From e0c41e0e1b840271c2cfc7bf5f45c9a5a8575ebd Mon Sep 17 00:00:00 2001
From: Eric Kooistra <kooistra@astron.nl>
Date: Tue, 20 Dec 2022 11:20:31 +0100
Subject: [PATCH] Small corrections.

---
 .../lofar2_station_sdp_firmware_model.ipynb   | 72 ++++++++++---------
 .../lofar2/model/signal_statistics.ipynb      | 34 +++++----
 2 files changed, 57 insertions(+), 49 deletions(-)

diff --git a/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb b/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb
index 98917694e0..cdc9a2e25c 100644
--- a/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb
+++ b/applications/lofar2/model/lofar2_station_sdp_firmware_model.ipynb
@@ -11,6 +11,10 @@
     "\n",
     "Purpose: Model the expected signal levels in the SDP firmware and clarify calculations in [1].\n",
     "\n",
+    "Usage:\n",
+    "* On command line start: > jupyter notebook\n",
+    "* In browser open the ipynb and run it\n",
+    "\n",
     "References:\n",
     "\n",
     "1. https://support.astron.nl/confluence/display/L2M/L4+SDPFW+Decision%3A+LOFAR2.0+SDP+Firmware+Quantization+Model\n",
@@ -19,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "2b477516",
    "metadata": {},
    "outputs": [],
@@ -38,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "e1b6fa12",
    "metadata": {},
    "outputs": [
@@ -71,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "eb325c9c",
    "metadata": {},
    "outputs": [
@@ -101,7 +105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "3e71626f",
    "metadata": {},
    "outputs": [
@@ -138,7 +142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "0ec00484",
    "metadata": {},
    "outputs": [
@@ -225,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "ac73d7e3",
    "metadata": {},
    "outputs": [
@@ -332,7 +336,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "98f1917e",
    "metadata": {},
    "outputs": [
@@ -368,7 +372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "f66c5028",
    "metadata": {},
    "outputs": [
@@ -390,7 +394,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "a9fca052",
    "metadata": {},
    "outputs": [
@@ -422,7 +426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "d9972b6b",
    "metadata": {},
    "outputs": [
@@ -460,7 +464,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "id": "be2d952f",
    "metadata": {},
    "outputs": [
@@ -487,7 +491,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "id": "a9e7fabc",
    "metadata": {},
    "outputs": [
@@ -511,7 +515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "id": "92852a53",
    "metadata": {},
    "outputs": [
@@ -572,7 +576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "id": "a04af043",
    "metadata": {},
    "outputs": [
@@ -643,7 +647,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "id": "5ba30659",
    "metadata": {},
    "outputs": [
@@ -735,7 +739,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "id": "5ec1330a",
    "metadata": {},
    "outputs": [
@@ -809,7 +813,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "id": "33f37393",
    "metadata": {},
    "outputs": [
@@ -895,7 +899,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "id": "f0b09a83",
    "metadata": {},
    "outputs": [
@@ -1004,7 +1008,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "id": "06c7b393",
    "metadata": {},
    "outputs": [
@@ -1102,7 +1106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 20,
    "id": "def6eba7",
    "metadata": {},
    "outputs": [
@@ -1143,7 +1147,7 @@
     },
     {
      "data": {
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\n",
