpkDkz5M0LefJAmjT/3r5vHwwf7nKJ//wTsmWD9u1dY7xxI2zaBLNnw5gxroHOmRMmToQHH/TsW5KrE/DNcerUqSmQRLl/0dHRlC1bNkmeS0REREJIjx7w2mv/fm0M3HCDGwXOkgWio+HkSahSBd54wy2oS2zA7eRJ2LIFcueGTJmSq3pJQgHfHIuIiIj41dKl8NZb0KgRtGvntnM+97JjBzz1FDz9NJQqdfHnioiAW25JlrLFP9Qci4iISPg6eRIee8wtlBs8WAvmRM2xiIiIhLHu3WHlSvj2WzXGAgRJlJuIiIhIkps7F6KioHVruPder6uRAKHmWERERMLPkSPwxBNuwd2HH3pdjQQQTasQERGR8NOli4tfmzVLqRJyHo0ci4iISHj54QcYOBA6dIC77vK6Ggkwao5FREQkfOzZA61aQfHi8N57XlcjAUjNsYiIiIS+48ehZ0+XQbxnD4wcCenSeV2VBCA1xyIiIhK64uJgxAjXFHftCnfeCUuWQIUKXlcmAUrNsYiIiISm77+HcuWgRQu3FfTPP7s840vtcidhTc2xiIiIhI7Tp+GLL6ByZahTB2JiYNw4WLgQqlf3ujoJAopyExERkeC3b5/b/nnAANi+HQoVgo8/hqeegogIr6uTIKLmWERERILXqlXQty+MGgUnTkDNmq5BrlcPUqb0ujoJQmqORUREJLhYCz/+6Ha2+/57SJsWHnsMnn9e84nlmqk5FhERkcCwZw/UqUP5o0ehVi34v/+DSpWgcGEwBk6ehLFjXVO8cqVbZPfuu/D005Ajh9fVS4jwa3NsjMkCDAFKARZoZa2d789jioiISBA6cQIeeADWriW2WDEXv9a/v7ste3YXvbZ0KezeDaVLw/Dh0KyZ5hNLkvP3yHFf4DtrbWNjTBogvZ+PJyIiIsHGWmjdGubPhy+/ZFmOHERWrQqrV8OCBS5p4rffoHx56NjRzSs2xuuqJUT5rTk2xmQGqgEtAKy1p4BT/jqeiIiIBKn33oMxY9zHxo0hOtotpitd2l2eesrrCiWMGGutf57YmDLAYGA1cBuwGHjBWns0wf3aAG0AcuXKVX78+PF+qQfgyJEjZMyY0W/PL4FD5zp86FyHD53r0JRz1ixKvv02u2rVYm23bmCMznUY8epcV69efbG1NtFtEv3ZHFcAFgBVrLULjTF9gcPW2tcv9JgKFSrYRYsW+aUegOjoaCIjI/32/BI4dK7Dh851+NC5DkG//QZ33eWmS8yceXb+sM51+PDqXBtjLtgc+3OHvO3AdmvtQt/XE4FyfjyeiIiIBIutW6FBA8idG775RgvrJGD4rTm21u4CthljivquqombYiEiIiLhavNm+PxzqFsXjh+Hb7+FnDm9rkrkLH+nVTwHjPElVWwCWvr5eCIiIhIo4uNh7163wG7mTHfZtMndljs3fPUVlCjhaYkiCfm1ObbWLgUSnc8hIiIiIWLCBLcZR0yMGw0+ftzlFp86J6TquusgMhJeeMFFsZUooTg2CUjaIU9ERESu3uDB8MwzcOutULUqpEvnLmnTuo/XXQeVK7tFd6nUdkjg079SERERuTpRUdClC9x7L3z5pWuGRYKcP9MqREREJBRZC6+95hrjZs1c2oQaYwkRGjkWERGRyxcfDx06wMcfu53rBg50u9mJhAiNHIuIiMjliY2FVq1cY9ypE3z6qRpjCTlqjkVEROTS/v7bZROPGAFvv+3mGyttQkKQplWIiIjIxU2Z4kaMjx2DIUPgySe9rkjEbzRyLCIiIok7dgzatYP774ebb4YlS9QYS8hTcywiIiL/tWwZVKjgFtx16gTz50OxYl5XJeJ3ao5FRETkfIMGQcWKcPAg/PAD9O4NERFeVyWSLNQci4iIiGMtvPUWtG3rtnhetgxq1fK6KpFkpQV5IiIi4vKLO3aEfv2gRQv47DNt9yxhSSPHIiIi4e70adcQ9+vnGuShQ9UYS9jSv3wREZFwdvw4NG0KU6fCu+/CK68ov1jCmppjERGRcHX4MDRoALNnQ//+LrZNJMypORYREQkn1rq84q+/hnHjYNs2GD0aHnnE68pEAoKaYxERkVAXFwdz57qG+JtvYOtWSJkSIiPh00+VSCFyDjXHIiIiocBaNz3izz9h+/bzL1u3QkyMyyq+5x4X13bffZA9u9dViwQcNcciIiLBbvVql008e7b72hjIlQvy5IEiRaB6dahWDerUgUyZvK1VJMCpORYREQlWx47BO++4Heyuu85NkahdG3LnhjRpvK5OJCipORYREQlGU6fCc8/Bli3QsiX07Ak5c3pdlUjQU3MsIiISLHbvhnnzYPhwmDIFSpZ0UymqVvW6MpGQoeZYREQkEFkLa9fCr7+6pIm5c2HDBndbhgxupLhjR0id2ts6RUKMmmMREZFAYy08/zx88on7OmdOqFIFnn7afSxXziVPiEiSU3MsIiISaD780DXGzzzjRoeLFNGWziLJRM2xiIhIIPnqK+jcGRo3dls6p0jhdUUiYUWvOBERkUCxcCE0bw7/938wcqQaYxEP6FUnIiISCDZtcrvW3XijS6JIl87rikTCkppjERERr+3fD/XqQWwsTJ+uvGIRD2nOsYiIiJdOnoRGjeCvv+DHH6FoUa8rEglrao5FRESSy+HDsHo1rFr172X5cti1C8aMgWrVvK5QJOypORYREfG3X36Brl1hwYJ/r0uXDkqUgHvucXONGzf2rj4ROUvNsYiIiL+sWQMvvwxTp0KePPDOO3DrrW7b5wIFlEYhEoDUHIuIiCS1XbvgzTdhyBC31fMHH8ALLyiBQiQIqDkWERFJKvHx0KsXvPuuW2jXrh28/rrSJ0SCiJpjERGRpHD4sNvAY+pUaNgQevZ02z6LSFBRcywiInKtNm6EBg1g3Tr4+GN49lkwxuuqROQqqDkWERG5FjNnwkMPuWb4hx+gRg2vKxKRa6BlsiIiIlfDWujXD2rXdls+//abGmOREKCRYxERkct18KCbOrF+vdvmefx4N51i9GjIlMnr6kQkCag5FhERuZA9e+Ctt9wuduvXu6/PSJUKXn0V3n5becUiIUTNsYiISGL++stNmdi6FSpWdLvYFS3qLrfcAgULQpo0XlcpIklMzbGIiEhCy5ZBnTouq/jnn6FyZa8rEpFkor8DiYiInOuXX6BaNTdt4tdf1RiLhBk1xyIiImd8842bSnHTTTBvHpQo4XVFIpLM1ByLiIgADB4MjRtD2bIwZw7kzet1RSLiATXHIiIivXvD00+7ecY//QTZs3tdkYh4xK8L8owxm4EYIA6ItdZW8OfxRERErlivXvDyy9C0KYwaBalTe12RiHgoOdIqqltr/0mG44iIiDinTrlLxowXv1/PntC1Kzz8MIwc6RbhiUhY07QKEREJLdu2QYUKbkvnt96CmJjE79ejh2uMH3lEjbGInOXv5tgCPxhjFhtj2vj5WCIiEu6WLoVKlWDLFhfH9uabbrOOjz6CEyf+vd8HH0C3bq4xHjFCjbHINVqxAlq1cnvlVKsGZcpAgQJu+n769FCvHowZA0eOuPuv37eep6c+zaL9izytOzHGWuu/JzfmJmvtDmPM9cCPwHPW2tkJ7tMGaAOQK1eu8uPHj/dbPUeOHCHjpf7EJiFB5zp86FyHj0ud66y//UbJN98kNmNGVvTowdGCBcm0di0Fhgwh2+LFnLj+ejY//jhpDhyg4NCh7K5ZkzXdukHKlMn4Xcjl0Os6eMTHw8SJeRgypCBp0sRz443HyZAhlvTp48iQIZaMGWMBmDcvB7t3pyVNxGkyl45m7y19SVX4Z1rma84jBR9J9rqrV6+++EJr4fzaHJ93IGPeBI5Ya3tf6D4VKlSwixb57x1EdHQ0kZGRfnt+CRw61+FD5zp8XPRcDx3q0iZKlYJp01xO8blmzoRXXoHffnNfP/qoGzFWYxyQ9LoODlu2QIsWEB0NDzzg0hBz5vzv/ay1TFs/g9dGzGDZjyUwq5tij2UjW7Z4WrT4k//9r2gyVw7GmAs2x36bVmGMyWCMyXTmc+AeYKW/jiciImHIWnjjDWjdGu6+G2bP/m9jDFCzJixY4Db56NFDjbHINbDWBbvceissXgzDhsHXX/+3MT4Vd4qRy0Zy66BbuW/8vezLOYkP+51g767UTJkCtWqlIGvW0958Exfhz0lWuYBvjDFnjjPWWvudH48nIiKh7p9/YO1aWLPGffztN7fF85NPwsCBF49hM8YNb4nIVduwwU3XnzgR7rzTrWUtUOD8+8ScjOGzJZ/x0YKP2H54O6WuL8XIB0bSrFQzUqd0r9H77nOX6OjACzTzW3Nsrd0E3Oav5xcRkTBw8iRMmgTDhlF5wQI4dOjf29Klg6JF3QYeL77oml8RSVLWusV2X3/tLitWuPegPXrASy+d/weYXUd28fHCjxmwaAAHTxwkMn8kg+sPpk7hOpggen1qea6IiASeDRvcBMZhw9xocb58/HPnndxYsyYUKwbFi8PNN0MKJZKKXAtr4ehROHjQvfc89+PSpa4h3rjRvfesWhX69IFGjc7fXX39vvX8b97/GLFsBKfiTvFgiQfpXLkzFW+q6Mn3dK3UHIuISGCw1s0JHjDALaBLmRIaNHAL7WrVYv3s2dyoRVoiF3TypNvw8c47oXr1S99/yRI3Xf+PPxK/PXVqN13/5ZfdSzFXrvNvX7h9Ib3m9eKbNd+QJmUaWpRpQac7OlEke5Fr/2Y8pOZYRES8d+iQ+1964kTIlw/efRdatnQbeYjIJR075kZ0v//efd2kCfzvf5Anz3/ve/IkvPOOmxpx/fXw3ntuMV2WLJA5s/uYJQvkzg2ZMp3/WGstMzbMoNfcXvyy5ReypM3CK1Vf4bmKz5ErY67/HiwIqTkWERFvLVoETZu6XKiePaFTJyVJiFyBI0fc4rZffnHrUnfvdo3vt9/C669Dx44QEeHu+9tvbrOOVatcDNuHH0LWrJc+xqm4U4xbMY6oeVGs2ruKvNfl5aPaH/Fk2SfJFJHp0k8QRNQci4iIN6yFjz92q3puuMHFsFWu7HVVIkHl0CG3+9zChTB6tNv0EeCJJ9w61W7d4PPP3Sjyr7+69as33gjTp0Pdupd+/sSSJ0Y8MIKHSz18Nnki1Kg5FhGR5HfggItf++YbN+Q1bJjbZ1ZELtv+/VC7NixbBl98AQ8++O9t+fO7xXTffw/PP+/mDAM89RRERbnpExez68gu+i3sx4DfB3Do5KGgTZ64GmqORUQkeS1dCg0bwvbtbjirY0fFsElYOH0aTp2CDBmu/bn27IFatVzc99dfQ/36id+vdm0XvzZ0qAt6udRCvfX71tN7Xm9GLBvB6bjTQZ88cTXUHIuISPKZNMlt3ZwtG8yZA5UqeV2RSLI4cQLuucclQ7Rr56bWX3/9lT/PqVMwdSq89pqbpv/tt65Jvpg0aaBt24vfJ2HyRKsyrXjxjheDPnniaiggUkRE/M9at0KoYUMoVcqtClJjLGEiPh4ee8zN+b3zTjfvN39+Nyd4587Le47ly90fWW66CRo3dovwZsy4dGN8MdZapv85nbuG30WloZWY9dcsXq36Kls6bGFg/YFh2RiDRo5FRMTfTpyANm1g1Cho1sytDkqXzuuqRJLNSy+5lMIPP3QN7rp18P770K+fi/V+6in3EkmZ0r1cjh93H0+cgE2bYMQIWLzYjQDff79Lm6hV6+pDXU7FnWL8yvFEzYti5Z6VZ5MnWpdrTcY0GZP2mw9Cao5FRMR/du92o8Xz58Pbb7u/BWt+sYSRPn3go4/ghRdcYwxu1/MRI+CNN+CDD2DQIPjkkws/x223uUb6kUeubd1qwuSJ0teXZlTDUTQt2TRkkyeuhppjERFJevHxMG0atG8Pe/fCl1+6vwWLhJGvvnJTJxo1cmtPEypUCIYMcVnEs2e7keF06SBtWndJl85lEBcufG11JJY88dl9n1G7UO2QT564GmqORUQk6Rw96obE+vSBP/90Eytnz4YKFbyuTOSi9u93o7jNmkH58tf+fHPnurWnd9zh8ocvNgUiXz43JzmpJUyeaFS8EV2qdAmr5ImroeZYRESu3Y4d7u/Cn37qMoxvvx3GjXPBq6n151oJfC+84JrY3r1dg/zuu25k92KOH4fDhyEuzv2xJC7OXXbtcrnCN98Mkycn/xR7JU9cGzXHIiJydTZtcttszZgBP/zguoOGDd3EysqVNbdYgsZ337nG+MUXIX16t3Duq6/gmWfclIecOd39rIX1690/++nT3XbNp08n/pzXX++eN0eO5PkerLXM2DCDnnN7MnvLbLKmzcqrVV+lfcX25MqYK3mKCBFqjkVE5NKsdUNkv/3mmuHp092Se3DDay+8AM8+CwUKeFunyBWKiYGnn3YbZLz/PkREuBziN990SRLDh7t/3gcPun/2mza5x5Us6a4vUMBNmUiRwn08c6lWzY0c+1tiyRMf3vMhT5V/SskTV0nNsYiInG/KFLdBx99//3vZscPNJwbXPURGug6ibl0ooj/VSvB67TXYts39k4+IcNflzu1mCHXsCN26uSkW6dJBzZoulq1uXTed3ktKnvAfNcciIuIcPw7PPef2mY2IcLsN3HgjlCkD9eq5z0uUcI1xUux/K+Kx+fPh44/d+7wqVf57e7Fi8M03sHWrmyaRNm3y15jQmeSJgYsGcvDEQSLzRzK4/mDqFK6j5IkkouZYRERcssRDD8GyZfDKK/DWW5BK/0VI6Dp5Elq3hjx5XErFxSTH9IhLUfJE8tFvPhGRcDdxottyK3VqN6mybl2vKxLxuw8+gNWrXRx3pkxeV3NhC7cvpOfcnkxaO0nJE8lEzbGISLg6dQo6d3Zbb1WqBF98ERhDZCJ+tmqVW3z3yCNuxlCgibfxzPhzBr3m9VLyhAfUHIuIhKPdu+GBB2DBAujQAXr2dNtziXgoPt79IWPz5mxUrnz5/yQPHYKNG12SxLkfY2Igb163ycbNN//78dln4brr3F41geRU3CnGrRhH1LwoVu1dpeQJj6g5FhEJN2vWuOGyPXu0rbMEjO3b4fHHYdYsgFt57z249173Hq5u3X+nPsTHu+kQc+a4y6+/urSJc+XI4RIGr7vOjRJPn+7Wm55r1Kh/84u9puSJwKLmWEQknMyaBY0auTSKX37Rts4SECZOhDZt3Eyfzz6DvXtXsHFjaaZMcRstRkTA3Xe7fWXmznWbMIKLXKta1YWsFCrkLgUKuKb4XNbCP//Ali0ueSIuLjDeE55Jnhjw+wAOnTxE9fzV+ey+z6hdqLaSJzyk5lhEJFyMGgVPPgmFC7uhNK+DWiXsxcS4jTSGDXM7jo8Z42Kzo6P30a2ba2LnzoVJk1z8dsqU7r1d1apw551QsODlbcRojBslzpkzMN4PJkyeeLDEg3Sp3IXbb7rd69IENcciIqHPWnjnHejeHapXh6+/hixZvK5Kwpi1brr7Y4+5+cGvvOJ2pEudYAbBmZ3mqlVzWzoHu8SSJzpV7kThbIW9Lk3OoeZYRCQUWesW3S1fDiNHuiG5xx6DIUO08E6S3M6dMH6820UuSxbImvXfjxERLkZ71So3V/jMxwMH3GK56GjX/IYqJU8EHzXHIiKh4ORJmDAB/vjDNcTLl8Peve42Y+CNN9zQnOYxShL7+2+46y7YsOHS982aFUqWhCZNoFQpaN48dP+IkVjyxEe1P6J1udZKnghwao5FRILdnj1uIubcuW7orlQpaNAAbr3VXUqXhuzZva5SQtDu3VCzJuza5dZ3FiniRoQPHICDB93H48fdQrkSJSBXrtB/f6bkieCn5lhEJJgtX+4a4d27YexYNySXMqXXVUkY+OcflyCxdSt8951bJAcuQSIcJUyeiMwfqeSJIKXmWEQkWE2Z4rb4ypzZBb4GwjJ8CQsHDkCtWm4qxbRp/zbG4UjJE6FHzbGISLCxFnr1gm7doHx5l3N1001eVyVh4tAhqF3bLaqbMgVq1PC6Im8s2L6AXnN7KXkiBKk5FhEJJidOwNNPuwSKJk1cQGz69F5XJWHin3/cLJ4//nCJgLVre11R8oq38Uz/czq95vZiztY5ZE2blVeqvsJzFZ9T8kQIUXMsIhIs1q6Fhx+GpUvhrbfg9ddDf3WTeCImBpYscaPDa9a4j6tXu8i2lCldMMp993ldZfI5FXeKsSvGEjUvitV7V3Nz5pvpU7sPT5Z7UskTIUjNsYiIl+LiXIObIsWF72MtDB3qthJLl879LTucOhO5JtbC+vVwww1uevrFLF0KAwe6WOyjR911GTO6pInataF4cTeNIlymtx8+eZjPFrvkiR0xO7g1162MbjiaJiWbKHkihKk5FhHxyqFDblXTli1uYd3jj0OZMuePBh84AG3awMSJLjNr5Ei48UbPSpbgcOQIzJzpFstNnw47drj3X+XLu00Sa9Rw2y9nyOCi1r74AgYNgoUL3fuvZs3goYdcKmCePOH3B4qdMTvpt7AfAxcNPJs8MaTBECVPhAk1xyIiXjh2DOrXd5M3a9eGAQOgTx+XSfzEE/Dooy4K4NFH3S4LPXpA584XH2GWsHbypNsAccoUt+vcqVNw3XVwzz3uPdiOHTBrFnz0kVvPmSqVGwFeu9ZlEhcvDn37uo0Us2b1+rvxxrp/1tF7Xm9GLh9JbHwsDxZ/kM6VOyt5IsyoORYRSW4nT7pNO+bNg3Hj3MK6/fvd/rsjR8JLL0GXLu6++fO7zT0qVvS0ZAlsixZBixZua+ZixeC55+Dee6FKlfN3C3/rLTddYt48+PlnlwBYpw4884zbwjlcB0XPTZ6ISBXBk2Wf5MU7XlTyRJhScywikpxiY91o8Pffu2G+Jk3c9dmyQbt27rJ2LYwaBadPw2uvueE/kUScPAnvvOP+sJArl5tGUa/exR+TIYMbSa5VK3lqDFSJJU+8WvVVnvu/57g+w/VelyceUnMsIpJc4uPhqafgq6/c37affDLx+xUrBu+9l7y1ScDZvNmN7hYt6nYBz5Tp/Nv/+MPNwFmxwo0af/QRZMniQaFBRskTcilqjkVEkoO10LEjDB8Ob74JHTp4XJAEqvh46N8funZ1U9PPKFzYrdcsU8YtuOvdG3LmhKlT3fR1uTglT8jlUnMsIpIcuneHfv1cg/zGG15XIwFq/Xpo1cpNM69bF9591y2kW7bMxaz98YcLLgFo3twtoMuWzdOSA17C5Inq+avz2X2fUadwHSVPSKLUHIuI+FufPm5i6JNPwv/+F76rnsKcte5jYqc/NtZNi3jjDUibFkaMcKkRxkC5cufHWh8+DPv2QYECyVN3sFq/bz295/VmxLIRSp6QK6LmWETEn0aNcqPFjRrBp5+qMQ5Tq1e7dZirVkHu3C6q+swld26YNAl+/x0eeMCl+uXOfeHnuu46rdG8GCVPyLVScywi4i/TpkHLlm7XhTFj3L67ElasddPM27d3KRHPPw9797ro6rVr3YK7gwchRw6X5Nekid4/XQ0lT0hSUnMsIuIPv/4KjRu71VOTJrm/lUtYiYmBtm3d+6Lq1WH06MQ3Nzx2zG3IcW4esVyeU3GnGLdiHFHzoli1d5WSJyRJqDkWEUlqy5e7+ICbb4YZM/Q38DC0dKkbBd640W288eqrF/7DQfr0yVpaSEiYPFH6+tKMajiKpiWbKnlCrpmaYxGRpLRpk9sOOmNG+OEHl7UlYeH4cdcU//STS5nIkcNNm7jrLq8rCx2JJU8MbTCUewrdo+QJSTJ+b46NMSmBRcAOa62SGEUkNB096v5u/t57cOqU25c3Xz6vqxI/iY118Wq//+62bl60CFauhLg4d/u998KwYXpvlFTW/bOO3vN6M3L5SCVPiN8lx8jxC8AaQH9XFJHQs2WL27FhyBA4cADKlnU74JUo4XVlkoROn4YlS+CXXyA62k0pj4lxt2XPDhUquLi1ChXc5aabPC03ZMzfNp9e83oxee1kIlJF0KpMKzpV7qTkCfErvzbHxpg8wL3Ae8CL/jyWiEiyOXEC5s1zTfGkSS5eoFEjF0VQpYriBkLE4cPufc6ECe4PAUePuuuLFYNHHnHTJSpVgvz5dcqTUryNZ/6++bwx7I2zyROvVXuN9hXbK3lCkoW/R477AF2ATJe4n4hIYDp06N+tyc5cVq92fz/Plg26dIF27SBvXq8rlSQQG+umio8aBZMnu3nEBQvCE0+4ZrhaNbjhBq+rDE2JJU/0rdOXVmVbKXlCkpWxZ7bsSeonNqY+UM9a284YEwm8lNicY2NMG6ANQK5cucqPHz/eL/UAHDlyhIwZ9QILBzrX4cNf5zpi714KDB1Krh9+wPh+T57Mnp0jhQtzpEgRYm65hf0VKxIfEZHkx5bE+fN1vX9/GsaNy8vMmbk4cCAN1113msjIPdxzz25KlDiskWE/Ohp7lGk7p/Hl9i/559Q/FMxQkIY5G1Inbx1SpVBuQKjz6v/r6tWrL7bWVkjsNn82xx8AjwGxQFrcnOOvrbXNL/SYChUq2EWLFvmlHoDo6GgiIyP99vwSOHSuw0eSn+vDh6FnT/jwQ7eDQ9u2cM89bi6xhgw95a/X9Y8/QvPmbsr4ffe5bZvr1VPusL8lTJ6oUaAGXSp34Z5C9/DLL7/od3iY8Or/a2PMBZtjv70ls9Z2A7r5CojEjRxfsDEWEfHU6dMweLALpd271+31+957SpwIMrt3w8yZ7pIqlduZrnTpxO97+jR07w49ekDx4i52rWTJ5K03HCWWPNGlShcq3JhonyKS7PT3ChGRn392I8Tr10NkJERFucgBCXhHjrj0iJkzXb7wypXu+ixZXKLe4MFQty507uxO7ZnpEVu2uEV18+ZB69bQt6824/A3JU9IsEiW5thaGw1EJ8exREQu26lT8PrrrhkuXBimTHE722mCaUCLjXVTIUaPhm++cYvmIiKgalU34H/33W4WzKFDMHAg9OsHNWpA+fKuSU6dGp580q2pHDcOmjXz+jsKXfE2nul/TqfX3F5KnpCgoZFjEQlP69e7ocPFi+Hpp90cYw0dem7RItfsZskCWbO6jxkyuNvWrcvEpEmuod2zx4WFtGjhUvSqVIF06c5/rmzZ3LbNnTrByJHwv//92wiXLw/jx7v3RJL0TsWdYuyKsUTNi2L13tVKnpCgouZYRMKLtfD55y6TOG1aN/T4wANeVxX2YmOhY0f45JP/3pYqlWuQDx0qT5o0/y6aq1v38hbNpU0Lbdq46RNTpsDff7uRYwWNJL3DJw/z2eLP+GjBR+yI2cGtuW5lVMNRNC3ZlNQpU3tdnshlUXMsIuHjn3/c3OKJE93f2UeO1FZmAeDAAWja1E2V6NjRJUUcPOiuP3jQXQ4dgrRp1/Haa0XJkuXqjpMihd4H+UvC5Inq+asztMFQ7il0D0bTlCTIqDkWkdBmLfz2Gwwa5P6OHhvrotpeesl1S+Kp9evdSPBff8HQodCq1YXvGx29kyxZiiZfcXJJiSVPdK7cmdtvut3r0kSumppjEQlNMTEwZoxripctg4wZ3QTV9u2V1xUgfvoJHnrITZv46Se3+5wEh4TJE0+WfZIX73hRyRMSEtQci0ho2bTJrbwaOdLlfN12m2uQH3kEMmkn+0Bw9CgMGwYdOkCxYjB1KhQo4HVVcinxNp5p66fRa14vft36q5InJGSpORaR0LBsmZsu8cUXkDKla4bbtoWKFRXN5pFTp1wG8dq1sG7dv5ft293t9eu7wf3rrvO0TLmExJIn+tTuw5PlnlTyhISkCzbHxphGF3ugtfbrpC9HROQKWEvm5ctdTvH06W7qxIsvuiFJLbTzjLUwebLLFN6wwV2XOTMULQrVq8Mtt7hd6+rXd+9jJDAdPnmYwYsH02dBH3bE7OC2XLcxptEYHirxkJInJKRdbOT4Pt/H64HKwM++r6sD8wA1xyLineXL4bnnKDt7NuTMCe++C+3auXBc8czSpe79yaxZUKKES8q74w64/noN4AeLhMkTNQrUUPKEhJULNsfW2pYAxpgfgBLW2p2+r3MDw5OlOhGRhGJioHt3t+1Z1qz8+fzzFOnR4787QEiy2rULXnvNRUhnywYDBsBTT7nFdhIcEkue6FKlCxVu1FbqEl4u59dW3jONsc9u4GY/1SMikjhr4auv3JSJv/92uzq8/z47li+niBrjZGeti1+bM8ddvvgCTp50OcWvv85VZxFL8kuYPNG6bGtevONFCmUr5HVpIp64nOZ4pjHme2Cc7+umwE/+K0lEJIGNG10E23ffQZkybhOPSpW8ripsxMbCzp2wdaubNnGmIf77b3d7lixu/vDbb0ORIl5WKpcrYfJEtnTZeL3a67Sv2J6cGXJ6XZ6Ipy7ZHFtr2xtjGgJnEigHW2u/8W9ZIiK41Vy9esGIEW6v3z594Nln9bd6P7HWTeWeMgVWrYJt21xD/PffEB//7/1uusllElet6i4lS2o/lWBxKu4UY5aPIWpeFGv+WaPkCZFEXPJ/GGNMT2vty8A3iVwnIpL0li6FDz5wI8SpU7tt015/HW680evKQk5cHMydC5Mmuctff7mFc4UKQd68bpftm292n+fN6xInChTQ4rpgcyZ54qMFH/F3zN9KnhC5iMsZfqkFJGyE6yZynYjItZkzB95/302fyJTJZYF16AA33OB1ZSFnzRr46COXJvHPP25g/u674ZVX3HbOuXJ5XaEkhZ0xO+m7sC+DFg3i0MlD1CxQk2H3D6NWwVpKnhC5gIvlHLcF2gEFjTHLz7kpEzDX34WJSBix1kUdvP++i2V77z0Xy6ZVXVfk+PFLh3YsWuQG5b/5BtKmhYYN3aV2bW0gGErW/bOOqHlRjFo+itj4WBqXaEznyp2VPCFyGS42cjwWmAF8AHQ95/oYa+1+v1YlIuHj1Clo3RpGjXLZX336QPr0XlcVVOLjoVs3txfKjTe6XOEzl3LlIE0amD3bvff44Qe3Icerr8Lzz7v3IhI6lDwhcu0ulnN8CDhkjHkN2GWtPWmMiQRuNcaMtNYeTJ4SRSRkHToEDz4IM2e6TTxeeUWTWa/QsWPw2GPw9dfQrJlbGDd/vpuuDa4xzpMHNm1yUyV69HC7amvL5tCh5AmRpHU5c46/AioYYwoDg4HJuFHlev4sTERC3I4dUK8erF4Nw4fDE094XVHQ2bkTGjSAxYvdgPvzz//73mLXLtckz5/vkic6dYKWLbVXSig5GXuSsSvGKnlCJIldTnMcb62NNcY0Aj621n5sjPnD34WJSAhbtQrq1oUDB2DaNLjnHq8rCjrLlrls4QMHYPJkt4juXDfc8O98Ygkth04cYvDiwfRZ2EfJEyJ+cDnN8WljzMPA48CZX7969YnI5du71zXEK1e6y/jxbl7xnDluUw+5ItOmuSkUWbLAr7/qRxgudsbspM+CPgxaPIjDJw8reULETy6nOW4JPAO8Z639yxhTABjl37JEJOh99RUMHOia4d27/70+a1a3UmzQIMiXz7v6AtjRo262yaZNbnrErl3uR3jm82XLoGxZt1mHop9D39p/1tJ7Xm8lT4gkk8vZIW818Pw5X/8F9PRnUSISxE6cgBdfdI3xLbfAvfdCqVL/Xm64QYvuzrFtG/zyy78D66tWuY04zpUqlfux3XCD252uVi144w3IkMGbmiV5zN82n55zezJ53WTSpkpL67Kt6VS5EwWzFvS6NJGQpj1YRSTprF8PTZq4oc1OnVx2WJo0XlcVkDZvdj+eYcMgNtY1wEWLQsWKbuFcqVJQpAjkzu0G27U9c3hILHnijWpvKHlCJBmpORaRpDF2LDz9tGuGp051q8XkP7ZscU3x55+7hvfpp92lWDG3U7aEp4TJE/ky56NfnX60KtuKDGn0JwKR5HSxHfJSWWtjk7MYEQlCx47BCy/AkCFQpQqMGwd583pdVcDZutVt/DdsmJtV8vTT0LWryyCW8HWh5IkmJZuQKoXGr0S8cLFX3m9AOQBjzMfW2ueSpyQRCRrbtsH998Mff7gt2t5+280PkLOshaFD3fuH2Fi3CWDXrnr/EO7+jvmbvgv6nk2eqFGghpInRALExf4XO/fVWcXfhYhIkFm40DXGx4+7bLF62hcooX37oE0bt3tdjRpuKoUCOsJbwuSJh0o8ROfKnSl/Y3mvSxMRn4s1xzbZqhCR4DJ2LLRq5aITfv4ZSpTwuqKAM3MmPP64i3ju3Rs6dtSiunA2b9s8es3tpeQJkSBwsea4mDFmOW4EuZDvc3xfW2vtrX6vTkQCS3w8vP66W1F2110uyzh7dq+rCignT8Jrr7mGuFgx+PZbl0ks4SfexvPt+m/pNbcXc7fNJVu6bLxe7XWeq/ickidEAtjFmuPiyVaFiAS+I0fcUOg337iJs598opi2BBYuhGeegaVLoW1b1yCnT+91VZLclDwhEtwu2Bxba7ckvM4YkwPYZ63VlAuRcBEfDxMmuF0nNm6Ejz5yq8u0aOisf/5x6xGHDHE71k2eDA0aeF2VJDclT4iEhotFuVUCegD7gXdwW0bnAFIYYx631n6XPCWKiCfi491KsjffdNu2lSwJ338Pd9/tdWUBIy7OJVF06waHD8NLL7n3EJkyeV2ZJKfEkic+b/A59xS6R8kTIkHoYm9lPwFeATIDPwN1rbULjDHFgHGAmmORUGQtTJkC3bu7ne6KFYPx4+Ghh7SizCcuDn7/HZ5/3n286y7o39+9f5DwoeQJkdB0seY4lbX2BwBjzNvW2gUA1tq1eicsEoIOHnQbeAwe7CbNFi4Mo0bBww9DypReV5esDh50O9mduWzbdv7l779dZvENN8CYMe5HpF+L4UPJEyKh7WLNcfw5nx9PcJvmHIuEAmvhl1/c3ICJE+HECShd2n39+OMhvaFHfDxs2uT2L1myxM0c2bIFNm92UyTOFRHhdrLLm9eNEufNC/nzQ9OmcN11XlQvyU3JEyLh42L/891mjDmMi25L5/sc39dp/V6ZiPjP8ePQt69bQbZxo+vwWrSAJ5+E8uVDdhh07lz3HmDJEjc4fqYJTpUKihaFAgWgWjW3UUf+/O5jvnyQM2fI/kjkEpQ8IRJ+LpZWEV5/RxUJF3Pnug081q+HyEg3t/jBB0M6c2zbNujSxU2dTpcOypSB5s1d/nC5cm6ucESE11VKIEmYPFHmhjKMbTSWh0o+pOQJkRCnV7hIuDh6FF59Ffr1c8OhP/4Y8skTx49DVBT06OFmkHTv7prkEH4fINcoYfJEzQI1GXb/MGoVrKXkCZEwoeZYJBzMmuWmTPz1F7RvDx98ABkzel2V31jrpk+89BJs3eqCNqKi3HsCkcQoeUJEzlBzLBLK1q+HDz+ETz916RO//OIm1YaozZvhyy/d9IklS+C222DkSLeITiQxiSVPvHjHixTKVsjr0kTEI2qORUKJtbB8OXz1ldvAY9Uql03cqRO8/XZIzifYtSstUVGuKf79d3ddhQru/cCTT4ZdCp1chsSSJ96o9gbtK7ZX8oSIqDkWCQl79kDv3q4h3rjRNcRVq7r5xQ0buhyyELJpk5s2MXEi/P57JcA1xD17QuPGUFBxs5KIk7EnGbNiDFHzolj7z1olT4hIotQciwS7HTugRg3XMdasCS+/DPffD9df73VlSWrDBjc6fCaKDeD226FNm4107VqIAgW8rU8C16ETh/h08af0WdCHnUd2KnlCRC5KvxVEgtnWra4x3rMHoqOhShWvK7pq1sLChW7N4K5d7rJ7t/u4eTOsW+fuV6mSGyR/8EGXRRwdvY0CBTQ/VP4rYfLE3QXvZsQDI7i74N1KnhCRC1JzLBKs/vrLNcYHDsAPP7iuMUhZ65IlPvzw3+vSpHHbM99wg9ug45lnXEOcN693dUpwUPKEiFwLNcciwWjDBtcYHzkCM2e6Xe2ClLVuveBHH8Gzz7qkuRtugMyZtSudXJm5W