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NwG0AUFVVhWQyKVGt6Kmvr8+bunjB1rOQ6s1SqPUG0nXfeFSLk1VXV1sQ91LIbS5J5OOXfn2gMaxQ279Q6w2I636iVROyKKV5eW+F2uadvd4yQpYUlNJHATxKCPkYgO8AuNnHtU8AeAIApk6dShOJRFjVyohkMol8qYuQ12cBgKWeBVFvDoVabyBd97LtR4Cli9GrVy8kEuflulqeFHKbh0km45d+faAxrFDbv1DrDYjrfuhkM/DuOyiJx/Ly3gq1zTt7vWXMhXsBDGN+D9WPiXgWwAcCXqtQFDZmCIfcVkNhosYvhRTpRSvq5VWEh4yQtRTAOELIKEJIGTRH0JfZBISQcczP9wHYqv/9MoAbCSHlhJBRAMYBWJJ5tRWK/ET5ZOUdavxSSNGhfLIUEeBpLqSUthNC7gDwBoA4gCcppesJIQ8AWEYpfRnAHYSQywC0ATgOXdWup3sewAYA7QBup5R2RHQvCkXeoDRZ+YEavxSypIUs9fIqwkPKJ4tS+iqAV23H7mf+vsvl2h8D+HHQCioUhQRV5sK8Q41fChloWg2tUISGiviuUIQINfcuVCO1QlFIdKg4WYoIUEKWQhEiavszhaIwUT5ZiihQQpZCESKmxUEN1ApFQUGVJksRAUrIUihCJL2tjhqoFYpCokO9u4oIUEKWQhEiylqoUBQmylyoiAIlZCkUYWIGNFQoFIVEKqX9q8yFijApKiGLUoplu46ZJhuFItuYqws70Tjd0NKODftOeCdUKPKYFO18725nZPfRBm0LpSxRVELWC8trcMNjCzFr7f5cV0XRSaGdUJP1hb8txzW/nYvmNhWnU1G4qBAOnYOZDycx/cfvZK28ohKydh5pAADsPtqY45ooOivpYKSdZ6Betus4gLQmQKEoRFIppclShE9RCVm5oLmtAyeb23JdDUWekctx+mh9izlhKBQKOVJqtwYcb2hFe0cq19UoKpSQlSHX/HYuTv/+m7muhvJDyxNyHSfrQF0zzv7R2/jtu1u9EysUCpPOvndhc1sHzvzhW7j/5fW5rkpRoYSsDNlxuCHXVQCgIo3nCzTHG6AdPKE5dL6z8VBOylcoChXD3B3vpEJWS7umwfrfqn05rklxoYSsIoGVsX65rBl/nrczZ3XpTNzxjxX4zdtprVGuZV1jfqBZrEk2y1IogjB78yFc8oskWtvFprBUZ1y1wmDEB1O+leGihKwigTUXrjnSgR++siGHtek8vLJmP3719hbzt/EYchXQUG1MrVA4ue9fa7HjsPvS/c5uLjRQIla4KCGrSIjSz3nDvhN4fd2B6ArIEpRSPDlvJ2obW6MsBUDunWez+TGqBDvFv1fWmKu78xm3Vb8pM4RDtmqTXxhziFJkhYsSsoqEKE021/x2Lr7wt+WR5Z8tVuw5jgde2YBvvrQmsjJyPUCZ5kI1UCqyyFefW40rfz0n19UQIvM6dHTyiO+GNUSZC8NFCVkhsWTnMTS0tOesfPVeeGM4dtY2RhdyI+32nv2BuuZ4I7YdqrfUQ6HIFm7+TrlGxt2qswoXc7YcRntHKq3Jym11ig4lZIXERx5fiLueXZmz8jvp+OCLbAg+6WCkkRflYMZDs/GV51Zlv2CFokBwey9TndAna86Ww/jUk0vw++R2U8hU4YDCRQlZIbJx/8mcla1WeMmTjZbK9TitBkqFIo3M+Ghuq9OJZsVDJ1sAALuONjBCVi5rVHx0ou5U3KgXIz8wN4hWzuAKRd7h9l4a5rLOpMliMeaQzmo2jQolZBUJ6sXID3Ici1ShUHCQGR7Texd2npeX1XibmqxcVaZIUUJWiOTSRKNeDG/MsTPCxsoXGUvJ3ApFGmr+K34x0nGyslChPIOAqBAOESElZBFCriKEbCaEbCOE3Ms5fzchZAMhZA0h5B1CyAjmXAchZJX+38thVl6Rhubvwp68IRtjpyFo5/prWPnopVHjl8LATYAwfLI6oYwFCqo2lY+IEq8EhJA4gEcBXA6gBsBSQsjLlFI2pPhKAFMppY2EkC8C+BmAj+rnmiilZ4Rb7fwklxOrmlTlyUZb5XqgzuZ4mc99T41fCkDO38j4QOrsPlmKcJHRZE0HsI1SuoNS2grgWQDXswkopbMppY36z0UAhoZbzcIgp+ZC9YLkBbkM4ZBr8rQPqvErYgpjJav3yrnOHIxUMxcWwnMsPGSErCEAqpnfNfoxEbcCeI35XUEIWUYIWUQI+YD/KioMZq3Zj+/9dx33nMwL8sg7W7HjcH3Y1XKltT2Fq349B3O2HA4lv9+8vRX3vLA6lLz8MHvzIby82nt3+vTqwjRNrR341JNLstr22Zz48nwlZacYv9o7UrjmN3Px7qaDWS87F3NzR4riwdc24Uh9i1R6o45S5kKP7tzekcLnnlmG1dW1UmXnM2xzKCErGjzNhX4ghHwCwFQAM5nDIyilewkhowG8SwhZSyndbrvuNgC3AUBVVRWSyWSg8vfs1vak27FjB5KkJlAeLPX19Ugmk/j7xhYM6RZDYlipa/qWlpbAdZfh9te1vcEu7nnEcW7+/AXoUW4dHdi6nGyl+MW7jfjL3K34ZaIyUPlB7u1QYwqbDjTh7n8uxc9nupdrtLcbv3pba4P39z/uuy6bj3UAAOrq6nzfy6f1tu9xfAv3vFH3DXu1aPIHDx40y1h5qB1ztrTgq8/Mw1fPrvBd7yA0NDZy7/Hp9S0Y0yuGGUNKLfXOhI4OrV3nzp2LipK8FrhcCTp+6dcGGsPCaH8AqGuh2LC/EXf9YxkeuaRrxvl5wdabnZyjHP9Y1h5ux2PLW7Bk4y7ceZb3O9Xaqs0NixYvQmWK/25s3q29u3V1ta73caAhhbc2NGHNrkN46KJgY2kQwuorLJtrjPHqABYtPmoe91vO3Jo27KxL4VMTyx3noqh3GHjVKax6ywhZewEMY34P1Y9ZIIRcBuA+ADMppebnBaV0r/7vDkJIEsCZACyDFKX0CQBPAMDUqVNpIpHwdRMGi5s3ATu3Y/To0UgkxgbKgyWZTCKRSOCW12cBAL7/ycudifRzAFBeXo6gdZdCL8tShn7s3PPPw4DuFcJ0R+pbgHffBuKl/uvIK1eSPUcbgTmzUVFR4Xm90d5R1aVy5zFgyUL06NETicT5/i4Wlasf79atGxKJBI4urwHWrsbAgQORSJwBAGjfcBBYsQz9+vZFIjHNd7391hEAKisruW10y+uzMLsa+M7Htb4s1eYexN55DUilMOPCC9GtPNTvtjCIfPzSzwcaw8Jof0B/v2e/jbLSsmjHIB223u0dKeANTfmXjbIBgG46BCxfih69+yCRmO6ZvnTuW0BbK6ZPPwe71i3l1nPn/J3Axg3o3as3EolzhXntOFwPzH1P+I5FRVh9heXwsmpg3RpUVQ3EtGmjgXna/pN+y7nlXm3sefL2Kx3noqh3RkjOIWHVW8ZcuBTAOELIKEJIGYAbAVhW2RBCzgTwOIDrKKWHmOO9CSHl+t/9AFwAgHU4VRQQa2pqc12FjHh6wS4AWYr4noUyXMmi5j/PzYWdavzKhcHn008tzUGp/pDZ/NgMRtqJAhtRwd+K8PDsTpTSdgB3AHgDwEYAz1NK1xNCHiCEXKcnexhANwAv2JY6nwZgGSFkNYDZAB60repRhEUW3pA/JB0f8NLkgy/prLX7c12FrJHNATOfVxd2lvHLDAGXA7+auVud7gv5ilvrmOFX8vujIRIIUT5ZUSGl26eUvgrgVdux+5m/LxNctwDA6ZlUUFHY5PMEXMzkYrLN11VmnWH8MsLH5OcTyD1mMNIQ+mixtnFKxVqMhE6kGC1usvHiZzI+dZavw2IdgN3oLM82n0lrsnJajawje78yqwv9tl2x9XqlyYoGJWQJoJTiREvxdTp2YPjWv9biO/9ZK31tkJcwH99bma/Zq38zFy8uz3yFaq7wusNUiuKo5PJ377Ly8CErCpofz9qArz63SpwgoITjai6U7Mf5OKaFQdj31dzWgZPNbeFmWoAoIUvAs0urcefsRmzYd0L6GgrgGy+uxso9/sMLZEqQF+SfS/bgb4v2hF8ZDvngk+WHjftPhB6PK6qx+bmle/CnuTusZXkU9uu3t+DsH72N2pbwbARFOvcUBGGaw/KBP87diX+vdCwCdSB7tzKO776brsDGNACoa2zDZ59elv7AYu45bE3WxT9P4vTvvxlqnoVIpxCyjjW04m+Ldvu6Zv42zZlzm48Akiea2vD8shrc/OQSX2VlgzDenyBZFMeQnxlRC5jffGktfjRro69r3tygBa082Sp/TX1LO56ct7NoJvJiwngmneXJBH2lXM2F8rkELD33/G3xbry98SD+NG+n5ThB+ELW/rrmUPMTseNwPf4nESg6V+RdUJtMEL14dz27EnO3HsH0UX0wvqq7XF6GI2mBTCiyqu5MJvzMfLI6L7noQl79wRhQ/TyXH/5vA55bVo1R/bri4lMHZFA7RdhQxx8KFqNZwtRkFcWYpt8ERXb3Ow2TS3/5HigFrp0yONdV4VJUmixRHzlar32ut7bLm0ZiRucL0PEKtK9KUBx3lqu7yOag7NVvg+yxWNukvUfNbR2BylREh+nYndtqZB3pj2AZx/dO4JNF7R9X1Hmu0Mj3aheVkCUiiPbGuCSXKy6ON7Tiyl/Nwc4jDZ5ps1HNfO/MsuT6Pl5evQ+3RhzA0eseg2iyDArNv64z0NkWH5AIOqFPeU3IPS+sNgMf5xuijyvNXJj16nQKOoWQZeBnco2Z5kL5a8wXP6TO+vr6A9h88CQefy94ENAwCeSTlWuJJg+5858r8c6mQ94JI8QcbANcI04QtDaKjDE1Neoh8JAxFxp4yW9eeby4vAbfe3m9ZM1yAy/sigrhEA2dSsjygyEw+el4YX9b+enz+f56RPHlqQiO0V/CeCwqTlbuobZ/FXzc42TJtV6HrvIpxDHN7Q6VkBUNSsgSQPLIJ0vmXfYaIMIwJwT5Su60r22Ox1+vZ5WJudBRVud9ynmDTLDNzkyYIRyCaIHzBTdfTNV3oqFTCFlBPjhMx/cCmkAopZiz5bBHquBDg9ES7205jB++4m8Lt1wMSI2t7bjtmWXYX9dkOR7FE91Wy3cGj7rcoARxfE/Dv6iQ3pViw2j7KJ5BR4riq8+t4sYMzJV50m+3ZTV9hxpTXD9XWZ+kQtb4GP2D2H4DhX1f+UynELIM/AxAhgnElzNgCJJEXVMb/jhnh+/Bi1LgheU1+FTAGF0t7R1YsN19o1ejSjc/uQR/tsVZ8brGTipFkfJo3I4UzWgQf3XtAby54SAefmOzZ9rW9hQWbAu+0e2PFjWjvSPFra+bIHOsoTWS2FNeuQXRZInyVObC6JB5T4BotRC7jjbg3yv34vZ/rHCcy8RZ+mRzG5btOhboWr+WhrSmj+Ibc5pw8c+TzjSS80PQe9568CT+u8o7wGpWsA1K2gbROapLkdMphCxjEvDnxA7f14TxEXn/f9fhx69uxPxtR31/ldYcb/JOJOCHr2zAx/64GJsOyEe494VtHv7QYwsw+tuv8tMCqG1sxZhvv4o/zZUT5lyxNyPnof7k1Y342J8WY93eutCKcSnO5GvPr8IDr2zA2gzK9VumzHm3a+xCo9JgRcfob7+Kjzy+0DOdqamJ4FG4idCZaD++9PcVuOGxhTiRha1XTE2fq0+WXF7mB4rPb4vLfzUHdz27yt9FIeN2j0qTFQ2dQ8gKEsIhgLkwjC5a26gNOG0dAbY7kXhJjtS34EevbHBoTrYcrLeUz83ef43Mqw7UNaOxtd08unJPretVB05o0YJfWF5tHjsS0l57PLYd0u7/eGOrpW1qG1ult9fxan5eNzzRrLWJnxhuUnXxeFo04EQBiCddNUZHw7Ldx4XnKKXYfrg+ZxHfOzJQf6zXzY+yff9YQyu+/sJqNLV6m+ZFuNVW9k4KeQWnueCFd66A7yuf6RRCVhBIgBAOBqF01tCXKqb//NO8na7ClDCLDO6rsbVD6ovcgGeCmvqjtwOXH5RH3t0mvVF0EI1OOh6b70s98nXvQG6DraJweH5ZNS79xXtYsO2odiDL82Qm2g+/fe8Xb27GC8tr8NIK/xu3G9V0Nb0agqrHLRWDWY33cZUK9ztPoVNUQlbQCaO9I2XuFv7+R+birmdXph0DfQwiYQhX/MnP+878Fu34Omau/8Wbm3EHx/8iU9bt9W+KjOLjysiypb0DF/1sNmZvTsesotRa5tZD8ntXBqlrLKLtm/zE+jn7h2/hwdc2AdA2kFUUDoaZ2dhjNdumW1mB43PPLMOjs7dxz3l1/TU1tTjR3Ma4cKQv8Hu/YWiyZHzkCpFsmAtv//sK3PCHBQ4NaDGPOwUtZL24vAYf++Mi87dXFxGd/9oLq3H699/E/G1HsG7vCfx31b705BegXpl01bQZRzxLhjEhf+6ZZdzjBJr25pU1+znlZlysNCHHdeVyoK4Ze4414v7/rhMKJd6rNTMkC/fJg32WRxta8dh727Fg2xFMeeBNvKVvHs25yj1P/d/NB07iggffxdytEbedIr1AJ0cTv6y58C3OAhTZ0DTX/W4+bn5yiWUxkt/FFkYtZUI4eAluHeaikWCf9Tk1ywnKJiBZGYNmrd2PZbuP4+rfzDGP/XfVXkx54M2M/GHDZPfRBsx46F3UNoej2itoIeueF1Zjwfajnum8XoX/rtJ28J7PrC4zBgA/g1e2Xh3eexLWF6zhC8UtN0AZQceTKM1Y6Tg3WinVx5osk0XQlqTU/7VpjWnAQj3yFcHr1kt3adrNJTvd3ymvIIyt7SnsrW1Cc5uyP0SNEWqmQ9LUFTZ+BYafc1b6uo0rRj9duaeW2U82iA+H7V9uErk2zCz8SW7NjWlLidMdJpvCn+EDDGghgQBg04GTWSvfjacX7EbN8SYsPhDc94+loIUsO1593qsTsS9NRpqsDPqqTKA70ddYGK/Id/69LoRcwiPKF5993qurazPOz9PZ3KUO2f66dXOUFglR8nu7GV/6iqix+47mu+P772ZvYz5cZdwg0vmnd+Fgz/sq3t1cSK3/isjUrNaeQ+cnNwExV8KfUadYhgNGWGNoJoHIeRSVkJVpm7DqX1OT5SPTMB6KOUG5dDheMZ5fX5Llt7kMANmMfh/Odi/ydDA3J/uy2tOlKLg37HYvmQjzmcDtQxkKR/b2KMBdRwoWY+LPtrDeEaC8VvvKaZcs2PHX6E/r9tbheGOrrzKNvv3xPy12SWNNK1OnIGSyIjMseK9mrkI4GOXGMhwwwqp+OlBrOJSElE/RkVan+jEXptMeOtGMXpVlKCsJJscSEGGnicYZXMvU7SMrFy9hFCXyBFnjvv2UZ28Oy1e3pKiSFub93+mJ5rbAfcHUZDHX+1AweOSd2fUKeez9J8qm542FQZ51S1sKFaVx87ebzMG+F8Yk/K+Ve/GvlXsDly8iW5qsbAtZNccbMbR3JQA502y2Se8FmZvy7cQyVanZ8ws1txwjbJoA2oKYhMrwkM1/yfBB6UhRTP/JO/jqc6t8lGgtz12TxRnsJPP1IsiXaboMiode32TZfiN4dvIe4a+s2YcXllV7J7SXwDRykPu2X6EpsvxNREEC5RpM/v6bmPKDN7nn9tVpEehF8LWhhiZLtG0O9PPumOnyZNAsZvzuTNHekcJ3/rPWsdWUaxkuDzKIwNDSbvV1kRVaMpn7ZIpIb03klVfhCFn/WbkXMx6ajYW677JR9V+8tQV7a23bjTH39cqafVmrZ9pcmKEmK4S6AKyfbDg5FpWQJWqSII9ORsPwvkfmcY8b6vDX1x/wXa6MTxbX8Z1z8Gevb/Jdvv3F2rhfXmBqauvAH5Lb8eHHFvgu146f9+2Of6zE119cI51+3d4TjgCIfh3fm1o7cOezKy3H7OEf7PBuKcpVlI/O3i48x1vQIRvJWnTenqPabid67D59Xu9ozfEm/G3RnnRcrQyxjxc3/MH73W+xvXtuYyx7zmvBhZ3W9hS+9vxqVB9rlHu/qO1fUZ0ydKlqz6KQtXLPcQDpcZwt2e6Hyrb1Hf9YiacW7Iq4dtZy4xlqkEIzlYc8JksJWYSQqwghmwkh2wgh93LO300I2UAIWUMIeYcQMoI5dzMhZKv+380h1TsQfp6BjK/M4ZPuEciDdBlWE+JXI2C/v98n05Ns0NWH/1i8x1EfLzLRhtkJIydeHrWNrRmJAC+v3otZ9jAXASqbdlwOf+A9cEKsreCVZoz94ojucnXMt8jRxTJ+8TCD2UpO/MYEH8Tkxdd+Wn+7Rac3MDRZMg7GPJ8sWeZvP4KXVtTgO/+RW8yTlrHc2ybT8S2b4TbSiwX4ZbJH7X3ooMtK8zBJ+2Rllk94mqxw/WQ9hSxCSBzAowCuBjABwE2EkAm2ZCsBTKWUTgbwIoCf6df2AfA9AOcAmA7ge4SQ3iHV3VnXCDLL/pJoa/muadhjsvlmgkceH/uj2KnUL0Ge5Z/m7vBXhkgjE7CtUtS/KBtVCAevPHmr0YLuyebI2/gjDxRZhTR+BcHwH5Gd+I1n/PUX10hrnN0eYxCBwx7aw72fpk8GNSdRyAn+fj8i/GrWDLKpySqJWYUs0S1qG0RbT2byseTnWvPjLl8c30P2fJfRZE0HsI1SuoNS2grgWQDXswkopbMppY36z0UAhup/XwngLUrpMUrpcQBvAbgqnKqHDztFpqXZ4C0dpM+kZSzxxVE4oMtkuWTXMYy8d5bw/Cpd/RyuM6p8Zn9I8s1jr6zZ51rvoOU5rvV5nlKa9v2LwGAoO3kZGF/YgSczW5Z5IGMBRT5++Y3nx5r3jLhofnliznbc8noD2jtSgcYif+bC9N+8/uT23vj1rZF3fBfXxw3jWWXTJ8swwfHcM+3uDc6FPP7LM9razz0a12TukxVOu+ZideEQAKxXcQ20LzsRtwJ4zeXaIfYLCCG3AbgNAKqqqpBMJiWqlcZIv2ePtqx3x44dSJL0/lYndbPJwqUrcHJn3HE9gdagu3enTWPVe7S/t29Pa0f81oumqO9ranVnxNWrV2FfvfZm7N+3D8lk2odizty56FJi7ZCLFy/B7n3tsGOUf7RJbE9IJpOo4zjCJpNJ7N0nNomK7i2VSpnnqk9ay7Vfw/6ur683fx9o0K5ramrilsM71trWajm+aa+x2bbzdVmwYAH3JVqzZg3a9jr7iL3czTXObSDmzZ+PzQe1Z3DgwAEkk9oktu6Qduzo0aOW+s1OJnHsmNa+q9esRezARmG5Qdi3fz+SyWPcc20dmsmmsbERxrCyZ4/2qu7evRvJpDPi/479Wh9Zu3Yt4gfTdU3pI/iCBQvQs5xg23Et7zVr1gD7c76AOfLxCwg+hrF93g1Rmmp9zNt/4IBnWgDYVWd1Opcp+6DtXfzFWw0AgLdmv4djzc63yCvPJcu0cbitVav7osWLsasr/3t/7ty036sxJrMcP14rLG/NYe29O37sOFdgsF+3p1p7F2vr6lzvYd1+LV+vZ2c/FwPQAWDBwkWoEtyvG7J9haWmWmvjbdu3I4lqc44EgPXr16O+TWuYffv3o0ujdaeHPdXVSCYPwQ+zk0nECEErM+aK6m0cO3xEM0uuW7cWpYf8jYFtjDD33ntzUBaXF9REbWm0UUtrq+/25hHqCEgI+QSAqQBm+rmOUvoEgCcAYOrUqTSRSMhd+LqmnUgkEnh+WTVe2aE5P48ePRqJxFgA2hfe9tdfBQD8fFkzdj34Pme935gFSoHhw4cDOzRtyMiRw4Gd2zFq1Chg6xazHF75ImLxmPMaDx7dtAA4fhxnnnEGuh6qBzasw+DBg5FInG6WN2PGDHSvKLXUYfr06di3ci+ww7o/mFH+3tom4L13uWUmEgn8buMCoNb6ZTvrcG/0GwBgD39DVlF7xGLp+964/wQwf67zGubZGSSTSfP3ziMNwNwkKrp0cVzjKFs/XlpaZjl+dHkNsHY1t+4Dxk3G0wt2AbAKl5MnT8Z5Y/oCb77Ovc7I/9DSamCd1dn+/PPPR/36g8D6tRg4cCASiSkAgI6NB4EVy9C3b18kEtPS9z4zgb/vXgYcPoRJk05HYkIVt0whHv2PrYP9GkJiAFKorKyE0QaDhgwFdu/CyJEjkUiMd+S3W792bWNPfCUxzTwee+c1IJXCXbMbMf/eS9C9rglYvBBTpkzBzPH9/d1TDgk6fgHBxzC2z3PhvCcsi5s3ATu3o/+AKmD/Pte0gO7svHC++Vumnrv0d7GL/i7G3nkd6OjARRdeiOrjjcC8uZb0Rp4Ltx/Fkp3HcNdl4yx99dRJpyNxygCUzX8baGnB1GnTMXZAN+59X3DBBcC7bwEARo4c4RjfevXqhUTiPH7FNx8Cli9F7z69QY8ecZy23/t7J9cDu3ehR48eSCQuELbHidX7gNUr0a1bNyQSFzoTCJ5Z/O3X0NGewtm8+5XAs69wWNqi9Y+RI0chkRiHhU0bgZ2a4mDCxAk43timzTGDBmHc0F7A+rXmtUOGDkUiMVGuIP2eL7poJkriMTS0tANvvQEAejslLOmAdPs8tXMJcPgwpkw+HYlT/Y2Bdz+3CoCmhH79SG985/0T0KdrmVRd/3eoN15aUeOQCZa3bgZ2bENZWZnv9uYhI2TtBTCM+T1UP2aBEHIZgPsAzKSUtjDXJmzXJoNU1Iu/L3Z+5QDAjiPeG/wSQhy6Ub9Lo7n5Br/Ufe9CH0fNswF0vy8sr0HXMrFWR1iWpVzflwMI5qvkJxjmbc8sR32LU/Pnt0z7dX5U1hTRRnx3y5HvxKz7mnjk+84m8dftxn0n0KuyVCqfLFEQ41dQTMd3yf4T5qIUQtwd7m/S95W967JxluMtuk+WTN/PZHWh3/Q8P0V+umBtaLgGZDPeYJzYfPacPgvmn06fLP/lGZf48TszkgYxF7Lb6v1r5V6Ul8bw0w9Olrr2pRV85UHYfrIyOsulAMYRQkYRQsoA3AjgZUulCDkTwOMArqOUsiPwGwCuIIT01h1Gr9CPhU5GAg3nmChO1p6jjdhyUG6PpUA+WaYTIKdwWxrHcZfhwavDiE4HckZk7fwBLdu5irGUyXvl914ppenVhRmUK85f+3fRjqM40dxmO+d0hE2xfS8g7LV5EierIMavoMis0GPJZGXb7qON2HaoHuwef8F8suxxssRp2XPxLHUo2WCkfqtj1L+d474QFcbCCOO52z+ArVsUeTu+r66