+cSNS/qvOSJTpU7UTCrJqGLyOVTcywSbNaudXOLT51y+cW33eZ1RVfNWujY0e1k3aGDGzlWQyxX4kzyRM+5PZm3bZ6SJ0TkmvmtOTbGpAVmAxG+40y01nb31/FEQt7u3fDrr2541VrXGJcq5XVVV81a1xD36+ca5P/9T42xXD4lT4iIv/hz5PgkUMNae8QYkxr41Rgzw1q7wI/HFAkNsbHwxx+wYAHMn+8umze72266CX76CYoV87TEa2EtPP88fPIJvPiiW2CnxlguR2LJE2MajaFJySZKnhCRJOG33yTWWgsc8X2Z2nex/jqeSEiw1mUVd+7sFtwB3Hgj3HGHm4x7xx1QrhykTettnZewYAG8/jrMnesSJQoX/vdSpAh88w0MHOgW4fXqpcZYLu3vmL/5dNOnTF8wXckTIuJXfn2bbYxJCSwGCgP9rbUL/Xk8kaC2bJmbZxAdDSVLwpgxbiOPIIpnWLIE3ngDpk1zMcstW8LOnW794E8/wfHj/963c2e3aYf6GrmYNXvXnE2eiIuPo0mpJnSu3Jlyuct5XZqIhCjjBnj9fBBjsgDfAM9Za1cmuK0N0AYgV65c5cePH++3Oo4cOULGjBn99vwSOILpXKc+eJACn39O7mnTiM2Ykb9atmTnffdhg2jf47/+ysCwYfmZMycnmTKdplmzbTRsuIN06eLO3ic+HvbtS8OOHemIjzeULXswSRrjYDrXcvlWHFrB+G3jmbdvHhEpIqh7Q13uzXYvhbMX9ro0SQZ6XYcPr8519erVF1trKyR2W7I0xwDGmDeAY9ba3he6T4UKFeyiRYv8VkN0dDSRkZF+e34JHEFzrj/91O1od+SImzbRvTtkzep1VZdt2zZ49VUYPRoyZXLzhzt0cDFsySVozrVcUmLJE89VfI5nb3+WnBly6lyHEZ3r8OHVuTbGXLA59mdaRU7gtLX2oDEmHVAL6Omv44kEnV69XGN8990usqF4ca8rumwxMa783r3dNOnOnaFLF8ie3evKJBglTJ7InyU/H9f9mJZlWip5QkSSnT/nHOcGRvjmHacAJlhrv/Xj8USCR58+rjFu1swNuwbJFIq4OBg2DF57zSXLPfIIvP8+5MvndWUSjJQ8ISKByJ9pFcuBsv56fpGg1b+/C/Z98EEYOTIoGmNr3Q7VnTvDihVQuTJMngz/939eVybBaMfhHfRd2JdBiwYRcypGyRMiElD01lwkOQ0e7OYWN2gAY8dC6tReV3RR1rqUiTffhHnzoEAB+PJL19erh5ErtWbvGqLmRTF6+WjibBxNSip5QkQCj5pjkeQybBg8/TTUqwcTJkCaNF5XdEHWwsyZrimeOxfy5HG5xC1bQkSE19VJsJm7dS695vViyroppEuVjjbl2/DiHS9SMGtBr0sTEfkPNcciyWH0aHjySahVC776KmA7zBMn4Oef4YMP3E7VefLAgAHQqlXAliwBKrHkie53dT+bPCEiEqjUHIv40+bNLsbhyy+henWYNCmgdrezFlauhB9/dHOKZ892G3XcdJPb2rl1azXFcmUSJk/ky5yPfnX60apsKyVPiEhQUHMs4g9Hjrjh1//9D1KkcPMTunSBdOk8KScmBrZudbnEW7e6y8aNbjO+XbvcfYoVc81wrVruEkA9vASBxJInxjYay0MlH1LyhIgEFf3GEklK8fEugaJbN9d1Pvoo9Ojh5icks02boG9ftwv1vn3n35YihSspMhLuucdFLQfRLtUSQJQ8ISKhRs2xSFL56y9o2hR+/91lnH3zDVSqlKwlWOsW0H30kTt8ypQuWaJcOdf83nyzu+TODan06pdrkDB54qESD9GlShclT4hI0NN/jyJJ4fffoX59OH0aRo1yu2OkSJFsh4+NhYkT4cMPXSlZs0LXrvDss27+sEhSUfKEiIQ6Ncci12rKFHj4Ybj+epgxw03eTUbLl7sgjEWLoEgRly7x+OOQQWufJIkkTJ7Ini67kidEJGSpORa5Fv37w/PPQ/nyMHUq5MqVbIc+eRLee8+t+8ua1e0p0rRpsg5YS4hLmDyRP0t+JU+ISMhTcyxyNeLjXfrE//737253yThUO3++Gy1eswYee8zNMc6ePdkOLyEuseSJcQ+Oo3GJxkqeEJGQp99yIlfi4EFYvdp1oxMnuq2g+/RxK9/87ORJ2L4dPv4Y+vVzaRPTp0Pdun4/tIQJJU+IiKg5FrmwvXvdbnarV/972bnT3WaMGzXu2NF9nsSmTYPvvnO5xNu3u4979vx7+7PPuukUmTIl+aElDK3eu5re83qfTZ5oUrIJnSt3VvKEiIQlNcciCVkL48a5ucT79rkOtHhxqF0bSpRwn992m1+CgffsgeeegwkT3GHz5XMjxGei2M58ftttSX5oCUNzt86l59yeTF0/VckTIiI+ao5FzrV9O7RtC99+67KKf/rJdaJ+/pOytfDFF64xPnzYLbTr3BlSp/brYSUMxdt4pq6bSq95vZQ8ISKSCDXHIuC6088+cx3p6dMuMPj555NlLvHff0O7djB5MlSsCJ9/DiVL+v2wEmZOxp5k9PLRRM2LYt2+deTPkp+P635MyzItlTwhInIONcciGzZAmzYwaxZUr+6a5EKF/H7Y+HgYPhw6dYITJ6B3b+jQIVn6cQkjCZMnyt5QVskTIiIXod+MEr4OHIB333XxD+nSweDB0Lq136dQACxe7IIuFiyAO++EoUPhllv8flgJIwmTJ2oVrMXIhiOpWaCmkidERC5CzbGEn9OnYdAgePNN1yA/+SS8/Tbkzu33Q+/bB6++6vrwnDndyPFjj2njDkk6iSVPdKnchbK5y3pdmohIUFBzLOHDWrfQ7qWXYP16qFnTxbElQ/RDXJybrfHqq3DoELzwguvNM2f2+6ElTCRMnni6/NO8eMeLFMhawOvSRESCippjCQ8nT8Kjj7rc4qJF3VbP997r9ykUu3fD+PEwZAisXAmRkW4WR6lSfj2shInEkifevOtNnq34LDnS5/C6PBGRoKTmWELfqVPQpAlMmeJ2zujUya8ZaUeOwKRJMHo0/PijW3hXtqxrkps0SZYpzRLiEkue+KTuJ7Qs25L0qdN7XZ6ISFBTcyyh7fRpaNrUNcb9+7vMND/ZuBHeessNTh875jbw6NbNDVgXL+63w0oYUfKEiIj/6bephK7Tp6FZMzeM+/HHfmuMjx2DHj2gVy83IP3YY9C8OVSurIV2kjQSJk/cXfBuJU+IiPiJmmMJSSY2Fh55BL7+Gvr0cblpScxaNyDdoQNs3gwPP+yyim+8MckPJWEqYfJE05JN6Vy5s5InRET8SM2xhJ7YWIq/9x5ER7ud7l54IckPsWGD20Bvxgy3m92sWW6xnci1stYyd9tces3tpeQJEREPqDmW0LF3L/z0EwwfzvXR0W4Yt2PHJHv6+Hj4+WcYNgwmToSICNd7t2/v1/V9EibibTxT1k2h19xezN8+n+zpstP9ru60r9heyRMiIslIzbEEr1OnYN48+OEH+P57WLLEXZ8tG38++yxFOnVKksP89ZfbrGPECNiyBbJkgaeecpnFybBviIS4k7EnGbV8FL3n9VbyhIhIAFBzLMFpxQqoVcsFCadKBXfcAe+8A7VrQ7ly7JgzhyLX8PSxsW4d34ABbsqEMe5wPXrAAw9A2rRJ9H1I2Dp44iCfLvqUPgv7sOvILiVPiIgECP0GluCzYQPccw+kTOkW3NWsCdddlyRPHRMDn3/u1vBt3gwFCrie+/HH4eabk+QQEuZ2HN5BnwV9+HTxp8SciqFWwVqMfGAkdxe8W8kTIiIBQM2xBJcdO9wQ7unTMHs2lCiRJE+7bRv06weDB8Phw3DnnW4+cYMGrgcXuVar964mal4UY5aPUfKEiEgAU3MsweOff1xjvG+fWxl3DY1xfDwsWwYzZ7o1fDNnumi2xo3hxRehYsUkrFvCVmLJE89UeIaOlToqeUJEJECpOZbgcPgw1K0LmzbBd99BhQpX/BS7d8Pkya4Z/vln12OD272uY0d49lm3q53ItUqYPJEjfQ7einyLdre3U/KEiEiAU3Msge/4cTe/YelS+OabqwoU/u03uPdeN/icJw/Urw933w01amjTDkk6CZMnCmQpoOQJEZEgo+ZYAtuJE9CkiZtfPHq062qv0PTp8NBDcMMNLvWtTBmXPiGSVBJLnhj/4HgeLPGgkidERIKMfmtL4PrzT9cYL13qMtUeeeSKn+Lzz6FNG7jtNtck58qV9GVK+EoseWJUw1HULFBTyRMiIkFKzbEEpi++cDttpE4N337r5kRcAWvh3Xfh9ddd9PGXX0KmTH6qVcLO6r2r6T2vN6OXj1byhIhIiFFzLIHlxAm3Om7QIKhcGcaPh7x5r+gp4uKgT58iTJni8omHDNH2znLtlDwhIhIe1BxL4Fi/3k2jWLYMunRxQ7+X0dXGxMDatbB6NaxZ46Ynz59/E127wvvva36xXBslT4iIhBc1x+I9a2HECHjuOUiT5rKmUezbB+3awfz5bgOPM1KnhltugY4d1/HBB0X9XLiEMiVPiIiEJzXH4q1du+Dpp2HKFKhaFcaMueQ0ip073V4gGza4FIoSJVxWcYkSULAgpEoF0dE7ATXHcuUOnjjIoEWD6Luw79nkiXEPjqNxicZKnhARCQP6TS/emTgRnnkGjhyB//0POnSAFCku+pAtW1w+8c6dLn2iRo3kKVVC3/bD2+m7oK+SJ0REwpyaY0l+Bw5A+/Ywdqzb6W7kSDf0ewl//gk1a7rN8n78Ee64IxlqlZC3as8qes/vzZjlY5Q8ISIiao4lGcXHu0y1F1+EPXvg7beha9fLWnS3YoWbShEXB7NmQVn1LXINrLX8uvVXes3rxbfrvyVdqnQ8Xf5pXrzjRSVPiIiEOTXH4n/WwqRJ0L2763JvvRWmToVy5S7r4YsWuazitGldY3wZg8wiiVLyhIiIXIqaY/Efa2HaNHjjDfjjDxcjMXasi2tLmfKSDz9+3G2M99ZbkCMH/PSTW3AncqXOJE9EzYti/b71Sp4QEZELUnMs/jFnDnTuDAsXuo52xAi3/XOqS/+TO30ahg1zsy527HCjxkOGQJ48yVC3hJSDJw7y6aJP6bOwD7uO7KJc7nKMf3A8D5Z4UMkTIiKSKP3vIEkrJsbNIx4wwEWyffYZPPHEZc0rjo+HCRPcls8bNrgFd2PGwF13JUPdElJ2HN5BnwV9ziZP3FPoHkY3HE2NAjWUPCEiIhflt+bYGJMXGAnkAiww2Frb11/HkwDwww/w1FNuV44OHdwOdxkyXNZDf/3VBVgsWwalS7vY4/r1tbudXJnVe1cTNS+KMcvHEG/jaVKyiZInRETkivhz5DgW6GStXWKMyQQsNsb8aK1d7cdjihcOHoSXXoKhQ6FoUdfpVq58WQ+NiYFu3aB/f8iXz40UN2t2ybhjkbPOJE/0nNvzbPLEMxWeoWOljkqeEBGRK+a35thauxPY6fs8xhizBrgJUHMcSn74AVq2dDvdvfwyvPmmi5W4DN995zbHu4qBZpGzyROvLX2NVbNXKXlCRESShLHW+v8gxuQHZgOlrLWHE9zWBmgDkCtXrvLjx4/3Wx1HjhwhY8aMfnv+cJN10SJKd+vG8ZtuYm3XrsQUK3ZZjzt0KBUDBhTmhx9uIF++o3TuvI6SJQ9f+oFXQOc6dJ2KP8WPu3/ki21fsO34NnKlyUWzm5tR54Y6pE15eW/MJDjpdR0+dK7Dh1fnunr16outtRUSu83vzbExJiPwC/Cetfbri923QoUKdtGiRX6rJTo6msjISL89f1j5/XeoXt0lUcyeDVmyXPIhhw65zfDefRf273fTKV59FSIikr48nevQc/DEQQYtGkTfhX3PJk90qdyFHHtzULN6Ta/Lk2Sg13X40LkOH16da2PMBZtjv6ZVGGNSA18BYy7VGEsQWbsW6taFnDnh++8v2Rj/8QcMHOjmEx875qYjDxgAt92WPOVKcNt+eDt9F/S9YPJEdHS01yWKiEgI8WdahQGGAmustR/66ziSzLZvd8HDKVO6+ca5cyd6txMnXCzbwIGwYAGkS+dijtu2hfLlk7lmCUqr9qyi9/ze5yVPdKnShTI3lPG6NBERCWH+HDmuAjwGrDDGLPVd94q1drofjyn+tH8/1KkDBw5AdDQUKfKfu+zb50aFP/kE9uxx4RV9+rio48uYeSFh7kzyRK95vZQ8ISIinvBnWsWvgFJqQ8WxYy54+M8/XcxEuXLn3bxxI3z0EXz+udv2+d574cUX3bRkZRXLpcTbeCavnUyveb1YsH2BkidERMQz2iFPLm3pUtfpLlwIX37pOl6fZcvcAruvv3Y7Qzdv7u5asqR35UrwOBF7gtHLRxM1L4r1+9ZTIEsB+tfrT4syLUifOr3X5YmISBhScyyJsxZ++gl69XIfM2Vym3w0anT2LmPGQKtWbj5xly7w/PMXnIIscp7Ekie+aPwFjYo3IlUK/VoSERHv6H8hOd/p024lXe/ebsQ4d27o0cPt1uGbNBwfD927uxHjyEiYOBGyZ/eyaAkW2w9vp8+CPgxePPhs8sSYRmOonr86RvNvREQkAKg5ln/9/js0bQp//QXFi7sJxI88cl4Q8bFj0KKFm13RqpVLo0iTxruSJTis2rOKqHlRjFkxBmutkidERCRgqTkWZ+xYePJJyJULpkxxK+pSpDjvLjt3wv33w6JFEBUFnTppsZ1c2JnkiZ5zezLtz2mkT52edhXa0fGOjuTPkt/r8kRERBKl5jjcxce7bep69IBq1dwciZw5/3O3ZcvgvvtcVNs337gmWSQxF0qeePb2Z8meXvNvREQksKk5DmeHD7t4ialToU0b+Pjj/8yR2LcP3n/f5RbnzAm//gply3pUrwS0xJInPqn7CS3LtlTyhIiIBA01x+Fq40Zo0ADWrYP+/d3WdefMkTh+3PXK778PMTFunvF778ENN3hXsgQmJU+IiEgo0f9c4Wj2bGjY0H3+ww9Qo8bZm+LiYNQoeP11t1P0vfe6GRelSnlUqwSsM8kTny7+lCOnjih5QkREQoKa43Azfrzby7lgQZg2zX30mTULOnSA5cuhQgXXJEdGelapBKiEyRNNSzWlc+XOSp4QEZGQoOY4XFjrsou7dHEL7yZNgqxZAdi6FV56ycWz5csH48ZBkyb/CauQMHYmeaLXvF58u/5bJU+IiEjIUnMcDuLi3PZ1Awa4HOPhwyFtWk6ccJFsH3zgeue33oLOnd2OdyIAcfFxTFk3RckTIiISNtQch7pjx+Dhh112cefObgJxihRMmgQvvuj2+2jc2A0q58vndbESKE7EnmDUslH0nt/7bPJE/3r9aVGmhZInREQkpKk5DmV79rhw4kWLXBbbs89y4gS0bw9Dh0LJkjBz5nnr8STMHTxxkIG/D6Tvwr7sPrpbyRMiIhJ29L9dqNqwAerUgb//hq+/hvvvZ8sWN0q8aJHb96N7d0id2utCJRAkTJ6oVbAWL1d5mRoFaih5QkREwoqa41C0cCHUr+8+//lnqFSJn36CZs3g9GmYPNlFHIsoeUJEROR8ao5DzZQprgvOnRu++w5buAg9e7iR4uLF3SDyLbd4XaR4SckTIiIiF6bmOJQMGgTPPgvlysG333I4XS5aPAjffONCKoYMgYwZvS5SvJJY8sTbkW/T7vZ2Sp4QERHxUXMcCqyF115zez3XqwcTJrBpdwbuq+F2h/7wQ7e5h6aOhqeEyRMFsxZkQL0BPFHmCSVPiIiIJKDmONjt2wdt2rj5Eq1bw8CBzJqTisaNXc+cYHdoCSMJkyfK5y6v5AkREZFL0P+Qweynn9xW0Hv3ut08OnVi4CDD889DkSJu+nHhwl4XKcktYfLEPYXu4eUqL1M9f3UlT4iIiFyCmuNgdPIkvPKKmy9RrBhMncrp0uXo0N5tglevHowdC5kze12oJCclT4iIiFw7NcfBZtUqeOQRWL4c2rWDqCj2HU/PQ7Vh1iy3Cd4HH0DKlF4XKslByRMiIiJJS81xMBk2DNq2heuug6lTsffWZ+JEt+PdwYMwYgQ8/rjXRUpySCx54q3It3j29meVPCEiInIN1BwHiyFD4Kmn4O67YfRodsTm4tmGbkOP8uXdwrvbbvO6SPE3JU+IiIj4l5rjYDBypEukqFOH+K8nMWRUBJ07w6lTbh1ehw6QSmcypB04foBBiwadTZ4ol7uckidERET8QP+rBrrx46FlS6hRg029v+bJehFER0NkJHz2mdIoQt22Q9vos6APg5cMPps80aVyF2oUqKHkCRERET9QcxzIvvoKmjeHO+9k4SuTqVctHXFxMHiwizRWbxS6Vu5ZSdS8KMauGKvkCRERkWSk5jhQTZ0KzZpBxYpMa/stje/NQJ488P33ULCg18WJP1hrmbN1Dr3m9mLan9OUPCEiIuIBNceB6LvvoHFjKFuWYU1n0PrRTJQvD9OmQc6cXhcnSS0uPo7J6ybTa24vFu5YSI70OXg78m3a3d5OyRMiIiLJTM1xoBk5Elq3xpYqRY/I73mlQ2bq1YMJEyBDBq+Lk6Sk5AkREZHAo+Y4UFgLb78Nb75JfPUavHDTV3wSlYVWrWDQIEid2usCJakkTJ4on7s8ExpPoFHxRqRMod1bREREvKTmOBCcOuUyjEeO5GSzJ3jowGCmjk7Da6+5flkL70JDwuSJ2oVq06VKF6rnr67kCRERkQCh5thrBw9Co0YwaxbbnnqbO797jZ27DJ9+6qKNJfit3LOS3vN6M2bFGKy1NCvVjM6VO3PbDdq1RUREJNCoOfbS5s1Qrx52wwa+e2QUDYY1J08emDcPKlTwuji5FhdKnnjxjhfJlyWf1+WJiIjIBag59srWrVC5MvHHjtP9/37g3bGR3H8/DBsGWbN6XZxcLSVPiIiIBDc1x144cgTuu4/Yw0epn2UuMxeU4sMP3TbQmnoanC6UPNGiTAvSpU7ndXkiIiJymdQcJ7e4OHj0UezKlTRKNZ01KUsxZw5UquR1YXI1lDwhIiISWtQcJ7dXXoEpU3gl48eszFmb3+ZDrlxeFyVXKrHkiZervExk/kglT4iIiAQxNcfJafhw6NWLcVna8inPMm+6GuNgs3LPSqLmRTF2xVglT4iIiIQgNcfJZc4cbJs2LMl6N0/G9GX6j4ZixbwuSi6HtZbZW2bTa14vpv85XckTIiIiIUzNcXLYtAnbsCG70hfk7gMTGDQiNZGRXhcll3ImeaLn3J78tuM3JU+IiIiEATXH/nb4MNx3HyeOxVPt+FRe6J6Vxx/3uii5mBOxJxi5bCS95/Xmz/1/KnlCREQkjKg59qe4OHj4YeLXrade3A9Ual6E7t29Lkou5MDxAwxcNJB+C/udTZ74ovEXPFj8QSVPiIiIhAk1x/7UrRtMn87zqQYSX606Q4YoxzgQJUyeqFO4Dl0qd1HyhIiISBhSc+wvI0ZAVBRDIp7lx3zPMO9riIjwuig5V8LkiYdLP8xLd7yk5AkREZEwpubYH+bPx7Zpw/y0NXgj40f8OgOya/1WQEgseeLZ25+lY6WOSp4QERER/zXHxpjPgfrAHmttKX8dJ+Bs24Z9oCE7TF4a2y/5empqChb0uihJmDyRM31O3qn+Dm0rtFXyhIiIiJzlz5Hj4cAnwEg/HiOwHD2Kvf9+ju0/zj2xs/jkq2zaFtpjSp4QERGRK+G35thaO9sYk99fzx9w4uOhRQvs0mU0tt/y1IfFadTI66LCV8zpGN6f8/55yRMTGk+gUfFGSp4QERGRC9Kc46Ty7rswcSKd6U2R5+rSoYPXBYWnM8kTA38fyPG440qeEBERkStirLX+e3I3cvztxeYcG2PaAG0AcuXKVX78+PF+q+fIkSNkzJgxyZ83x+zZlOrenRE8weA7onj7nVWk1OBksvrr6F+M3zaemXtmYq2lWrZqPFrgUQpnLOx1aeJn/npdS+DRuQ4fOtfhw6tzXb169cXW2gqJ3eZ5c3yuChUq2EWLFvmtnujoaCKTet/m5cuJq1SZxSdK8WK5aL7/JS0ZMiTtISRxiSVPPFXuKTpW6shfS/9K+nMtAckvr2sJSDrX4UPnOnx4da6NMRdsjjWt4lrs3cvpeg3452RmnsvzDVOmqTFODnHxcUxaO4moeVEs3LEw0eSJv/jL4ypFREQkGPkzym0cEAnkMMZsB7pba4f663jJ7vRpTj/wEPF/7+KxTHMY+WNucuXyuqjQlljyRP96/WlZpqWSJ0RERCRJ+DOt4mF/PXcgiG3/Aqnn/UKLVKN5c9rtFC3qdUWh68DxAwxcNJC+C/uy5+geJU+IiIiI32haxVWI7z+QVIMH0pMu1BvzKHfe6XVFoWnboW18tOAjPlvyGUdOHVHyhIiIiPidmuMrNXcu9vnnmUY9UvV8nyZNvC4o9Kzcs5KoeVGMXTEWay3NSjWjc+XO3HbDbV6XJiIiIiFOzfGVOHmSQ41bsS8+L7NajyWqs/6kn1QSJk9kSJ2B9re3p0OlDuTLks/r8kRERCRMqDm+AjGvfEDmXet5p9R39ByUGf1l/9qdSZ7oNa8Xv+347WzyRLvb25EtXTavyxMREZEwo+b4Mtk1a0nb5wO+SPEwT39dW5t8XKOEyROFshZiQL0BtCjTQskTIiIi4hk1x5fDWvY++DSp49Oz742PKFLE64KCV8LkiQo3VuDLh76kYbGGSp4QERERz6k5vgwx/YZx/ZrZvJvvM7q+rjDjq7H10Fb6LOjD4MWDOXr6qJInREREJCCpOb6UPXswXV5iDlW5f3IrUukndkVW7F5B1Lwoxq0ch7WWh0s/zEt3vKTkCREREQlIavUuYXuzTlx/6ghL237Kc7el8LqcoHAmeaLn3J7M2DBDyRMiIiISNNQcX8TRST+SZ9ZoBuZ8naf7FPe6nICn5AkREREJdmqOL+T4cY4+0ZYdFKHCV6+QJo3XBQWuE7EnGLF0BL3n92bD/g0UylqIgfcO5InbnlDyhIiIiAQVNccXsPmZHuQ/vJGvGs+kbdW0XpcTkJQ8ISIiIqFGzXEi4nbsIteo3kzN0JQnRtTwupyAkzB5onah2rxc5WUlT4iIiEjQU3OciPWPv0Nhe4qU779L+vReVxM4Ekue6Fy5M7fmutXr0kRERESShJrjBE6s2kjhnwcz+fqnePC5wl6X4zlrLb9s+YVec3speUJERERCnprjBDY+8jr5SUOeQa8TzjMEziRP9Jzbk9///l3JEyIiIhIW1ByfY//PSym5fBxfFnmFhxrm9rocTxw/fZyRy0aeTZ4onK0wg+4dxOO3Pa7kCREREQl5ao7PsatVNyzZuHV0F69LSXYJkyduv/F2Jj40kQeKPaDkCREREQkbao59doyJpsSW75j4f1E0rpjZ63KSTcLkiTqF6/BylZe5K99dSp4QERGRsKPmGMBajj3fle0mD1XGPut1Ncni3OQJgIdLPcxLlV9S8oSIiIiENTXHwPqoydyyfyGT7xvC/QVDd17thZInOt7RkZsz3+x1eSIiIiKeC/vm2J6OJc1br7A+ZTFqjHjC63L8Ii4+jm/WfkOvub2UPCEiIiJyEWHfHC97aRRljq3h+zZfcUvW0PpxHD99nBHLRtB7Xm82Htio5AkRERGRSwitbvAK2XhLqiGDWJa2IjU+buh1OUlm//H9DPx9IP1+63c2eaLn3T2VPCEiIiJyCWHdHJsUhqx//My+1btJnSb4kxm2HtrKR/M/4rMln3H09FHqFq5L58qdicwfqeQJERERkcsQ1s0xwE23ZOCmWwp6XcY1UfKEiIiISNII++Y4WCl5QkRERCTpqTkOMoklT7xb/V3a3t5WyRMiIiIi10jNcZA4fvo4I5eNpPf83mzYv0HJEyIiIiJ+oOY4wCVMnqhwYwW+fOhLGhZrqOQJERERkSSm5jhAJZY80aVKF+7Kd5eSJ0RERET8RM1xgFHyhIiIiIh31BwHACVPiIiIiAQGNcceSpg8cX2G63m3+ru0u70dWdNl9bo8ERERkbCj5tgDSp4QERERCUxqjpNRwuSJ22+8XckTIiIiIgFEzXEyUPKEiIiISHBQc+xHy3cvd8kTK8ZhjFHyhIiIiEiAU3OcxM4kT/Sc25PvNnxHhtQZeK7ic0qeEBEREQkCao6TyIWSJ9re3pZs6bJ5XZ6IiIiIXAY1x9dIyRMiIiIioUPN8VVKLHliQuMJNCreSMkTIiIiIkFKzfEVUvKEiIiISOhSc3yZlDwhIiIiEvrUHF/EmeSJXnN7MWPDDDKkzsDz//c8HSp1UPKEiIiISAhSc5yIxJIn3qvxHm0rtCVruqxelyciIiIifqLm+BzHTx9nxLIR9J7Xm40HNlI4W2E+rf8pj9/2OGlTpfW6PBERERHxMzXHuOSJAb8PoN/Cfuw9tpeKN1WkV61e3F/0fiVPiIiIiIQRvzbHxpg6QF8gJTDEWtvDn8e7Gl1/6sonv33C0dNHqVekHl0qd6FavmpKnhAREREJQ35rjo0xKYH+QC1gO/C7MWaKtXa1v455NWJOxvBgiQd56Y6XKJ2rtNfliIiIiIiH/DlyXBHYYK3dBGCMGQ/cDwRUc/xJvU80SiwiIiIiAKTw43PfBGw75+vtvusCihpjERERETnD8wV5xpg2QBuAXLlyER0d7bdjHTlyxK/PL4FD5zp86FyHD53r8KFzHT4C8Vz7szneAeQ95+s8vuvOY60dDAwGqFChgo2MjPRbQdHR0fjz+SVw6FyHD53r8KFzHT50rsNHIJ5rf06r+B0oYowpYIxJAzQDpvjxeCIiIiIi18RvI8fW2lhjTHvge1yU2+fW2lX+Op6IiIiIyLXy65xja+10YLo/jyEiIiIiklT8Oa1CRERERCSoqDkWEREREfFRcywiIiIi4qPmWERERETER82xiIiIiIiPmmMRERERER81xyIiIiIiPmqORURERER81ByLiIiIiPioORYRERER8VFzLCIiIiLio+ZYRERERMTHWGu9ruEsY8xeYIsfD5ED+MePzy+BQ+c6fOhchw+d6/Chcx0+vDrX+ay1ORO7IaCaY38zxiyy1lbwug7xP53r8KFzHT50rsOHznX4CMRzrWkVIiIiIiI+ao5FRERERHzCrTke7HUBkmx0rsOHznX40LkOHzrX4SPgznVYzTkWEREREbmYcBs5FhERERG5oLBojo0xdYwx64wxG4wxXb2uR5KOMSavMWaWMWa1MWaVMeYF3/XZjDE/GmP+9H3M6nWtkjSMMSmNMX8YY771fV3AGLPQ9/r+whiTxusa5doZY7IYYyYaY9YaY9YYY+7Q6zo0GWM6+n5/rzTGjDPGpNXrOjQYYz43xuwxxqw857pEX8fG6ec758uNMeW8qjvkm2NjTEqgP1AXKAE8bIwp4W1VkoRigU7W2hJAJeBZ3/ntCsy01hYBZvq+ltDwArDmnK97Ah9ZawsDB4AnPalKklpf4DtrbTHgNtw51+s6xBhjbgKeBypYa0sBKYFm6HUdKoYDdRJcd6HXcV2giO/SBhiYTDX+R8g3x0BFYIO1dpO19hQwHrjf45okiVhrd1prl/g+j8H9B3oT7hyP8N1tBPCAJwVKkjLG5AHuBYb4vjZADWCi7y461yHAGJMZqAYMBbDWnrLWHkSv61CVCkhnjEkFpAd2otd1SLDWzgb2J7j6Qq/j+4GR1lkAZDHG5E6WQhMIh+b4JmDbOV9v910nIcYYkx8oCywEcllrd/pu2gXk8qouSVJ9gC5AvO/r7MBBa22s72u9vkNDAWAvMMw3hWaIMSYDel2HHGvtDqA3sBXXFB8CFqPXdSi70Os4YPq1cGiOJQwYYzICXwEdrLWHz73NukgWxbIEOWNMfWCPtXax17WI36UCygEDrbVlgaMkmEKh13Vo8M03vR/3huhGIAP//TO8hKhAfR2HQ3O8A8h7ztd5fNdJiDDGpMY1xmOstV/7rt595s8xvo97vKpPkkwVoIExZjNuelQN3LzULL4/x4Je36FiO7DdWrvQ9/VEXLOs13XouRv4y1q711p7Gvga91rX6zp0Xeh1HDD9Wjg0x78DRXwrX9PgJvpP8bgmSSK+OadDgTXW2g/PuWkK8ITv8yeAycldmyQta203a20ea21+3Ov4Z2vto8AsoLHvbjrXIcBauwvYZowp6ruqJrAava5D0VagkjEmve/3+Zlzrdd16LrQ63gK8LgvtaIScOic6RfJKiw2ATHG1MPNVUwJfG6tfc/biiSpGGPuBOYAK/h3HuoruHnHE4CbgS1AE2ttwkUBEqSMMZHAS9ba+saYgriR5GzAH0Bza+1JD8uTJGCMKYNbeJkG2AS0xA3o6HUdYowxbwFNcelDfwCtcXNN9boOcsaYcUAkkAPYDXQHJpHI69j35ugT3LSaY0BLa+0iD8oOj+ZYRERERORyhMO0ChERERGRy6LmWERERETER82xiIiIiIiPmmMRERERER81xyIiIiIiPmqORSTkGGOsMeZ/53z9kjHmzSR67uHGmMaXvuc1H+chY8waY8ysy7z/dGNMliSuIb8xZmUi199ojJmYlMfyPW8ZX/SmiIhn1ByLSCg6CTQyxuTwupBznbPj1+V4EnjKWlv9cu5sra1nrT14VYVdIWvt39Zaf7xBKAOoORYRT6k5FpFQFAsMBjomvCHhyK8x5ojvY6Qx5hdjzGRjzCZjTA9jzKPGmN+MMSuMMYXOeZq7jTGLjDHrjTH1fY9PaYyJMsb8boxZbox5+pznnWOMmYLb+SthPQ/7nn+lMaan77o3gDuBocaYqAT3z22MmW2MWep7TFXf9ZvPvBkwxrxujFlnjPnVGDPOGPOS7/poY0xP3/e0/pzH5vfVuMR3qXyxH+65I8rGmBbGmK+NMd8ZY/40xvQ692drjPnIGLPKGDPTGJPznDoq+D7P4as9DfA20NT3vTU1xtzl+3ypMeYPY0ymi9UlIpIUrmQUQ0QkmPQHlp/brF2G24DiwH7crmxDrLUVjTEvAM8BHXz3yw9UBAoBs4wxhYHHcdud3m6MiQDmGmN+8N2/HFDKWvvXuQczxtwI9ATKAweAH4wxD1hr3zbG1MDtAphwh6hHgO+tte8ZY1IC6RM85+3Ag77vJTWwBFh8zl1S+b6nerjdqu4G9gC1rLUnjDFFgHFAhSv4uZUByuJG7NcZYz621m4DMgCLrLUdfQ1/d6B9Yk9grT3lu08Fa2173/cyFXjWWjvXGJMROHEFNYmIXBWNHItISLLWHgZGAs9fwcN+t9bu9G1TuxE409yuwDXEZ0yw1sZba//ENdHFgHuAx40xS3Hbl2cHivju/1vCxtjndiDaWrvXWhsLjAGqXapGoKVvDnVpa21MgturAJOttSd8t01NcPvXvo+Lz/meUgOfGWNWAF8CJS5RQ0IzrbWHrLUncKPj+XzXxwNf+D4fjRsNvxJzgQ+NMc8DWXw/IxERv1JzLCKhrA9u7m6Gc66Lxfe7zxiTAkhzzm0nz/k8/pyv4zn/L202wXEsYIDnrLVlfJcC1tozzfXRa/kmzjuQtbNxDfQOYLgx5vErfIoz31Mc/35PHYHduNHmCpz/M7mS50z4vAmd+bmdPQdA2gs9qbW2B9AaSIcbiS92hXWJiFwxNcciErKstfuBCbgG+YzNuGkMAA1wo6ZX6iFjTArfPOSCwDrge6CtMSY1gDHmFmNMhos9CfAbcJdv3m1K4GHgl4s9wBiTD9htrf0MGIKbsnGuucB9xpi0vqkI9S/j+8kM7LTWxgOPASkv4zGXIwVwZn73I8Cvvs838+85OHdhXwxwdl6xMaaQtXaFtbYnbsRczbGI+J2aYxEJdf8Dzk2t+AzXkC4D7uDqRnW34hrbGcAzvukEQ3BTCpb4Fqt9yiXWdVhrdwJdgVnAMmCxtXbyJY4dCSwzxvwBNAX6JnjO34EpwHJffSuAQ5d4zgHAE76fSTGSbqT7KFDR9/OogVtwB9Ab90biD84/N7OAEmcW5AEdfIsOlwOnfd+PiIhfGWsT/nVQRESCmTEmo7X2iDEmPTAbaGOtXeJBHUestRmT+7giItdCaRUiIqFnsDGmBG4+7wgvGmMRkWClkWMRERERER/NORYRERER8VFzLCIiIiLio+ZYRERERMRHzbGIiIiIiI+aYxERERERHzXHIiIiIiI+/w/PwR0kiQL/nwAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -174,9 +176,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -227,20 +229,22 @@