uxaGTLvvb6pdkyyfLfkkoglHI/cxTyKKUtgO4A9rgshHA85TS9YSQBwgh1+nJHgbQDcALhJBVhJCX9WuPAfghtIFuKYAH9GNZoaGlHbWNTt8Zg+MNmu2VF6tItPT1oodn44pfzYEMQeIEpR3fJRKxh7L33voi03r51QzlElGcLJnYWdFosijqmtpw4xOL8MW/Lfeskzl5gKC9I+UQzFgO1DULB9JcPweWQh6/ZDAmJtlJLcjKNvaKy375nuV4sGCkuiYL/DHWWjaryXKvW6a47efJ4hLj1xVzJWgWHd9j5jym/XYTpOzV4lXz+kfnu85/xvPyc4+ibXXqW9od8Qzt2LuEcTuHTjSjLeCDyoXjOyilrwJ41Xbsfubvy1yufRLAk0ErKAvvBUz8PCmMZbVk5zF85PGFeOwTZ+svO9/UlMnkF0yT5V1e2CvRRt47S+gjkKuYR4EEVB9VFQ3sszcdwqf/stR32fbyec/eMSCAiccWiSoL5kCzab9V+8rbhoXVZN313CrMWrOf68MIAOf+9B187sJRuO991mgIrOU9X4KRFsL4FRS/5sIgmizRGEApDXV14QvLqvH1F9dg9feuYMpIp/MbR8lv7zOL8rinoJqsmN10lwXiLiE+KKzvvMNcKJhn3BQXQTRZhsnZ/nwnfe8NTB3RGy9+8XzhtTxLS0NLO6b/5B3cNH2YtOnQmqf2bzbNhQVHc5umjnYLFrqmphYAsHjnUe7bGEZAsiBTjFHeoh1H8fM3NYd7GZVopv2h5nijd6IABPZvYkwSUSCaHJ6X3Z6H+1XtT/z9ynOrcKS+Ra+PjwsloYK/eb8Bq0+WI9Aqh+Tmw6CUOuIeGeSJubC4sWkqvAhl+yj9QCqgudCunTCy+PO8nQCAvcfTi1Ey8cnyS9g+WS3tHbj7uVXYp68YT4dTyDBkvA/sIT6sIRso9yMrfT54ue0+7tGtT3oFt+V1iSZ9/n9zvXW1ZEeKemrGgBwEIy0U2LZ+5N1tqD7mLjSwLyzv1Q3jffY7KDy3dA9W7qkFAPz8zS2oa+J/MQSK1hxY2HGn+lgjfvTKBssXcmtQfTqvfI8KsP4dlFIcPtmC+/+7zlNVHIlQ45Gn/fSsNfvNQeTb/16LFXvcB5Qg+DFH+v1CpwD+umi3rTySM+1nZ8SPJqu+pR1r99YJz++tbcIP/rfeoYVwxE9i/uC9R17aMmrrZ67mQptQEATZy2Q/kdJxstxflPc2H8a/Vu7F/f9dDyCtyWrvoPjdu1vx8up9chXLALtmySkwU+7fvLR+yguyYClIeX6m2A/9YQHGf+c1z3Q896FMKBohy87OIw3Sad0elKiz/PQ173gefuW0b7601jsRRFoI947tNYAEnRdv/8cK/GneTmxg9jgEmMCkAbuqbH1+8L8N6WsAfP/l9Xhm4W68s/Gg+CK4mUBka8i5VpCBzEBQ19Qmte+bHxZuP4pnl1an68bA98nS/pX9OKCU4hWOxsvIWimyokdGUDH4/F+X4Wevbxaev/u5VfjL/F0cYV/wroByzUJ+tWUp28TMdj/2vriym0tRfj+UZQUE2Y/cLvrK7MZWbRWzYQ7roBQ/f3ML7vznSn8VDIDhZG9vYwOrEOs8RynFz9/YjD1H5SwdQSwQorrJYBd0edvSGayy7dUozlOQQUCKQsjiTZh+2sdUD/q46PH3JLZwiWiWEa8uzCDPgNeJVsoY+15FrdRYW2P9MjfU1J5apQjaMNM9ycLWrh040YyH3xBPqs7yw6mAmY2SsiLHT6iZpTvdNaXChQwCW3OK8vu8lz9OeoGF9bcxQbLCkXX1K2+cD++loea/XvWXy6+yTHN5bmzVtO1xjuN7UOdsWQzTpMh8x94rb1ud7Yfr8bvZ2/DFvy+3X8rPz+wb8s/F/vz9IOP7GjRPpclioDQze31Upv6wsnWT1t2OAcCrazVNQ64sODLFbj9cj80HNMfsBduPoLaxNVgH9/X1FLxBKKXCfRLz1VAmul3rEm7tXz/mQgdsCAclZUmz43C9FrjXJ3afGzcCa5UF+WiO7870Xu+WU2NiPcD2G4uQ5eMr5MXlNeaYInvfsposWbNlRak2vTbpQpZpLmTu43hjq/PCEDHKMnyR7G2RrgpxPMsdRxrw/Zc32NK5Q23/sojiEmamybKVH8IAHLbvX873vAgDvvlMrrX/Mn+X+TKw12w75B3ENFMWbD+COCE4Z3Rffxdybk10u1/6+wrhCjEWUbcK7MtlvjjeGVz6C21Z+B+vqMQtf1yMKcN64dcfPUPqete9y1zeFdGgIfN6bTlYjy0Hnf3Dy2Trh3+vrMGZw3pjZL+uoeRHKeW25b+2pgd5Y3I8UCeOg2OH115R7MNY7FyivwMy7yqLaYKKMCyAyMREwTcNetXFftZtkvU0Fwq454XVnmnYOHVszTzNhSmnxs2NBsNcGLNezxTpYOH2oyAEONfv3GDDeBYiP1k3TeGSneloJaUu29XY/WJ5eQHAVb/mh36w+2TN3XpYixgvAS+2linoZTgYhzWWF4WQBfCXx8umN1ZHsR1jv76XHzthGKtEpOvE6QDzth7B9FF9UFYSw8f+uBiA/4E1yLP3uiaqIdpPvsbCj20HTwZyhgzjHmTykFG9W44HqNhXn1uNrmVxrH/gKhw60YxDJ1swaUhP/xmZdUuv3mLZfCw9QBpj/zMLdzvSueXLQpiDanVh9Iji+fEIW5tNBeZCr4VlaY0pP1CmyCcr7NAHHSmKkrhTa+ZVimwsUSM/Q5MV52iyRFkZ0fJ5c8Py3ccxtn839NR3VnDDocmyaa7ZMcvNdFniEj/j839NmxLdBJya4/z50zQX6v9+8s9LhGU54K3yzrCbKHMhB67EGqCFvMzj+3184QPOeq2qrsUn/rwYD72+yW/VbPnKHXOrizOB6HD2vgbM7RViJODKlhBeC4ksRJGJDUfRAFlyadAH58TPk3j/I/M8Unszf5tz/za2br5NqB7JlYwVPWHH9OFhHwPYiZTXZ7yEIbHJipeWTRfsJmVM5Ww6T+25zafMq1zDJ4sXjDTILX3oDwvw8T8vkkprrioUje/McXssPZaSeEzYLsnNhx35+bkvY94N8nS5mvQMXwYzdmFGuTD5hZRPTgmrMeIerdHu00nR/qyPNWgxkeZtdU52fhANNrnyu+JDbf96Y4w97FdTUAf2KBEKWczfYQoYxiCdKbxo3+yRsEIv5FU3LHJkoqYbBH0ubotEuKsLPUM42H9T27/Oc6J6ZNJlZYNvel0nwsjPiNvEi87vV3Dcpa+aX7dXzn/P0LqLFg2w7WvEjuRREiNyba2n8WPaNesQ4FnarUWUKTto10iHvQmYgY2iELIATsBOjybmzZNdypzWU7ah23zuOSV6gTZL7n1o4Lw3J54hGnyVyFyXYUfz9UWjJ47LvtD2svxfEgiRGSxF+U8hE+HFbWsbX1BnEEg7vMnRre4UTmGSkPSzizp4pMJfCIeguGlBgjm+8zVZ1PxNHeeA4H5nYk0W5abz9Mkyznv0b3s+cY6Q5feOEj9P+kpv12TZhVY24rsoLiOgabLkBHlq+VdEv27l5t+ZrC7kWTEzDWSdfqzhvFNF4ZNFaTgrmXiReI04QwDQ5jNSb1TDXjaDPQadJ4N8nBjXsJoi44Wxbyprv8b+d5SI3BPcvviD0hSSFovCe986v6vJef2QbRolY0VLR4risfe