     "    coh_SNR_dB = 20 * np.log10(bf_coh_std / bf_incoh_std)\n",
     "    coh_SNR_dB_arr.append(coh_SNR_dB)\n",
     "\n",
-    "plt.figure(1)\n",
+    "plt.figure(figsize=(12, 8))\n",
     "plt.plot(S_arr, bf_coh_std_arr, 'g', S_arr, bf_incoh_std_arr, 'b', S_arr, bf_sys_std_arr, 'r')\n",
     "plt.title(\"Summator\")\n",
     "plt.xlabel(\"Number of signal inputs\")\n",
     "plt.ylabel(\"BF std\")\n",
     "plt.legend(['bf_coh', 'bf_incoh', 'bf_sys'])\n",
     "plt.grid()\n",
+    "plt.savefig('plots/signal_statistics_summator_std.jpg', dpi=dpi)\n",
     "\n",
-    "plt.figure(2)\n",
+    "plt.figure(figsize=(12, 8))\n",
     "plt.plot(S_arr_log, coh_SNR_dB_arr, 'r-o')\n",
     "plt.title(\"Summator\")\n",
     "plt.xlabel(\"Number of signal inputs (log10)\")\n",
     "plt.ylabel(\"SNR of voltage signal [dB]\")\n",
-    "plt.grid()"
+    "plt.grid()\n",
+    "plt.savefig('plots/signal_statistics_summator_snr.jpg', dpi=dpi)"
    ]
   },
   {
@@ -292,9 +296,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -304,9 +308,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -316,9 +320,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -387,15 +391,15 @@
     "    auto_mean_std_log10 = 10 * np.log10(auto_mean_std)\n",
     "    auto_mean_std_log10_arr.append(auto_mean_std_log10)\n",
     "\n",
-    "\n",
-    "plt.figure(1)\n",
+    "plt.figure(figsize=(12, 8))\n",
     "plt.plot(N_samples_arr, auto_mean_arr, 'g')\n",
     "plt.title(\"Auto correlator mean\")\n",
     "plt.xlabel(\"Number of samples\")\n",
     "plt.ylabel(\"Auto power mean\")\n",
     "plt.grid()\n",
+    "plt.savefig('plots/signal_statistics_auto_correlator_mean.jpg', dpi=dpi)\n",
     "\n",
-    "plt.figure(2)\n",
+    "plt.figure(figsize=(12, 8))\n",
     "fit_coef = np.polyfit(N_samples_arr_log, auto_mean_SNR_dB_arr, 1)\n",
     "fit_p = np.poly1d(fit_coef)\n",
     "fit_line = fit_p(N_samples_arr_log)\n",
@@ -404,8 +408,9 @@
     "plt.xlabel(\"Number of samples (log10)\")\n",
     "plt.ylabel(\"SNR of power measurement [dB]\")\n",
     "plt.grid()\n",
+    "plt.savefig('plots/signal_statistics_auto_correlator_snr.jpg', dpi=dpi)\n",
     "                           \n",
-    "plt.figure(3)\n",
+    "plt.figure(figsize=(12, 8))\n",
     "fit_coef = np.polyfit(N_samples_arr_log, auto_mean_std_log10_arr, 1)\n",
     "fit_p = np.poly1d(fit_coef)\n",
     "fit_line = fit_p(N_samples_arr_log)\n",
@@ -413,7 +418,8 @@
     "plt.title(\"Auto correlator mean power std (%3.1f dB/decade)\" % fit_p[1])\n",
     "plt.xlabel(\"Number of samples (log10)\")\n",
     "plt.ylabel(\"Auto mean power std (log10)\")\n",
-    "plt.grid()"
+    "plt.grid()\n",
+    "plt.savefig('plots/signal_statistics_auto_correlator_mean_power_std.jpg', dpi=dpi)"
    ]
   },
   {
@@ -451,9 +457,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -463,9 +469,9 @@
     },
     {
      "data": {
-      "image/png": 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bE4tIDxEZLiITRWSCiFwZbG8vIh+KyLTgefPanMfj8TRyJkyIxRscbjnrvHm5H091CFsO7jlHQel0q5UuSneAKPskYSPwO1UdAOwFXCYiA4DrgI9VtR/wcfDa4/F4qs/69WY5DBxYeXs416Euk0fLIV0S3HUisizF+wJcCTxW3ROr6iJsBRSqWiIik4AtsUD34GC3p4ERwB+re3yPx+NhyhTz0ceLQ33JdajD4vApcHSafT6s7SBEpBewM1b5tXMgHACLgc61Pb7H42mkjBtnzzvsUHl79+7WPKeuWw5lZdbLAWIiURfEQVXPy/YARKQ18CpwlaoWi0j4/CoiCUsnBu6siwA6d+7MiBEjanT+0tLSGn+2vuKvuXHgrxl6v/02PQoLGbl4Mbp8eaV9927fnp+/+YYpOf6OWixezC6XXsr3f/87a5wFk4TdfvqJtQUFjB8xgs2mTmVn4MevvmLF+vWb9sna76yqeXsATYH3gWtC26YAXYO/uwJT0h1n11131ZoyfPjwGn+2vuKvuXHgr1lVjzpKdYcdEu+8116qBx+c9TFV4Y03VEH1xRfT79uvn+rpp9vfo0fb5/73v0q71OZ3Br7TJPNq1KWsGUfMRHgCmKSqD4TeGgacE/x9DvBGrsfm8XgywMyZsNlmMH58/sYwblzVeIOjRw+YPz+34wFbQguwdGn6fcvK6u5S1iDp7eQsnHtf4CzgYBH5IXj8Crgb+IWITAMODV57PJ76xpQpUFwM+XJtFRdbTCE+3uDo1Mk6xOWaJUvs+aef0u9bhwPSqGqFiPwBeCmTJ1bVz7HVTok4JJPn8ng8eaA4qM3pgsK5xlksySyHjh1hxQpbzdQk7VSYOZw4RLUcwhnSblsOiOpW+khErg0S19q7R1ZH5vF46jf1QRxUTSBySVTLYcMGe8RbDjlKgosql6cEz5eFtim+G5zH40lGWBwqKqy+US4ZNw7atIklvMXTsaM9L1tmLqZcEdVyWLPGnp0oNGsGhYV1x60EoKq9sz0Qj8fTwHA9mktLzfffO8fTyLhxFm+QJN7rsDjkkqiWQ7hFKNh15LAyayQpF5GmIvJbEXkleFwuIk2zPTiPx1OPKQ71Axs7Nvl+2UA1Jg7JyLc4pLMcwl3gHHVNHIB/AbsCjwSPXYNtHo+noVFWZvWIaktxMWwe1M3Mddxh0SL4+efk8QaIiUNcclxWWbvWLKrmze28qcpvh7vAOVq1qhuF90LsrqrnqOonweM8YPdsDszj8eSJhx6CXXetfd+A4mLo2hX69Mm95eDEKJU4dOhgz7m0HJzVMGBA+nOnsBxmzDDjKJtEFYdyEenrXohIH6A8O0PyeDx5ZeFCm5hWrqzdcVatgrZtYccdc285uJVKqdxKrVpZ+818iIMTrVSupThxKC6Gx0tPZd8Rd7L11vDdd8COO9LjxRezMtSo4vB7YLiIjBCRT4FPgGuzMiKPx5NfnCjUdolncbFlSA8caH2c3eqbXDBuHHTpEnMdJaNjx/yKQ6qgdOBWWrxmM8480y7nwpnX8/P6Iu6+G3oVLYVx49DCwqwMNepS1s+BfkD/4PWUrIzG4/HkHycOtbUciottGenAgbaUddIk2GWX2o4uGmPHpnYpOfItDkksh5kzYeGYVuwHbLZFcz7/HM4+G86b+Hv2WPkB8scf4ROzxsqytAosquXwlaquU9WxwWMd8FVWRuTxNFbWrrWOZY8/nt9xZNJycG4lyF3cYf16cyvtvHP6ffMlDttvb88hy6G0FIYMgcGDoW9f+M1jJqQtO7Ri5kx49FHYs/sCZE3gbgpcdaVZEoeUloOIdMEa8LQUkZ2JlbtoC7RK+kGPx1N9XnnFVgl9/31+x5EpcXAxh623tv7NuYo7TJhgmcVRrJSOHe02PVcsWWKutm7dLCkwsBwefBBuuME8Sf36wV/+Amdt/B/8GWjVKpY/GF7KOn48dOzIBrciLMOkcysdBpwLdAfClVNLgD9lZUQeT2PlX8Hq8J9/zu84MiEO5eU2iW22mWX1DhiQO3Fw4hpVHHJtOXTuzJx5Bfy35Z2cO3MlPYBeveDUU+G882CffYK8vXsCl1OyPId0SX61JF2zn6eBp0Xk16r6alZG4PF4zOXy5Zf2d0MQh5ISe27b1p533BHefbdWw4rMmDFWNqNv3/T7duxoFs6GDdA0u3m9q1fDqz/uyJAlf+CTXgDX0WvKg5wFHHusPSrhRKBly9g2Jw4VFWYhnZe9fmxRy2e8KiJHAtsDLULbb8vWwDyeRsW//mWJUYMG5Vccystjmc21EQd3DCcOAweaQ/2nn2CLLWo1xLSMGQM77RStllM4Ea5Ll6wNqazM2lb//PMN9C5awi23wDnvnUavwnnAlYk/5Mp1hy2DoiL7jaZPtyBFqqW6tSRq+YxHseJ7V2Bxh5OAJNWsPJ4kPP88LFiQ71HUPUpK4Nln4ZRTzOGcT3EIl7yozWolV1cpbDlA9l1L5eXwww/RV0VlqYTG/Plw111w4YX2uqgIbroJRrQ+kunn3snNN0OvnhXp8xzC2dEQczF98409R1mRVUOirlbaR1XPBlao6q3A3sA2WRuVp+FRVgZnnAFPP53vkdQ9nn3W7gIvuQTat8+vOIQFIROWw2ab2fPWW9vz7Nk1P2YEWs2bZ/kU1RWHDJTQWLMGhg6Fww4zK+FPf7IbfNfu+apL1nFg6TsUdAkspy22SJ/n0Cpu3Y8Ti6+/tme36ikLRBUHl72yWkS6ARuw/s4eTzTcZJGjomH1ikcfNTfInnuaOKxcaXfA+cDd8UNm3Urdupl7JMttOVtPm2Z/5MhyUI39VI89BqedZgvObrzRhGH4cKu0DcSEoHNne+7UyX5rpx7xhLvAOZw4fPONKZD7frNAVHF4S0TaAfcCY4DZwAtZGpOnIeIClLnMkq0PlJVZMPrEE23ybB/00KptAlpNcedt1Sqz4tCsmU2K8+bVanjpaDNtmi2b3XbbaB+ooTgsWgT33ms37s8+a9vOOAM++ghmzYLbbksQD3c5Dk4cXOwl2bnDXeAc7vWPP2bVpQTRA9K3B3++KiJvAS1UdVWqz3g8lXCTRY4qStYb3GTsJiknDsuXxwrDpWLdOhOVTbenGRpPr161E4f4mANA9+65sRx23DF6289qFN9ThVdfhaeegvfeswVD++wT6xPUsSMckqrBcTJxWLrULKt4ElkO7vXGjVkNRkP6JLgTUryHqr6W+SF5GiTeckiMm4zbtbNnN1lFjTscf7xNLJnKqg6Lg1tam4iRI+Hkk2H06MQTW7zlACYOzu2TDVTNcjjrrOifad7clr0mEQdVmDvXqoCIwJ132lx+3XVwzjmwTXUir4sX23PYrQTJ4w6rV1e9QQhbEnm2HI5O8Z4CXhw80fDikBh3h+0Ct85yiCoObkljpnDi0Lu35SUka+85frxNdi+/DFcmWIpZXGyzaevWsW09esAnn2RurPHMmkWTsrLq12/q0KGKOPz0k7mLhgyBGTPsUtu0gTfftCrkNap1l8pySERZmX1nYcLikE/LIejb4PHUHu9WSkxtxaGkpHKSVG1x4rDVVnbbXFwcs2rCuN/zlVeSi0ObNpWFpXt32+5qLmWaMWPsOUpNpTChLOmxY23J6TvvmOdmjz3gvvtiYtC9ey3Gt2SJXbf7vaJYDskC0oWF0eMqNSRqnkNnEXlCRN4NXg8QkfOzOjJPw8JbDomJdytVVxxKSzMbvF650iYwFwNJFndw4vDFF9b/IR5XVymMm1mzlesyZgwVhYXVvqP+sdnuTJpnFo4IfPstXH21JSB/842tMI6fo2tEUDpjE+3aWWwklTgkC0hvs425xLJI1NVKQ4D3AedcnApclYXxeBoqbjLx4lCZeMvBiUQUcaioyI44tGsXG0cqcSgoMOvitQTe5UTWgXORZGvF0pgxrO7Vy1YrpWHZMvjHP8zI2OnLR7hr9mmAufHnz4d77ok1a6sxU6fCEUfY0iaoKg4FBSbCzq1UXg5PPBHbP1Geg3udZZcSRBeHjqr6ElABoKob8Z3gPNXBWw6JiReHwkKbmKOIg8sZKSkxocgEThxcpc9U4tCjh82gr7yS+H13TQ5nOYRXLJWXw5//bFHf2qAKo0dT0q9f2l0vvdRi6FdeafPzPwe/yt+4etP7Geud869/2bKmm26y1/HiAJUT4d58Ey64AA480KyrRG6l1q3tt9lnnwwNMjlRxaFMRDpgQWhEZC/AL2X1RKcmMYeVKxt+jGLlSnMthCeBqFnSLhDtYgOZGk8UcSgpMcvgpJPgs89iwVZHIsvBrWoKi8O4cXD77ZYIWBvmzIFlyyhJ4IefMAFuvjmWrNazJ1x+uaUKjB4Nlx86mQ5lc21ZcKYoL4cXX7Rifk8+acGMROLQqVPMcvjPf8ySWLwYDjjABD/erVRYaBbJ5ZdnbqxJiCoO1wDDgL4i8gXwX6zOkscTjZpYDocdBn/8Y3bGU1dYtcrusMPF1dq3j1bOwX2nkDnXUrw4JDuum/xPPDGxaylRzKF586qJcK7W0vDhtRv3qFEAm8Th55/hkUcsoLzDDtYfwfUauu46eOCBWLmnTJbQ2MTnn5t76MEH7fe9+mobVDLLYd48szJ+8xt4//2YYCQKdnTsGD2PoxakFQcRKQQODB77AL8BtlfVHLV18jQIahJzmDvX7ggbMqtWVV0NFNVyCIvDqgwZ8m48UdxKbdtaivC221Z1LSVbkRSfCOfEYdSoytdTXUaNgmbNKO3Thx9/tOWml11mxsDf/mZemqSLmLJRfG/oUJvYzz7b3EpuCW8yy+Gpp8xSOP982Htv+OCDmNsuT6QVB1UtB05T1Y2qOkFVx6vqhhyMzdOQqInlUFpauwmjPrByZVXffE3EIdOWQ+vW5sJIJw4iZj2MGFF5ck0UcwCb8MLiMHas3QWXl9vKp2QsX249FxIwZQpc/+Ig7t3iXrRpU3bYAa65xlxGP/wAV12Vpkp4bcVhwwbrjx1+/corcMwx5ha67DLo08feiy8LvsUW9l099hj84heWXwKw1152c3TooTUbUwaI6lb6QkQeEpH9RWQX98jqyDwNCzeRrV5tboh0VFRYwDWTCV51EedWCtOhQ/ViDpAZcaioiFkOImY9pBMHgIMOss86K8B1gUtmOcS7lY491nzzyVxLM2bYpHnrrZs2rVpl8+k++5jhcu/cU5jaZlfANO2uuywXLlKTtNqIw4YNlqU+YIDFDMCshGXLrLUbmDvtvvss+h2fUu1yHRYsiNX3riNEFYedsEY/twH3B4/7sjQmT0PEuZVUk1ehDLNmje3b0C2HZG6lFSvSr0DKtFuppMS+8/Cy2lTi0KaN/e3udl0v5kSlMxzdu9tYS0pMABcutLvkPfdMLA7l5eaaKSmh4oUXN91YXHGFuedXrYJ7r13CfLrznz/UsDRHTcWhvNxKdbz9tonDxRdb7GXoUPsODz88tu/xx9v1brdd5WM4k6ZjR7M06hBRYw7DVPWguMfBORifp6EQnsiiuJbcXXFDF4dkbiXV9BN+pt1K8Ql5ySyHeMugRw+7XZ81y16nEgeX67BgQczSGDjQrI/Ro6te8z33MP3LJdzU5zl6z/yICf8zAfjjHy1Zbfx4uHbg+3RhCey+e40ue1PiYXXEoaLC1OnFF60867ffmsCddpqVFDn++KpJaoncbM5yOOecrCe1VZfIMYccjMXTkCkujv3jj7I81U18DV0cErmVomZJZ9qtlEgcEh03vj90kya2PjReHBJNhi7XYd682PIhJw4VFVbQD7t/ePKWuex/w/70Yzp/mX0a2zGJ9R+MACwOvvvugdto1Cjz7de0nETTpnbN1RGH//7XEtZuugmuvdbO/9Zb1smvrMy6+kVh110t8eKaa2o09GziYw6e2rN0qU0krnVhPM495FZqVMdyKC1NHaN47DFbLlgfKS+37yWRWwnSi4ObpFu0yIxbKarlEC8OYK6lKJZDOBFu3Di71q5dYe+9qWjWgkVvfgfAhmWruPy2Tiwt6MJdN5Uxd67w3r53sPNXj1Q95qhRNsnWJnstVF8pEp9+av+eQ3EQ2re3hg6PP27B5Si0aAEPP5y4sm2e8TEHT+2ZM8cmlsmTE7+/erXdFdZEHFRTWxoPPVR/W48mu8MO93RIhSu616FDbt1KiSb/3r1jMYdEvRwcW25pz04cBg5k1mzhlrtb0LdgJkc9cwqUlND2lCMYV7gzk96ZxXW3FdnHTjjBMtecCIHFr374oeYuJUeCyqwpGTMmccS7SxdbjpqxNOv8EUkcEsQbfMzBE8OVcUi2ssjdabrgW3XEIfz5eDZutGzR+ppFHV86w1Edy6FNG/t8NsUh3nJLJg5LlthvkcpyaN7c/h3MncsHP2zBQdMfo08f65y2dbc1XLPmTvSXh8G339L3xb8gvwzdgR9/vD2//nps2/jxlsxQW3GojuWwdq2lXVe3NHg9I2pV1s1E5AER+S543C8iCRyKnkaJE4dk/aHdZOEshyiTeRRxmDXLJob62pfaiUNN3UqlpSYO7dplx63Urp25vuJFP9Hk79bxz56d1CJStcTh5V22h5EjWbC2PfPWd+a22+xjHw5ZwBk8h3z7jTVTOCGu11jv3jBoUGVxCDKjay0OnTsnri6biHHj7Hvx4gDAk0AJcHLwKAaeytagPPUMN3kkm6Td5F4dt1JYEJKJg0s8qq+Wg5uM4y0Hl50c1XJo1y6zloOb9JNlSSezHMAEO+79uXOtg9o228D++8OzFafDlCmcxTNMe2MSN91k8Wz23NME4dlnYzkC8Rx/vCXLuVpOo0aZS8idv6Zsv70dM1njnTA17RtRz4gqDn1V9WZVnRk8bgX6ZHNgnnpEOsuhtm6lZO4qJw713XKIF4emTW3SjyIOrVtnzq20apWd19XtSVZfyU3+Ls8BqoqDCOubFnHYYdZx9MYbLdwwZAicv/dEAJpQjuywfewYzZpZk+bTUiyOPP54M0FOPBF++UtbNrrbbhGz3VIwaJA9uxVUjnnzrCNemDFjTJB79ardOes4UcVhjYjs516IyL5ArWsvi8iTIvKTiIwPbWsvIh+KyLTgefPanseTZcIrixKRLbeSE4d162IlN+sTydxKEC1LOhtupfBYqmM5bLEF2rIVX31ezsOfDYQ2bWjWooAuXawi94wZVmHjnHOgdd/g30Hv3pUFJgoDB1py2aJF9u/igAPgd7+r3jES4arw/fhj5e233w5HHRXr/wzJg9ENjKil/S4Bng7FGVYA52bg/EOAh7Aqr47rgI9V9W4RuS543cBLc9ZzoloONVmtFP58PBMnxv5evbr6E02+SeZWgmj1lUpKzNfv3EqqtZuwqisOwfe9cCE884wwpHwck1/sQ9umqzmnUxdak2QhmVvOOnBg9ccoUvVOPhN06mRLauMth6++spV2r71m+QgbNtg+v/1t5sdQx4i6WukHVR0E7AjsqKo7q+qP6T4X4bifAfH/A44F3D+pp4HjanseT5ZJF3OItxwyIQ6qtnS2Ool1dY1kbiWILg7OrbRxY+2/g+qIQ1ERFBby/POW9HzdddCx9Rqe6H4z8w+/kNabN01+ntqIQzYZNKiy5VBcbKuSAF56yZ4nTbLlsw08GA0RLQcR+Qtwj6quDF5vDvxOVW/Mwpg6q2rQJ4/FQOdEO4nIRcBFAJ07d2bEiBE1OllpaWmNP1tfyfQ1950yhR7Az/PmMTbBcXv88AN9gS+mTWNfYMb48cxLc/7+06bRqWVLmqxZw/QffmB+3P7Nly5l75ISirfdlraTJ/P1xx+zNkUiUV38nfuMH8+WzZsz8ssvq7w3YONGWs+fz7cpxrzfypUsXrWKsiVL6A98+e67rHd1gqj+Ne86fz7rOnZkfPCZJiUl7AdMHzWK+b17owpTp7bhq1cP4piCxbQfMYImTZpz+undOOywxQx+7a90+eADShb0ZxXwfZJzN12xgr1atGBc+/aszPBvUpvfuU+7dnT/+GNGfvQR2qQJm48ezSBVVu2wA20/+4yvXn2V9qNGsS3w7YYNrK4j/56y9m9bVdM+gO8TbBsT5bMRjt0LGB96vTLu/RXpjrHrrrtqTRk+fHiNP1tfyfg1X3CBKqjuu2/i92+4QbWgQHXjRtvv5pvTH/Okk1T79bP9b7216vsffGDvXXKJPY8bl/JwdfJ3vuAC1S5dEr938cWqHTsm/2xFhaqI6o03qg4dat/BhAmVdqn2NffurXrmmbHX5eWqIrroqrv13ntVt9/eTtOicJ3e2+mvVT//wAO2Q9++qocdlvpcFRXVG1tEavU7P/dc5X9Lt99ur7/6yp7/+U/VK65QLSqyf8t1hNpcM/CdJplXowakC0VkU1UoEWkJZKtK1BIR6RqcpyvwU5bO48kUUZLg2rSxrNHmzaO7ldq1swzgRG4lF4zebTd7jupSmTs3Oz7rmpCoIqvDuZWSVWZ1pc9dEhzUfsVSyK2kipWY3mwzDvnv2fz+93aqRx+FRQedwbW9EvSNdrkOM2YkToALUxeDufFB6a+/tiqqe+1lLrAXX7Rg9E47NYgM6HREFYfngI9F5HwROR/4kFhcINMMA84J/j4HeCNL5/Fkiih5Dm6yaNkyuji0bm0zUiJxmDjRfOJuCWXU5az33APHHVc3VjclKrrnaN/ehCFZMN5tb906JjC1WbEU9HL4Ye22XHkl9O9vicBsvjkP7/IkkyZZbPY3v4F2axYlnvzDuQbJrqsu07+/Laf98UdTx6+/NmEAOPlky+D77rtGEW+A6AHpvwJ3ANsFj9tV9Z7anlxEXgC+AvqLyPxAeO4GfiEi04BDg9eeukyUDGm3kqhVq+qJQ+vWyS2H7baLNWCPajlMm2YBxZ/qgEGaqFy3I12WtPtOMmA5/Pwz/P2e9exUMZqdH7+MRx+1m+MVK4DNN2dwsy8rFzwN/55hwuKQznKoizRtaslwY8ea9bN8ubXsBDjpJHtet67RiEPkLtWq+h7wXiZPrqrJsl0OyeR5PFmmupZD1DwHZzkkcldNmhRrw5jq3PHMmGHP8+bZ0sV8smpV8kSqsDgkyv5134nLc4BqicOGDfaztG9venn19S3YlY08dPqXnPbPfTadPmHxvWT9odu0sfyM5cvrpziAuZbef9+sBohZDv37x1YzNfDMaEdUt5LHk5xwzCFRee3wnWYm3ErLl1uZgwEDzBKBaIKzcaNVkIXKfYzzRTq3EqS3HKrpVho/3nLGuneH66+3bXvsARNfn8J37M5lJyyKCQMk7gaXTBwgFneor+IwaJAlvA0bZt/tgAGx9y680NK8w9saMF4cPLXH3cVWVJjZHY8LSEN0cXBr+BOJgwtGh91KUSyHuXNNIKBuiEMqt1KHDvYcxa3UooW5RFJYDkOGWOx+4ED45z9hv/1ide1EYLsOgZstPkAebzmophYHZ+XUx5gDxMpovP66qWY48HzppWZxNk2Rw9GAiFqV9coo2zyNlPDEnGiSDk8mrVqlv8uvqLDjtGmTWBxcZvR221XPcnAuJajc5D4frF9vEd9Uq5UguTiE3UoiVYrvbdwIo0dvvsmQGzXKvtYHH7QOna++CocdFjpefEVWR3w3uDVrLJifThzqq+XgVixt3BhzKTlE6uYqqywR1XI4J8G2czM4Dk99prQ0dqebSByqazmsWWN3qMkC0pMmmSj07BkThyiWgxOH1q3zbzmkyo6GWHZysoY/YbcSbKqvNGmS9Vfu2ROuvXYQX3wBrF7NAzetYMwYq/rg2hZXIpU4rFsXE99EXeDC1Hdx6Ngx1pXNBaMbKSkD0iJyGnA60FtEhoXeakPVsheexkh5ud0B9+5tE1n8JB3vhogiDu6uOFlAevJkCxAWBPc2LVpEtxyaN7fVJvm2HFLVVQIbZ1FRenEIRHd2i2059d2b+WaoeUKOPBJ22208e+yxA1x0Kc3ff9/W6CcLwicTh3DP5/79UzfygVi7ztqW0M4ngwZZwag998z3SPJKutVKXwKLgI5Ya1BHCTA24Sc8jQsnBp072x19/ES+Zo35M6pjOSQSh3BRufnzrZG7o6gouuXQp4/dVgeN7PNGqoqsjh49LE6SgPJVpXzMLyj7uC3HnwjdOm2g+ew13HcfnHmm/RwjRiyjWTNg+nQLsp50Enzyia3ljye+l4PDraaaPTuaOOy2m12biwXVR0491X6XhCZW4yGlW0lV56jqCFXdW1U/DT3GqOrGXA3SU4cJi0P4tSPeDREl5hB2mbRpY+IS/sySJbHeEFGPCSYOffva3fCCBcmzj3NBOrcSmJC5vswB06bBDTdArweu4DA+4C9/tYBps/at+bT7Gfzud7GfYhOLF9s1f/FF8vLWP/1kv1F8sDUsDpC4l0M89VkYAM4+G55/Pt+jyDtRA9InBP0VVolIsYiUiEhxtgfnqQe4u/xk4hA/mVTXcnA+dScY5eXW6zcsDlEsB9WYOPToYQFH100sHyRz44Rx4hBElf/0J+umdvfdsOPm83ipzfl8/nmwb6qGP85quOYaeOgheOaZqvtMnw5bb111e7duJhizZtnrdJaDp8EQNSB9D3CMqm6mqm1VtY2q+n8dntik7CbrZJZDTcTBrVYKb1u2zCbL8O1xBMuh6YoVNjZnOUB+g9JpLIeKCvik/EDOKn6IGaNXAvCLX5gwzJsHb+//V07qOHxTxfKkrUJLS+26u3SBv/7Vgqx/+lPV/aZONeWJp7DQ3HDxloMXhwZPVHFYoqqTsjoST/0k3nJI14y+Vav0ndviYw4QExlX9qKalkNL1zy+jovDzJnWOa13bzjkXyfyJkcz4dNlABx0kK1E6taNWBc4R7t2Jrrr11c+j+tg1qWLtf887ji77rCQrF9vk384jhOmVy8vDo2QqOLwnYi8KCKnBS6mE0TkhKyOzFM/iBpzCFsOEFR1S0IqcXCuoGpaDpXEoUcP+zufK5ZWrrQAe9u2m3IRiostdeOOO2DbbeH5u+eyiK4c031M1c+7JEGHE5n4LOmwOEAsu3dS6F5v5kwzVRJZDmBK5cWh0RG1tlJbYDXwy9A2BV7L+Ig89Yt04hA/mThxWLMmeeCyupZDq1ZprYCWCxfaZNyrl63WadYsr5aDrlzFyJaH8dT5BSxZAu+8Y1/Rc8/ZCsoePYDS9nDd2ipBaSBWGMkRLqERXmUTLw7bbWfPEyfG1vFPnWrPycShVy8T5dWr7bxNm8Y68HkaLJHEQVXPy/ZAPPUUN5F36GCTb1TLIVXcIbxaKT4g7cQhbDkUFaW1HFosXGgzrpvUunfPi+Uwb56Vshjy1J+YuXoL2rwKp5xi8fEmTeDEE0M7t25tIhjO7HaUlMBWW8VeJyu+Fy8OvXpZXkjYcnDikMqtBFaXyuWsNKJM4cZK1NVK24jIxyIyPni9o4hko0Vo4+SOO+DDD/M9iprhxKB168S+/0QxB0g9mZeWxhoDxQeklyyxWTS8yqdVq/QxhwULzKXk6NEjZ5bD6tUxLXzzTYsp9Gq+mP92/xOLFsF//mOXlJC+fRNbDvExh2Rluxcvtu/SZbAXFprPypUgAVsf27FjLCs7HpfQNnt26rpKngZF1JjDf4DrgQ0AqjoWODVbg2p03HsvDB2a71HUjLALqKioakC6pMQymZ0oRLEc3MQnktittMUWle9cI1gOLRcurCwO3btnVRxU4csvrZBnly7w7LO2/cwzbVXoxwOv4qxeI9OnBCTIdQCqxhySVWZdvNi+r3ABuQEDKovD1KnJrQaonOvgxaHREFUcWqnqt3HbfBJcJlC1ybC4nqaNuDv2li1tskrkVmrdOjaZRxUHN/HFu5WWLKma5eUC0onKhQefbbZyZVVxyEIiXEUF3HWX3Zzvu6/lUp1wQqw/TNu2wVybqlx3mD59zBcVXoWkWrleFaR2KzmXkmO77cxF5IQ82TJWR5cuFqOZNSt5ox9PgyOqOCwTkb5YEBoRORErq+GpLatX24xSX8WhtNTu3AsKkruVwneaThzSuZWcKDRpUrmPtLMcwhQVJS8XDjGffbxbacOGjHSEW7vWrASwr+GNN2w+feopm5uHDLGSQ3z+eex3DvVrTkmfPnZt4TIaa9dWLkkCqd1K8eLgVixNnmzf9cKFqcWhoMDiG95yaFREXa10GfAYsK2ILABmAWdkbVSNCXf3Vl/FoawstuookTjE3+E691JUywHs73DMwa24iT/m6tUWbI0nkTiEcx3iJ88IqFoZ7KeegqFDlTWrlUWLhM3bC8OHxzRwE6NGwf7728T81lvVsxzAXEsugzm+IivE3HCJ3EquDLUjvJzVBTtSuZUgtpy1uDj9vp4GQVrLQUQKgUtV9VCgE7Ctqu6nqnOyPrrGgPuPXpvm8PkkPJEnijkksxzSrVaKn/hKSmxGTmY5QPKgdDLLAWq0Yumzz6zV8J57mlVw5J7LeGv9L9nsi3eABMIA8OSTJlyLFlkTmRUrolsOUDnuEL8CDOzuPr6ERkWFiWm8+PXta8tRJ060YDSkthwglgjnLYdGQ1pxUNVyYL/g7zJVTdDt3VNj3H/0hmA5JIs5hCex6sYcICYOJSXmUkkUc4DkrqqZM9nQtm3lO/VqZEmvW2fNcb4Nom6dO9vCnn//227Mnz3zfQ7lYwreGpb4AGvWwAsv2DrVb76x/ISKimiWQ7du5u9PJw5QRRyalJTYGtl4cWja1O7+J06MLWNNVFcpTK9e1pq1PveH9lSLqG6l74N+Di8Dm/73q6pPgqst9V0cXMwBksccwj0Eoi5lDU98ThwSJcC580Jyy2HWLNZ07UqleqMdO9qkm8RyUIXvvzfL4PnnbU684AK76e/f3wqcbsIJzLvvVi4t7nj9dbMMzzvPJuWvv4ZbboGjj07+HTgKCsylExaHcO2pMEHDH0cz10UukdtswAD44Qf7zJZbpq+k6pazbtzoxaGREFUcWgDLgYND23yGdCZw4lBSYneTBVHXCNQRysoqu5WyZTksXZo4AQ7SC86sWazt1o1KU1pBQcrlrEcfDW+/bakWxx1n8/qhhyYZ74IF9jxvnt2Nb7995fefesruvAcPttebb279OqMSv5w1UcwBTDTdWIggDq+9Zt9tOpcSxJazgheHRkKkmUhVz0vw+L9sD65REG6BGe+vrw/EWw6J8hxqKw4uIO3qKlXHcqiogDlzWJuoA1ogDhs22Aqjs8+2BUxggvDIIxYiGDrU+i2HUwUqMX++WSJgdTDCzJ0LH38M55xTc+Hv08fiJm6pbjK30qBBMH78potIKw4VFWYeRQkwe3FodPgM6XwTnkzro2sp3nII5xvEtwgFc+WIJBcHl/eRKOaQzK2UynJYuBDWr08oDmOL9ubqH89hyy1NDD780NoagLmQLrkkedJwJebPt7WqAweaaynM00/bNZ2TqA17RPr0se9xxQp7ncyttPPOFiAJSmM0c/snEofwiq8olkPnzrGVYD7PoVHgM6TzTdhyqI/iELYcWre2idBN/GvXWmnu8GQikrqKqhOXROLgLIf49o2pLIegSc3auAny669h0Lt383DxWRywXwVvvWVeofhVspFYsMD89kccUTmXoaLCghYHHVS7nsrxK5aSuZVcpt333wOB5dCyZeLJfJttYpZMFHFwRQvBWw6NBJ8hnW9qIg6PP25puHWBeMvBbQNwbo342+9UDX/C5Tgcro/0kiV2rPgeyKksh1mz2EghHy7elV//2vohgAWWH7twFIvoyivXj+bII1PUN0rFhg2xNpxHHGGvP/7Y3rvvPpvQL7igBgcOkUwc4if9fv3suxhjJb6b/fyz3fEnKpLXokVsaW/UvAUvDo0KnyGdb2oiDkOGWLW2fKNaNQkOYuLgeih061b5c1HEITzxtW5td+GzZydokJzgvAGTJsHv/7013ZnPtX87hJEjY5pTUAAX3rIlHfjZEhdqyuLF9j1suaXVy2jTxlxLb74J111nzepPO63mx4eY1REWB1d2PExhIey0U2XLIVWC34AB9kU48Yk6Di8OjYKo4nAZ8G9iGdJXAZdka1CNipqIw7x5NvEmqyWUK9asqewCcpO0m+CTiUMqt1IyywEsKBsfb3DHA1i9mlWrYl/LPffA37/ag71a/MDtt49j/ny46abQ57p1s7vnkSPTXipg3/vzz1f+3t1qp+7dLX/gF7+wpaunn25xiCefrH156zZtTBRdjY74mEyYnXe2JaoVFenF4Zxz4Le/rSoyyfCWQ6Mi6mqlmQkypGdndWSNBXcXCNHEobzcJt1162IBynzhJvJwzAGqWg5bbln5czVxK4HFDxJYDuWFzXi/4AhOfe5oOne2uRHg1lthwV4n8r9d72C//ZYnngMPOMDiBKkK8JWUwI03mm/+jDNi2XAQWzrqkuqOOML6XLdpA//7X5J06Rpw6aVmjXz6adUVYGF22cXenzEjvTgcfzz87W/Rx3D22XD//VV/T0+DJOpqpeYicjpwJXC1iPxZRP6c3aHlkfXrYcqU3JyrtDR2Zx1FHJYssUQkiE2++SLcywGquncWLDBXR3wAOZU4JKsbBPa7hCyHFSvg+uuhZ084vOIdPpzVl4suilWl6NkTtljwfepg8P77W4ZbuPlNmFdeMZ/8nXfCwUGaz/jxsfed5eAmzOOPt3Wvw4ZldhK99lq7oCuvtCzoZOKw8872/O23NFu1qkZ1o5LSpQtcc41v9NNIiOpWegM4FgtCl4UeDZMhQ6xYWdjlky1KSmIZxFHEIZzRm29xiLccEsUcunSpmiBQU8sBWNW2B+PG2d/NmlkJi512gpfbXcjC067lH/8IacGGDTZ5h9fox7P//vYc71oqLoZzz4WTTrJJ+ZtvbMJv2bJyL4T58y2461p2dugA770Hu+2W/Jw1oVUrC3D/+KMdP5k4bL+9ubfee89eZ1IcPI2KqOszuqvq4VkdSV1ixgy7S011h5YpSkrszrqoKFrxvbokDsksh3DMIT7eADbRJXOJJRCHilatGc7BPMV5vHbfKfQZBuPG2enmzg123Xo4rNuz8rHmzjV3USrLoW9fE+eRI+Hii23blCnmHpozx4IUN91kEy5Yo4YJE2Kfd8tYc3E3feKJcOCB5lpKFnNo1gx22AHef99ee3Hw1JColsOXIjIwqyOpS7i+u7nIWHb+47Zt65/l4MQhVcwhkThUY7XSM89ArxN24VA+5m2O5NyD5/Hkk7HdN82RiVqFzp5tz6nEQcSsh88+s0CzKvzmNybUI0fCbbfFhAHszjzecnDxhmwjAn//u60wSnXTsvPOVm4EvDh4akxKcRCRcSIyFqvKOkZEpojI2ND2holLtkrTlzgj1EQcWrY0x3q+xSH+Lj+RW6ma4lCyfD1Pch6LSuyYTZvCgP4bGcopLKIrj/x5MXvskeBGPVGr0CABLm0C2gEH2CQ/Z46VX/30U4sx7LNP1X0HDLDfwP1WCxbkThzAfGhPPQVXXZV8H5cMB14cPDUmnVvpqJyMoq7hLIe6Kg49etismWtxKC21aqI332xjjrccwuKwbp0FepOJQ2gir6iwG/ennoJXXric1TTj4XeUSy+zNIFTD18Hm79kOydaygqJLYdZsyze0b17zIpIhIs7fPgh/OUvVgYjWeJauFHO7rvH3Eq55OyzU7/vgtKQOC/E44lASnEIN/QRkUFA8L+Ikar6YzYHllec5ZBtt5KrI1QTcSgoyL04vP++LWXcc08L1MZbDs2a2WRcVmYV6yB5zCGwHNautbl4+nT7Gs7Y5jvOm30ze136YWz/sH892WRXVBTLyHbMmmXB5HSpzzvsYJbY739v7qSPP07+GVdxdeJEs0jWr8+t5RCFQYNAhA1FRTRN1BnP44lA1KWsVwLPAVsEj2dF5IpsDixvlJfHCrxl23II1xGqrjh065Z7cXDLPV1ANt5yEIlVZk2SAFdWBs9M35vry6xuY4sWcMop8OyzZrA9tucT7N1uUmW3UZMmtmOLFskDsYkS62bNilbTqKAA9tvPhOG442JLVhPRu7eNY8KEWI5DXVv3X1QE/fuz3q2g8nhqQNTVSucDe6pqGYCI/BX4CvhntgaWN5YvjyVEZdtyCNfIiSIOGzbYHXmPHiZiixbltgeEEwcXkI1fygqxbnAhcVC15jhDhsBLL0FJyUn0Yyp/Lt5Ay7ZNueOO0DniG/042rQxd1SyVUGJeknMmgVHHhnt2g4/HD75xJaLpqKw0FYsTZxYOTu6rnHFFSweO5a+6ff0eBISdVYRoDz0ujzYljVE5PAgAD5dRK7L5rkq4eINkH3LobrisGiRWRrOcti40bJxc0W8OJSVWTecsAvGTdIhcXj0UXPrDx1qqzE/vfRFptCflpqghEay0hCuhEQy4i2H1avNPRi1Guoll9hk3zfCdDpggH0H8dnRdYlLL2Xeqb5wsqfmRLUcngK+EZHXg9fHAU9kZUSAiBQCDwO/AOYDo0RkmKpOTP3JDODiDZBbcdhsMxOHRG0mHW4Za48esdU+CxcmD9JmkooKmDzZxjZ1qlkxCSbyNS3b87+pu/LU14dzXuGZnNahA8cfb3P3r38d7P6vIDawZk3VPsrJxKFLl8TxC0e85TAnCJdFFYeCgojNGzBxeP55+z4KC33Q19MgiSQOqvqAiIzAlrQCnKeq32dtVLAHMF1VZwKIyFAsQzv74hC2HHLtVqqosDveZP18w+IQTjTbaafsjhMsoWzNGlv2+dlnFkEOKrKqWgLxU0/B0AkfUVzemq2KlrKxXUcQoUuXuF43qbrBlZQk9uEPHZq6QFyrVhYc3rjRLJmoy1hrggtKf/SRJdAlbRHn8dRfIomDiOwFTFDVMcHrtiKyp6p+k6VxbQmEO7/PByqlv4rIRcBFAJ07d2bEiBE1OlFpaWmlz/b44gv6AhWFhSyYMoUZNTxuFDp89RUDgdFTp9J60SL6A1++9x7rO3RIuH+PESPoC4ycNYsmq1ezNzBl+HAWuaqkEYm/5ii0//prdgSm7bgj/T77jAkvvUSr6YvZQoRvR4zg/PN3Y+HClhzb7jPObPUS+3QcT5P1axOep9PMmWwPfPvpp6yeM6fSe3ssXUrJ5pszKdn4ktRA6r54MVsDI99/n/KiIrq9/z7bAF8uWsT6ESNqdM3JaFlSYv8YJ0ygeLvtGJPFfyO1IZPXXF/w15xBVDXtA/gekNDrAmBMlM/W5AGcCDween0W8FCy/XfddVetKcOHD6+84Xe/U23ZUrVrV9ULLkj+wYoK1XfeUS0vr/G59YUXLCd34kTV55+3vydPTr7/FVeotmljf69fb/vfemu1T1vlmqNw332qoGunzdWXOEmP6DdV2zUp1tJd9ldV1XHjVFetUtUTTlDdfnvV7bZTPfHExMcaNszGPmpU1fc6dVK96KLqj++RR+yYixbZ69/9TrVFC/udtIbXnIwNG1SbN7fz/frXmTtuhsnoNdcT/DVXD+A7TTKvRg5IBwdyglJB9HhFTVgA9Ai97h5syz6LF5sPOdHqlzBffAG/+hUMH17zc8W7lSB1fSW3jBUsCW6LLXK2nHXmN0u5vOXjdN2jByfzEuPmt+fSrq+zvqXFDHbYIbiEcEA6WYwgmVtp1Sor+xAlKBxPfHb2tGnmUspGzaMmTaB/f/u7LgajPZ4MEFUcZorIb0WkafC4EpiZxXGNAvqJSG8RaYb1qx6WxfPFWLLEgp9uSWYy3EoVt5yxJiQSh1QrlsLiAFnPdViyJBbXXTVlMY+vPYvDDoP39/wzs/sczJ2dHqwawy0qsgl+1arqi4Mrk77tttUfbHyr0LFjrbJutnCZ0nUtx8HjyRBRxeFiYB/s7t35/y/K1qBUdSNwOfA+MAl4SVUnpP5Uhli82MTBJXMlwxU2C69uqi7h3gWJxKG8PNa7ARKLw4LMGlTr11sjs2OOsXnv5psBVXaeN4yfzvsjL7wAvzxwHYVTJ1nV2vjgedjiSiYOyXo+T55szzURh7DlUFxs5TKyKQ4uKO0tB08DJepqpZ+wu/ecoarvAO/k8pyATfb77mt3tStXJt/PZVHXVhxatbLVLonE4cgjbdJ79VWrVfTTT1XFIWgmnwluvx3+8Q9Lneja1frLnHMOdo0rVtB2ULDyZ/vtbSnrrFlw0EGVDxJehlpdy2HyZHPZ1GSFUVhwXDOegVksJOyOnapXhMdTj8lm3KD+4ZLKunQxyyCVyyhTloObTBOJw6hRVi9o1KhYM5l4cXCd4dLVD0rAsmWmOxdeaMv8V6+2uf6886wV8qZDDg9WCG23nT07l4pqYsshPL5EpBKHrbeuXCI7KmHLYdo0+zublsNRR1nzn732yt45PJ48kqO6C/WEpUttwosSkM6EOIRLRcSLQ3FxrJDc7bcnLtXQrZuNtxpj2LABvvyyAyecYB+/+GLLUQC46y4rb3HEEXFaMylOHMJun/iEtdqKQ01cSlDZchg71r7Pnj1rdqwoFBbC0Uf7lpmeBku6fg5XBs/75mY4ecYlwLmAdKqYQ6bcSk4cmja1SdOJgysxvdNO1lh+WBCPj7ccIHJQevJk05YbbhjIF1/Ab39r8+jee6f54KRJNk4XfG3dOuZOSWY5tGoVE7x4EsUcNmywxLqaikPYchg71tw+fuL2eGpMOsvhvOC54RXYS0RYHHJhOYTFASrXV3LicM89Vk76wQftdTXE4eef4eGH4bHH7PXWW5tVcMcd45g/32rMRXLLT5pkVkN4snWupXjLwb3u1i355JzIcpg1ywSitpZDWZn1EM2mS8njaQSkE4dJIjIN6B90gBvboDvBuYm+c2eb5NassRVDiXCWw7JlyfdJRypxcOUfdtrJun6Vl1vtn0Rum5A4bNwI774LJ59sQeXLL48ZHU2aWGXUffddXj23vhOHMG61TjLLIVUdpMJCi6G4a4TarVSCmDhMmWLLaLMZjPZ4GgEpxUFVT8Ma/EwHjg49jgqeGxbOcnAxB6i63BJsBv75Z+jQweoh1bQyajrLoVUr6NjR/D9t21a2GsCS4OKa/lxyieXmffKJxRO+/x7eeqtmwwNsol24sKo4JLMcoogDwKGHWvMgl1vpxMEll1UXZ418/bU9e8vB46kVaQPSqrpYVQcBi4A2wWOhhrrENRiWLLHJrqioasZtmOXL7dndndbUtRRerQRVLQeX4bv55vDMMxaYDrGypJB/t7mWvf997qa59aKLbAXSwoXmiUpZk+/dd63fcJJ+zkDVYLRj991tbPHr/N33li457PDDrQT5uHH2evJkc+e1a5f6c8koKDCB+DFoULjDDjU7jsfjAaJ3gjsQmIaV0X4EmCoiB2RzYHnBJcBBbNJOFJR2LqXaikN8Y5t4yyG8hv6YY+CYYygvt1bHp59ubqOLV/2VkjWFm4a0++5wwgmpC5hu4pZbzLRIUswOgJEj7TnctB7MrTR/vuWEhIlqORx2mD2/954912alUvjcGzfCVltVLQXu8XiqRdSlrA8Av1TVA1X1AOAw4G/ZG1aecKUzILXl4ILR7u60JuIQ7h/tcOKgWqXFpbu5LykxnXjvPTj/fPjugGsY1+sYDqiuVH/zDXz7rf3tylYk4u23TQQTZQInEoCePeHAA6smxyX67KBBZr2omjjU1KXkcHEH71LyeGpNVHFoqqqbZhBVnQrUIFOpjuOK7kHMcsiWOJSV2aQYLw6rVsGKFVBcTEnXbXjiCeuiNniw7dKundX6W7QIHnoIdh24HllQg/pO//iHnbugILk4rFwJn39uCV9RadkSRoyAnXdOv+/hh9vxZ82ya86E5QBeHDyeDBBVHL4TkcdFZHDw+A/wXTYHlhcSWQ6p3Er9+pn/pibiEC665wgsh+/eXsLZPE2X2y7hggss3n3CCbHW1nvtZd05AQtSr1hRra51zZYts2y3//s/c8EkE4cPPrBVUlH7MFeXww83N9Ajj9jr2oqDsxz8SiWPp9ZErblwCXAZ8Nvg9Ugs9tBwWLfOViDFxxySWQ4FBbYcs3Pn2olDcJ5Zs6B9s05stnEj349YxTCO4ayjVnLutR3Zc88U+VxuBdO8eZEn125vvmmT/uWXmzAkE4e337ZrzFaJiH32set//HF77S0Hj6fOEMlyUNV1qvqAqp4QPP6mquuyPbic4qwB51ZKZzl06BDrH1xDcSiliKdHDWDwYOjTB56ZuCsAZ202jEV05dH/FLLXXmkSfcPiEIV160wcjjzSsuL697ee0LF2HUZ5ucUDDj88e20wmzWzJa2rVkGLFrUvd9GqlZlU/fplZnweTyPG11ZyuAk+akC6Uyf7uwbisHEjnH9TN7qwmHP/sQsLFsAdd8Bx+1m+RIsJo2m5WfNoDe+rKw6vvEKzFSssdwJMHMrKqpb+HjXKrjNbLiXH4YfHxlFQy3+OAwZYcKYGRQg9Hk9lvDg4wglwkN6ttMUWsf0jiMPcuebmB5u7Fi8t4FSGMvKxSUydCjfcAN17BzH+sWOjl4LeckszLebOjbb/+++zfvPN7Y4dYiuE4l1Lb79tk7WbvLOFW9JaW5cSwP33m7Xj8XhqTY3FQUSyWPIyD7gyz275qAtuJnMrhS2Hn36KRYtDrF4Nzz1n83CvXnDWWbEuoG9d/QmPcyH77S8xt5ErVLd4cfSeBk2bmrUT1XL48ktW7bBDzFeVShz23jtWKjxb9OplsY8zz8zM8XyxPY8nI6QVBxHZW0ROFJEtgtc7isjzwBdZH10uGTvWJlk36RcW2rLMKG6l8vJYee2AN9+0JLUzz4QZM6yj2uQxq9msrfn2pTTJaiVHdZrI9OgRTRyWLIEZM0wcHN26mZUUFoeFCy05rjpLWGvDP/+Zu3N5PJ5IpCvZfS/wJPBr4G0RuQP4APgGaFhRv0SVPBO1Ct2wwYQg7FYCFoxdzl13wUcf2eYddoDjjrOchBkz4Obr19P7wJ6x6qpxq5WAyuJQnW5oUcXhyy8BKHZF88DutLfZprI4vPmmPWc73uDxeOos6SyHI4GdgwJ8vwSuAvZS1QdVdW22B5czNm6ECRMSi0O85eDqKnXqxNq18OLEgRzBO/T8xTb86U/w8cf2du/e8PTTFh8tKMAm7+XL4amnbIdsiEP8iqN4vvgCmjenJH41T//+lcXhlVdsxY+vT+TxNFrSicNaJwKqugKYpqqzsz6qXDN9OqxdW1UcEjX8cdnRnTqx//5w6u3bM4Ht+dMxE5g2zbqpJcT1Zxg71kpFhPtHO2rjViorS93zGsxy2G03NL7w0jbbwJw5VqNj2TIzd0480fvvPZ5GTLo1f31EZFjode/wa1U9JjvDyjFjg9YU8Zm1Icth8WIrjDrsvz34iGY032ILbrwRisqLOfjXvSg48AHYOsWdthMHgJdfrlpXCWyNfrNmsH599cUBzHpItvx17VoYPRquvLLqe/37m9UxY4bVXCovh5NOin5+j8fT4EgnDsfGvb4/WwPJK2PH2h18XFnqda025605uzHkaFshWV4Oe/fbyCK60qtTJ449EKhoDU0K0y9nnT3bzrH77ramdeDAquIAZj3E11xKR1gckmUHjx5torPPPlXfC69Yevlly8hLWevb4/E0dFKKg6p+mquB5JWxY22dffPmqNoc2rw5jN6wIydOvoNuxfD738O550L/D16A386JBaQLCuzvKOLQvbvV2v7tb+1OPr5RDpg4VHf5aJREuCAYzT77wMSJld/bZht7/vprC5pcc413KXk8jZx0q5WGi8gnSR4f52qQWWfsWH7aZj/+9je7Yb76atu8d/d5fLTlOcyda7GE/v2xnAZXV8nRpUs0cejVC379a5t4p09PbB3stBPst1/1xt+li2XWpROHrbeOiVqY1q0tme6xxyw4711KHk+jJ51b6doE2/YC/gD8lPnh5J7vPm3J3+f8nbfnHc3G12GPPWJ15qRNaw6peBvCpYWWLrW6SuFSD1GypGfPhkMOsbyC/feHzz5LLA6vvlr9iygstOMmEwdVW6l0xBHJj9G/v/UW7dULdt21+mPweDwNinQ9pEe7B9Aa+CtwGnCxqu6eiwFmm68/bMU37MnVx89m/HiLx559dvBmoqWsP/1U9e47nTisX2+1i1yQ+eST7bk6cYV09OiRvITGjBkmavFd28K4uINfpeTxeIiWIX2YiIwEbgLuVNX9VLXBFLC5buDzzKMH9/y9OeHcMMDcLa4pjyOcHe1wJTSS5Rm4HAQnDs61lGlxSGY5hOMNyXDB+BNPzNyYPB5PvSWlW0lERgGdgHuBr4Jtm5oJq+qYrI4uB3RdOJEm7dqYzz2eoiJborRunZWUBhOH+BVBnTubdbByZeKlpG4ZqxOHLl3g3/+O1i0tKj16wGuvWY2n+Oqmb71lgjZgQPLPn3uufQd77JG5MXk8nnpLuphDGVAKnIiV0Aj7GxQ4OEvjyhmtZ8ywyT6RKyVcttuJQzK3EphrKYo4AFx4YW2GXZWePU2gli6NjQdMsIYNg4suSl0Su00bazfn8Xg8pF/KOjhH48gPFRUUzZoFBx2U+H231LS01ILQGzZYS85EbiUwcUhUetrlOHTvnrGhVyG8nDUsDi+/bJbPpkCKx+PxpCfdUtbdRaRL6PXZIvKGiPxDRLJcyzkHzJlDk9WrkyeOxTf8CdVVqoSbjJMFhF2OQzab0CTLdfjvf02w/Aokj8dTDdIFpP8NrAcQkQOAu4H/AquAx7I7tBzgymYkE4f4hj+ulWi8W2nbbc1f/+yziY/jchyySSJxmDULPv/crAa/Asnj8VSDdOJQqKquUcEpwGOq+qqq3gRsnd2h5YD+/Zn1f/9H1WVKAfF9pBctsuew2wbMIrj4Yvjgg6pNcyA34tCxo8VFwuLgxOqMM7J7bo/H0+BIKw4i4nwhhwCfhN6r/416t92WOWedlbiMBVS1HGbOtOc+farue+GF1pXtkUcqb4/PccgWIua6cuKgai6lwYMtWO3xeDzVIJ04vAB8KiJvAGuAkQAisjXmWmrYxFsOM2da0aWuXavu27mzJbcNGRLr1QBVcxyySY8e1pdixAjrTzp9ug9EezyeGpEuQ/pO4HfAEGA/1U1ZXgXAFdkdWh0gPiA9c6Y14Um2JPTyy6G4uHLsIdEy1myx7bYwfrytvjrrLOsX8etfZ/+8Ho+nwZHWNaSqXyfYNjU7w6ljhJeygolDIpeSY889YZdd4KGHLAYhkltxuP9+sxTWrLFH9+6VGwh5PB5PROp/3CCbhC0HVROHVBVTRcx6+L//sz7MxxyTmxwHR8uWsaqBHo/HUwvS1lbKBiJykohMEJEKEdkt7r3rRWS6iEwRkcPyMb5NNGtmK5HKyuDnn81llMpyADjtNOu9fNZZMG5cbnIcPB6PJ8PkRRyA8cAJwGfhjSIyADgV2B44HHhERAqrfjxHiJj1UFqaeqVSmBYt4J13zCX1q19ZB7ZcuJQ8Ho8ng+RFHFR1kqomSAjgWGCoqq5T1VnAdCC/leBc2W4nDn37pv9Mjx4mEKtWwaRJXhw8Hk+9o675OrYEwgHw+cG2KojIRcBFAJ07d2bEiBE1OmFpaWnKz+5RWEjpzJmUfvQRfYDP5s2jYtmySMfe/KabGHj99cxu1oy5NRxfNkh3zQ0Rf82NA3/NmSNr4iAiHwFdErx1g6q+Udvjq+pjBCU8dtttNx08eHCNjjNixAhSfrZjR1oVFbEFQOfOHJCqm1o8gwfDiSfSp1s3+jRvXqPxZYO019wA8dfcOPDXnDmyJg6qemgNPrYA6BF63T3Ylj9cw590y1iT0bt35sfk8Xg8WSZfAelkDANOFZHmItIb6Ad8m9cRhQPSNREHj8fjqYfkaynr8SIyH9gbeFtE3gdQ1QnAS8BE4D3gMlUtz8cYN1FUZA1z5s714uDxeBoNeQlIq+rrwOtJ3rsTuDO3I0pB69ZmNVRUeHHweDyNhrrmVqp7uD7S4MXB4/E0Grw4pCNcztuLg8fjaSR4cUiHq6/UrBl065bfsXg8Hk+O8OKQDicOqUp1ezweTwPDz3bpcG4l71LyeDyNCC8O6XCWgxcHj8fTiPDikA5vOXg8nkaIF4d0eMvB4/E0Qrw4pGOffeB3v4NDa1IqyuPxeOonda1kd92jqAjuuy/fo/B4PJ6c4i0Hj8fj8VTBi4PH4/F4quDFwePxeDxV8OLg8Xg8nip4cfB4PB5PFbw4eDwej6cKXhw8Ho/HUwUvDh6Px+OpgqhqvsdQa0RkKTCnhh/vCCzL4HDqA/6aGwf+mhsHtbnmrVS1U6I3GoQ41AYR+U5Vd8v3OHKJv+bGgb/mxkG2rtm7lTwej8dTBS8OHo/H46mCFwd4LN8DyAP+mhsH/pobB1m55kYfc/B4PB5PVbzl4PF4PJ4qeHHweDweTxUarTiISA8RGS4iE0Vkgohcme8xZRsRaSEi34rIj8E135rvMeUCESkUke9F5K18jyVXiMhsERknIj+IyHf5Hk+2EZF2IvKKiEwWkUkisne+x5RNRKR/8Nu6R7GIXJXRczTWmIOIdAW6quoYEWkDjAaOU9WJeR5a1hARAYpUtVREmgKfA1eq6td5HlpWEZFrgN2Atqp6VL7HkwtEZDawm6o2ioQwEXkaGKmqj4tIM6CVqq7M87BygogUAguAPVW1psnAVWi0loOqLlLVMcHfJcAkYMv8jiq7qFEavGwaPBr03YGIdAeOBB7P91g82UFENgMOAJ4AUNX1jUUYAg4BZmRSGKARi0MYEekF7Ax8k+ehZJ3AxfID8BPwoao29Gv+O/AHoCLP48g1CnwgIqNF5KJ8DybL9AaWAk8F7sPHRaQo34PKIacCL2T6oI1eHESkNfAqcJWqFud7PNlGVctVdSegO7CHiOyQ5yFlDRE5CvhJVUfneyx5YD9V3QU4ArhMRA7I94CySBNgF+BfqrozUAZcl98h5YbAhXYM8HKmj92oxSHwu78KPKeqr+V7PLkkMLuHA4fneSjZZF/gmMD/PhQ4WESeze+QcoOqLgiefwJeB/bI74iyynxgfsgKfgUTi8bAEcAYVV2S6QM3WnEIgrNPAJNU9YF8jycXiEgnEWkX/N0S+AUwOa+DyiKqer2qdlfVXpjp/YmqnpnnYWUdESkKFlkQuFd+CYzP76iyh6ouBuaJSP9g0yFAg11YEsdpZMGlBGaONVb2Bc4CxgU+eIA/qeo7+RtS1ukKPB2sbigAXlLVRrO8sxHRGXjd7n9oAjyvqu/ld0hZ5wrgucDNMhM4L8/jyTqB8P8C+E1Wjt9Yl7J6PB6PJzmN1q3k8Xg8nuR4cfB4PB5PFbw4eDwej6cKXhw8Ho/HUwUvDh6Px+OpghcHT1YQERWR+0OvrxWRWzJ07CEicmImjpXmPCcFFT6HZ/tcacYxW0Q6ZuA4V4nI2cHfNf4ORWRbEflKRNaJyLVx7x0uIlNEZLqIXBfaPlRE+tXuCjy5xIuDJ1usA07IxKSWSUSkOrk95wMXqupB2RpPrgiu+/+A5zNwuJ+B3wL3xZ2jEHgYy9odAJwmIgOCt/+F1bjy1BO8OHiyxUast+3V8W/E37WKSGnwPFhEPhWRN0RkpojcLSJnBD0oxolI39BhDhWR70RkalBDyRUVvFdERonIWBH5Tei4I0VkGAkyZ0XktOD440Xkr8G2PwP7AU+IyL1x+3cVkc+COvrjRWT/YPu/gjFV6pUR3Pnf5XoriMguIvK+iMwQkYtDY/xMRN4O7rwfFZEq/z9F5Mzg+/hBRP4dXHNh8J2OD66jyncOHIyVWdiY4JiHBAXrxonIkyLSPNj+K7H+CKNF5B8S9MNQ1Z9UdRSwIe5QewDTVXWmqq7HSpYcG7w3MvjNGnPibb3Ci4MnmzwMnCFWUjkqg4CLge2wDPZtVHUPrOT2FaH9emGT0ZHAoyLSArvTX6WquwO7AxeKSO9g/12w3hXbhE8mIt2Av2KT507A7iJynKreBnwHnKGqv48b4+nA+0EBw0HAD8H2G1R1N2BH4EAR2TH0mbnB/iOBIcCJwF5AuOHSHsE1DgD6AifEjXU74BRg3+BY5cAZwbi3VNUdVHUg8BRV2RfrWVKJ4HsbApwSfLYJcEmw/d/AEaq6K9ApwTHj2RKYF3o9P9iGqlYA07Hvy1MP8OLgyRpBldv/Yi6IqIwKem2sA2YAHwTbx2GC4HhJVStUdRpWLmFbrIbQ2UE5lG+ADoDzc3+rqrMSnG93YISqLg3uqp/DegOkHCNwXhBDGRj0AwE4WUTGAN8D22OTvGNY6Dq+UdUSVV0KrJOg3lUwxpmqWo7Vy9kv7ryHALsCo4JrPAToE1x/HxH5p4gcDiSqLtwVK2sdT39glqpODV4/HVz/tsDM0HeWifo9PwHdMnAcTw7wJp4n2/wdGEPlu9mNBDcmgeukWei9daG/K0KvK6j87zW+7osCAlyhqu+H3xCRwVgZ54ygqp+JlcA+EhgiIg9gFsG1wO6qukJEhgAtQh8LX0f8NbrrSnRNYQR4WlWvjx+TiAwCDsOsrpOx+EKYNXHjyQYLgB6h192DbY4WwTg89QBvOXiyiqr+DLyEuXwcs7E7YLBa9E1rcOiTRKQgiEP0AaYA72MukaYAIrKNpG/68i3mAuoYBFRPAz5N9QER2QpYoqr/wdxduwBtMQFaJSKdsaBsddlDRHoHgnkK1sY1zMfAiSKyRTCO9iKyVRD0L1DVV4EbSVyuehKwdYLtU4BeIuLeOwu7/imYNdIr2H5KhPGPAvoF19AMq4Q7LPT+NjTg6rANDW85eHLB/cDlodf/Ad4QkR+B96jZXf1cbGJvC1ysqmtF5HHM9TRGRARzoxyX6iCqukhsyeVw7M78bVV9I825BwO/F5ENQClwtqrOEpHvsRLo84AvanBNo4CHsEl8ONaHITzWiSJyI9bhrQALCF+G3Y0/FQpgV7EsgHeBZ+I3Bt/becDLQbB4FPCoqq4TkUuB90SkLNgOgIh0weIxbYEKscb2A1S1WEQux0S6EHhSVScEn+kMrAnKa3vqAb4qq8dTBwhcX9eq6lFZPMfrwB+COE2U/VuramkgtA8D01T1bzU899VAsao+UZPPe3KPdyt5PI2H67DAdFQuDALfE4DNsNVLNWUlFuz21BO85eDxeDyeKnjLwePxeDxV8OLg8Xg8nip4cfB4PB5PFbw4eDwej6cKXhw8Ho/HU4X/Bwh+NhYK6r7jAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 864x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -556,15 +562,16 @@
     "    cross_SNR_dB_arr.append(cross_SNR_dB)\n",
     "    #print(f\"{N_samples}, correlator SNR = {cross_SNR_dB:.0f} dB\")\n",
     "    \n",
-    "plt.figure(1)\n",
+    "plt.figure(figsize=(12, 8))\n",
     "plt.plot(N_samples_arr, cross_coh_mean_arr, 'g', N_samples_arr, cross_incoh_mean_arr, 'b', N_samples_arr, cross_sys_mean_arr, 'r')\n",
     "plt.title(\"Correlator mean\")\n",
     "plt.xlabel(\"Number of samples\")\n",
     "plt.ylabel(\"Cross power mean\")\n",
     "plt.legend(['cross_coh', 'cross_incoh', 'cross_sys'])\n",
     "plt.grid()\n",
+    "plt.savefig('plots/signal_statistics_cross_correlator_mean.jpg', dpi=dpi)\n",
     "\n",
-    "plt.figure(2)\n",
+    "plt.figure(figsize=(12, 8))\n",
     "fit_coef = np.polyfit(N_samples_arr_log, cross_SNR_dB_arr, 1)\n",
     "fit_p = np.poly1d(fit_coef)\n",
     "fit_line = fit_p(N_samples_arr_log)\n",
@@ -572,7 +579,8 @@
     "plt.title(\"Correlator SNR (%3.1f dB/decade)\" % fit_p[1])\n",
     "plt.xlabel(\"Number of samples (log10)\")\n",
     "plt.ylabel(\"SNR of coherent correlator [dB]\")\n",
-    "plt.grid()"
+    "plt.grid()\n",
+    "plt.savefig('plots/signal_statistics_cross_correlator_snr.jpg', dpi=dpi)"
    ]
   },
   {