2A5DTHAQO5mk3FzLOzbw8/Wqy7JO3yJzG18YER7RXn3cIB1lNlhXDXGjxyYp40ErHyTIEGSusYNnm8txKY87Vhzz+PG8nxlV1x9j+/G3aeIQZJ4vNTxb7AggV8Z0DN6RBgBbiPZxjDenVV353T4/q6zKYT1YkVfEok+JfK/ZajomEJSDd/lo8GWuFn5y3y/J7zpbDyB3CtZihmDS8TCRB4Zm7RaaZTMpXqwuzw8ur95r7yLFjzarq2kDhIEQ4zHvMv7wxU3Z1oUMLx5lsUwHeBVnBJai50C17twjq6ZWgKSaNVJGBEUV6N8tnzrR3pFAm8JkpiROp+eyRd7fhzn+u9LasWLSVwTVPvA+59BZCwZ6nmWdIz6YohKzdRxvNZbIGgYQsZnDgSch+fbLCWlX9zMLdePiNzJzlvXpMmFvhGLy54SD+uWSPtRYu1TAd3xmTk/GvfUnvp550rkAJY3KXaQeRhkZ8b+kTH318oWf+FsEnpDedUso1d7NHwtAUHDrZYu7HqBRZ0dLUmu6r7LP7wKPzcfVv5kZWLmt64vVPXlBL3vXs78t/+R526P5GKc4EDMibCx0O7YJe7FgZKalR4a2o/PO8nbj+0fm2d9dKzFwJyqSJWMhqtwkcds1/inmWKSoO1SBrLmTzdoMnPIfRFEHdTFraO7DV5sYT1qMpCnPhFb9yxt8I0kBencivIBKmKvjR2dvNv5ftPoZhfSqd5UWgQZD9anPWxd3Gz8N0fGeXVXtckwudiZvjO68+r649YP69mIk9I4LNI6wuROEdXdq3mp1zjI1PpMyFmeFn/JDxZAjalfz6ZHnvfagdYDVZW5m4hB2cCdhI56yDt5AnQiBjubbTgm1HzLqy3fuHr2xwXOsIssrxn4ta6+vwybKXp58w5rbSkhjAcVGQNRcaeD2DFOe5BrH88Pw+/eaTohTf+fc6vLC8Bsu/c5l5PKwnUxSarCDwxn92DuJ1/rueXeWrjKi+Ur76nHegPTu5MBfycJt4DUVLnDhDOMhM2Nm6R1FVeC/3kfoW3xvBRuGn0ZGyTmQ8ZCcxeZSUlQlek5oonpSIoI/SLf6bjJBjT+H0ybKfFwlZnlUFIK/xcgqD3mamj/1psev77GbqT28jBGGasLGvLhSZfo1FMWJzIV+TdcGD73LT+9FkZWIu5PnH+vfJSn/8slHpw3o2RStkBZkc2AcfhiO9vVOGuc3I+n3WPfs8fbICluN2nbuWi3/80IkWJB6ezT1n9cnSOHyyBR9xMbFZBjXbuai2dRHdNm/SCeI7RgV/Z4JMxGf/vmMZVEhhInJDsPel37y9Fd/9zzpB2tCr5QkV+CA6Hcr5Qpco/ARPywHIb6vDM0fy0/HrxUu+ZOcxx+pcr5h4jrNG/CWXMSts3HyyKNLta9xbqUDIKo0TUE433SsI0O2pyWLDWJj5BtFkicuWzS1FqSmspWi45kugiIUsLzzVjCHMzykKfOXZlZlnxOF9v808OGUY+DUJPb+sGrsEO7qLQjgs2XkMLR7hBzKtlx9EArz98ILtR3D385lpHXllNbd14Ipfvec7Xy/8+mRRUNd2VuZCOYQCsO33r97egr8u0qLxd6QoWtrSZp2wo6Fb6iEUUvhaLruGyNtHy/pbFOJA3gwom87627zMdnzTgRP4yOML8eNZG1yvt+Rh+/vdTQfTmqwM4mTJ8tHHF+KVNftMnyxR7CijeMOVoKxEoMmK+fTJ8jif4oxxQZqCt69vII1YLC3wh/1MilbICtJMUez/9Z9V/kxFQfFezRFFmW7n+GcfeXeb8BqL47vt+ifm8Ddklq5QiIi6ib3OB0/42yGAlw/vue051sjdO9E1T4m24ZsLfRVjQclYcrS0eWsZ7dz57Ep8/3/pST+MiUGooRUcT1HK9QXz9MlyaLqc+fL+lhUkg6YTabKMFeb2+IbcVe2Wdzf992eeWsb4ZDHpfTw2WetMa3sKi3cewx3/WMn4ZPHe7fQG38aiGLHju9zqQtm68mKhBenBvA85v8FNU5QyAUipsB8EpXiFrAAtFNUeq3+ZvzPwhCsLpRD2ip+9vgnXhrAti1/8TrI8c6EfshE6YPS3ZglNgJRRNWeixXHru8t3H8O7mw4Fz9wGO0cG6f/KZJg5Yk2WuHFnrdlv+S1rSpPBsQ+sSHML/pDjNP/ZhRnttyiQqkiTy6uGcWjqj97C33Qtn92sJRQSA/hkWa/n1Ie51P5I0qsL2RPhaIcopfhDcjvqGtsssfUMDZUpd9gFXj1X0ydLoMkqjcd8Or5b6+asL5s2E02WuGzZ7Ci1rvy0hxTJlKIVsrxa6JU1Tg2TzO7oQfjB/zZYNtHMNr9Pbg8eosGlHVZV1wbLUwArZIUxeb8TojBikKLAo7P52riwBA63fD70h4V48LVMw3mwhbHlOgtevPOo+FKP+1UR3+UIosmyE9UH4vLdx7HnGN+8z/NBBHjmQud1bud9BSOl2rh9pL4V39H91RzpRJpnQTJHcsH1npHtbRfGOEJlUMHFzoLtR/HQ65sw5YE3cVTfvg1Ia6j4WjeY99bS4e6TpY3JfjRZtnJscB3fBQ09a81+nBTsfMEbY/x+bGs+WYa/nPLJksatP6zbW4elu447jlvUxyHPD6JOEha5UCh86A8LhOeCCByG25UfRZbIB6L6WBP+53NVX6ZQWOMGBRW6wshDvqw0PHP5J//sjEfG4uqTFbBOnY3WDu/dDLyIyrfnQ39YIFxVTanI8d1Lk+XMR5Se7ZMidw672c9pBpS7TiiM6f86/H94mjUXJVXa0d89DxFuQhYbRf6372w1/zY0VCLncqOt2zwc32PEr0DonphrLhRccvs/VuDrL6zhnuMHI3Uec3MForBqVU2NpvAKfxStkOXWIZbu4scqinL/L1FspXwnm9G7M9VksZfYg9OGiahqUWiyom5/N/OGwU49SKRfCrTLZx3Rnqh+nn0uzLYU/DraleYO851Dk0WF50Uxs6zluQt1oglWZMYUlSOzP67lA8mRgbNcP8/YbU4rYb5MjzWmP+hNcyHv3hitjen4LhCyLGY0CUQfv2x+7PZMenWE7K1twr7aJhxndmABOB9yTD1Z4d0tRiBNpTViKfbDIaR3qmiFLJHz46w1+/GD/23gngvTr8GO/QXdJ1j6GpRs7mcoQ5DaHG/RXgQ/oRfcYvhExTHbi56uSzjlsll47TcYZlmiPnTxz5PcdyPPulxB0tJOhStns6HJymTMo5Q/8ftfXSi+3stcaE8/8+HZ2GpbFCJcqCKoh6zg42d1IQDu6kKvx/b4e9sZYUScjv2IZ60mhpsIT1vUQSn+NG+nJZ3IJ4v6FrJchE0mTwBS2+BQUJz/4Lu44CFrXC5ZlwS3cZQiHcKB0nR9w9oDRUrIIoRcRQjZTAjZRgi5l3P+IkLICkJIOyHkBtu5DkLIKv2/l0OqtyeiB7b10EnucSA6vwYen3lqafYKy4BsTqR/WqsLLySYBieb8We8ytd+u5+Xyee/K/e6pAwXt/4fpD2jilPml3wevz7/diNu//sK7jk/bR5YyMrgBRfHyfIQsvR/ecE57em9zIUU1gl099FG/CG53ZpGKJzZ8uIIIm54hTyxj2GGPMCW69X+P31tE9bvO6GndeZlwO6SUd+c1uKbsb04xew4XO9IJ1pdKDINi5CZS4M4vDfaotHzHd+dGbptiZeiaSG1PRV+CAfPbXUIIXEAjwK4HEANgKWEkJcppaw6aA+AWwDcw8miiVJ6RuZV9YdIRezWflHGmgFg6RFHBdoQP9jjyRSLYiFGQhDucqBmYZ+BX/W6PR+D+hbxhtphwJblVt8gmtJ8MBcWwvglCujoa1udgN29g9LAe6ulUvw+4+347i6EsenZMVl0j/by7KYh0bjuZS5s70ihJB4Tr8zzaHN7fY2PDr8bRBuChdszZldks/u8tpmaLP3ewG/PNg/Hdwp/45mr2dRWfmYR33nxLp3lumqyKGUE4JRvYdsLmfdrOoBtlNIdAEAIeRbA9QDMQYpSuks/F/4uwwERNZBbUMsOgW9EGFCbFBRGTK4x33414zyiQuu4wWZZP/5rVv8l/t/Zgp08XlxegxeX11jOy7YH5Qx+UUEl+2R9i9PHjVIaSWy5kCnI8QvwqckK+BwymUj420NzHM8FGl5irugSC11U8DdLu83T2SHkCZ6qyBdsb20TPv/XZXhj/UH8+0vnu6TnaLJc6mu8/n5dAJrbDCFLfF2cGVvYd9V0fOcIMuxo1OKxrU4qRX0J8jLO/UadjP5CQaX7cXNbh3a9w08OeG7pHmdZLvmmaLovtneE7/guI2QNAVDN/K4BcI6PMioIIcsAtAN4kFL6H3sCQshtAG4DgKqqKiSTSR/Z89m4aSP3+GPvbeceB4BDh9Pxj+pqazOuA0tDQwPWrE2vkGhuSWuykskk1h3JzFF7xfIV2HMwfK2H19d0fb2mcl62bJnl+MYNG6U0g7xnXVd73JGf6NqGxvTyckqBI0eOAAB27drteX3YrFixEtuPi5/B0aPicAgGf3/lXfQqT48ce2rS5sIw3gs7Fq1ZvTjA6RkPvOU41tzSgqPHxRrZ5cuX4cjWeCbVC4PIxy8gvDGMva6hjXKP8/JuaXU+B5k6JN+bg4oSrb/V1WkatZUrV6J+l/dzW7ZsGbbVOiWY1avXgOxPTy3zF1hXIVdXVyOZPIRG/d3duGmz5fy6devNvz/zVHoc4IVkOXniBObPt+Z/rNa65dhJQb9eunQZDvdM3+fhI+lYhm+sPwgAeOqNpRjfW0tz3DYnNDQ2Odp47tx0PMI1a6wr4o4fPw4A2Lk7LQT8J7kEb5USnDlAPBUvWrEaqX0lONnQCFOqoNbnu6suPe6cZMyFTS2af1Zd3Qkkk0nsP5AO77BrT/q1aNEXCh05fJBbh+rqaixCeqN7r761enV6p4uGhgZu+vfmzEF5nJimvA0bNqL78a2OdABw8mT6GSaTSdzxTgPq24BTeluFwgMHD2DhPq0tOjo6zHKPNYu/n+YvmI/6E1q7rFi5CjuPade3traFMuYG1RT7YQSldC8hZDSAdwkhaymlFkmHUvoEgCcAYOrUqTSRSMjl/Pos4anxp5wKrOUv+xSx4lC6o/bq1Qs4zl+FGIQulZWYPHkCsFzzxSKxOACtvEQigVvuFd+LDGeedRYOrT8A7JKIjO4Dr0/7bt26ASdOYOrUqcDC9ABz2oTT0N5BgbXu28okEgnHc+zTpw+mTj3Vkp/o2soV7wHMINqvXz/g4EGMGDEC2CGOLh8FZ5x5Jtp3HQe28ONY9e3bFzjsHrvrvnlNWPndy4F3NKGmf9VAoEbTiPHaKkxq6v19u1WUl6Nrt3Kgro57furUqZg4uGcYVcslnuMXEN4Yxl5X29hq9gP22fP6QSxeArRZP9QcdeD0nQtmzED3ilIAwCMbFwC1x3HmmWdi6sg+wmsMzjprKrDnOLBhveX4hImTkJg40Lx2+rnnAcm0w/KQocOQSExA12VJoLEB48aPB9an92Q8dcIEYPVKYbks3bt3x7RzzgKSs81jXbp2A+pOpH9XVgInnYLWmWedjSnDepm//7Z7KXDI+n72rhqCKadVAcsWo1v3HsDxWvNceUVFuo31e73gghnAO28CAE4/fbI53gNAz169gGPHMHjIUGDnTgBpP9RdD15mrRzT7kNGjUPinBF48bV3AeimZWJ9vuv31ZnjpcUFgMQApNCtRw8kEhfgf4dWA3u18WTAoMHAHk3ga9cvGjF0CFDj/EAdPHQopk0fDsybAwCO+7bD3nvXrl25ffbzbzVi64+vBnnrdQAUp556Gi44fRDw5uuO/Ix5xii7Xs+rd+9elnl6YNVAYJ/2YRqLxc161hxvtPQRlvPOOx/PbF8O1NVi0uTJqN9xFNi+HfGSEuc7FAAZIWsvgGHM76H6MSkopXv1f3cQQpIAzgQgVieFRYa6vqiNIA2tYWudKI7Ut3gn80mMkEC+anc9uwq3zhgVqExC5EI4PDlvJ7Yd4n+lZjP0hMGRky2hlMvmYDc55hMU0ZszQ6Awxy/YV6q59yu303f8Y4X2wcNBZEqTQXN8d+br8LHyWG3ocHz3YZeicJoH7b9F5rlV1bUWIYvXhiea0iv17E3o5fRvHwuMU35N7C8tr8H+2mYMd7lM9PzTju9Onyx2w2ujSiKfrFSKYtaaA9xz3PSSi5AaWtotPlR2068XbotrZOMNUmp1fDdXPYY0hcisLlwKYBwhZBQhpAzAjQCkVtkQQnoTQsr1v/sBuACML0SU5GKSdSMbtdkj2Hg5E7pXyCk7eZ34+aXVzoMSEMg9vwdecXalXIYVEG187Zd8C8chglJ3/5I8WV1YkOMXYPMx9OgSbv46r6zZj9fX8yfITBY7aMv6079vnKbJsqJVeyK8hDAvvBzfRdnZdzPgJTvR3MY4xHv7ZLnF9TJ++hWyVuypxe9mb7OuLvSVAz+EQyvHP7m0hJ/z0wt341dvbzF/+xL6XZISEMZfjL8XphsxmwQjXknq5pOVjvieSuVg70JKaTuAOwC8AWAjgOcppesJIQ8QQq4DAELINEJIDYAPA3icEGLoj08DsIwQshrAbGg+DVkZpPLfHzdcopqXM4mjE3S1ZsCtCy3kQk4JugO8M5/CwW1pdD6sLszn8ct7opLTBgCZrS4MmieFtV6nDuzOzVPoMK73D7tQ5PdevDRXIqHNuVrQmY5drOK1atJeluM85dePlzcP1xArns+KOurHE7JEju9+6mIvx+vOzNV8EGuyRPdn/5ATOdy79XMK66IEo+5hyRBSagpK6asAXrUdu5/5eyk0Nbz9ugUATs+wjkJumj4M/1zC15ZkOtmFPj9EPHNGlX0m7Rg0hEFM0lzoRi4EFc+BTvKmCkSRBQoqjFYO5IeQBeTv+CUjxBjsPuoedT/oB41brCeviZ/dggQA4voE7aWZotA2Ot9xWLsn+96Ifj/s7EKL3TQqH/HdHa8gq4DV/Gp/35foO410cASJlvYOVJa5T8dHm1yilnvU3iiSvQXefrblgmCkdto6UojHxIsjJBVZNs2f/9XK9jFGHLrJ5WMixYZwoGaFPziuzFddRBR0xPfTBvUQnstHc+H+2mbPdPlGJq0YVFgIY2PhfBRUZMcPUd81lnLnC5QCXctzvnqwYPESutlJ/JJfvGf+zfODC2pi5gkFaZ8Ub5MQm8TY2sU74ru20bnBMwt3u6b3wqnJ4psLv5QYwz0u+q0dYzVT/jRZorvgabKaBZuEs/xiedrnNkWt8bC8NVlGunRCXj+qKJV7n+ua3Pfile2P9uj+IvcD2R4h3N/So3ntwUi7lMYxuFs44lFBC1luU3Gmqr6wv8Ippfj2v9eGm6kl/2jyzST6bdBrCclcE5ULIZtSviOweV46I/7hH83KmjuQFBRIr0LjkCc+WXmL5xglOD/uvtf85yWsA0eTpR/zjudkjY5tBMR0mgvtV3kJlx7FsnlRjpDVYS9f+z2ib6VHvfh1ETusczRZLj5ZZhqukOX/A+qeF9Irt70FYqsADfBjRspqsrwWWVkXbYjT2YVS/5os6xjD9lk2Jy+fLKPvpnTH9zDn/4IWslzJM1VGftVGnkyErKCBKrWI7wVoL/RA2lwoOB50o+ao8BIq88VcmK94Towh5iVCtFWN6Jy1TGsdS5iJyq1uXsOCH9Pn2r11+O+qfZZjIp8s+4Qs48ieojQdLJPazznrY1Wi8e+Dr8lKC1my48TG/ekwFZ7iMEc7yfPJKi+R02Qda2h1N8GxQpZLPrKaLBF2/12eKVarj8vHL3OqXQ+66icgthfZiJMVHS4NkYdzbKSwWwOESSYawaDXhtHBc/H8w5LrRfm0tedXr2a/8hXh46dtgz4HvolM+9fLN8puLhRqsnyuNvT7gfXk/J2W33ZTlnEb9nFFRjDtSKU/JLz2ZLQfEzUfL5wGay6UvX02DJDXNSnOPdiFrNI4QUxy1dHR+lZpDZVMvQBNwykSkkR9wl5bkZDmVh92dWFHKgUKGqoOvqA1Wa7mwgzthWFPHoU6GckOeHO2HvZOJEmMkMBCkhE3KxdhELxKlB14ROYUnqNqLklR981UlSLLHXvb2b8tsmHy3n6kHv9dZQ0bZpTrpVWglG8u9A7J4J7v+r0nXM/7xaiPXX5w1Io50Kuy1DxmzPtO4TGYuZCryWpPC0yy40STJdai+JqBPSoYn6z0cbtPVlk8Jv3OHqlvcdcOsX/bkrH93OoT6O07ZceunewQqNBcV2Yi3Tc6UgjdXFjQmiy3hsh0eAp7eIt6wKSIRpCTlVUffmOzdyJZMujgO3STWi6EWkrhWnfZOgm/gDOJHBkBXvuZKXOhO/a2K4nZzVnR1+HTf9Gicl9/xhCmYO0fr8k+RYFDJ9KLeUSO7zIO5izPLQsWX0+EcR9OTZY1HTtGXzGhCjuPNFg+JOx72/Luwy0YKS+NAWsulB1zG1q9Hd+7l5fg7JG9TdMi+2zsH23lpXHpd7axtcN1RnP7yI0TgnajTTP1ybL9tpgfmRq65cvus6ttEB18310eBa3JciPjASqLk3SmWrcoycQnKygEmT+/nJgLPR16JTVZgnT5Zi6k1OuelJTlhv05BzFnRYFRqteEt2jHUTzNrAyM65Eh7dYw0UbM2cK4DYem0KVeJfEYCCG6kKUdc2x87VKWPT8WniarhTEXyo8T7nUBgIqyuNav9ASsxswwFw7sUQFA12RJvrLtHSlpPyc7ceZjosPWYH77vGwIB6+6GlVq14ORhhGr0aCghSy31UuZDlBha57cqhM0xo1s/vmYrxvaZJNf5l7ZMt39FOTz4ZFvW9hQ83+KINj7QzwHmqx0WU4zl5eQtW6vdc9KkeO7UzjJbqdJmwvdhVj2Z1k8hhjRzFlGuoMnrCvqvHyyRHfJ8zuyarL8t4/bhzph8mR9v4zVhUaU9/LSmPSK4LaUe+Blt3YoY1Yw2tPJBo41sGuc2kRCluvqQjCaLE3QU5osnSjNEdn0yQq6Cq9YCeO55iSEQ8YJ3GnLN3Ohl0+WUmS5YtekxENusCfn7cTmAyel0lpdWXRTjkQwUhaR47ubxsgeViEKROZChxmTeUFL4wTxGHHt436DkRrwHN9bOPsI+kF0CYG+Wlv/zQpzhibL2K/QryZL9oPSnowNE2FfXeh3Lnxrw0HLb1aAZetn9Ene/VFQxidLD+HgqxbuFLRPlhuF5Gjud9kqj1wFX42inUOJ+J6j5+/2HGSfkVCTlWfmQtaUwkPJWO44J3n3837h7e0pwj7ZAd4adpFP2cnmNrzA+FXZ07G/e1SUStcxKOnVhfbj7ubCmM1cKMpXlKeo+XjCGesfFUSTxXMuNxy4DbMnYBXmjDKNrXTKS+V1Lm0d7h9YFgHTlowNE8EKnPaFFEEQKfsN2askRhy7VKRSaauYEcIhTE1WQQtZ7sFIMzUXhoubI6DdoTIoudAcRDHtF6wGxGNZimyXFAljeef4TnPnN1QMCPf0M35n8cOJZ94Jqsl6dPZ2azq7IzxzXyP6VmJwrwq8sd6qkQiTtBbDw/Gd+V2q+2R1UJex20vI8hEniw2nQAO85vayWGHCELgAvibLMN+Vl8SlhYv2VMrD8Z2tmxXWXMgKl5q5UKp4ISKzoFWb6eyPxkbTWp8PNxxS0ZoLMx2eshkCIJTJM1eamwzbibfB8J6jjRnfTi4mfwovn6zMNFm84IG5hFJ3MSDMr8FixD4fdFBqCTibzS58kFklaLzTfk03dp8yA7dA6YQQnDu6r69y/ELNCVZcD+1n+kBZnJhBkX2ZC1nhQtB8PHNha3tmmiz7vbDPgoAwQpZzDLGYCyWLa/fSZDEVso8SrLnQIly6mAtlPzjYuZS9whC0eX2UvY123VyoHN913Jz08u0D+9opg4Xn9tcV3p6GBpkKMz/kmDSW7T6O+duOZJRvToQsjyJX7KmVyoddms3S1kHRvSJ/lM8pt698KHOhF/aJo7kthYt/njT9qHZ6bAodJjMfTjL10vCryRIJ1Sv2HLf8Zq+KEeDGacNlqxkI4z78OL6XxmOI62Y2kQmqPUUxa81+YZ5+VhfuOtqAQye1ecDPQihzuxzbccO/j0ATFtPmQuf2PYaZt7xU3ierrYO6atwst+gwF6bFjja7JitDVZYwGGnKXcgymjxlOL6HOHoVtJDlRr6ZC7uViyfH9z8yL+P8cyVTZirLPG3bHNbg129vzSjfnKwuDMnAc9szy7nHWztSOGNYrxBKCAdKqSOat0IeUR/dW9uIRTuOmjGsso4x4Xi8RDw/IN4kZo+hxwrmMULQpSyOW84fGaiqMhjzrr1uDiGL+dsM4ZByb4fb/7HCmqdg7zxRGoNnFu7G9B+/w62XG4Zmyrimuz7PGPdKiNbG++ua8cg7Wy2hIgA9yrsuWWmaLD/mQnE93VYXWnyyLI7q7j6eUvWy+Xil66P9y+uf7OIGpcmyU0irC8PNzpk/zY1gka8+OblYsEm97IWS7K1t4h43Vr7kC14+Wcpa6I7bcvWtB+VWBUaBbMR3hyYLcisk2auM1NnoK/YynD5Z6QNdSuOmBsiPS4TVXMi/zss9xM87frKlzXKNsS2OYQIE0vf9i7e2OAKQlsTS2qtu5SXyqws9AhG73QPrYN9qW8wj0uLJtolIuDO0mbz+SZF+bh2pVOiO7wUtZLk1Q6a+Qnk0l0mTizrn06TPko/b6hQjbvccpsq9GBH6U9McfSQw5QPephv7aUKI6UAsex1hzFpR4wjhYDvP/u7XrYwJ4SBfxrGGVvPvr7+4hpvGjxm2wmPFX0OLZv4zrjA0NRafLBeBoSROTPNdn65lPnyyvIKRis+VxQXmQurtuO6FfeWgvT68vRlZQbojFf6Ck4IWstzIdI5dXV0bSj0MRPXpXRnOEuZchXDIX01WbuoVucYyz0Q5V58sJWO5ItRkIUcfCdT6r6fju13Igpwmi71vI3mY5hl2EmdxxskS+2T17Vauh3DwN5Z84W98Uz+LbGiMn31oMsYN6O6atqFF899MO/fzhCzx9aXxGLrrYTT6dCuTemdL4wTtHe5adfbUsgMdlvm0TOCT5RaTTPYRHKlv4R432ty+dZWRN6vJAoXUx4Is+eNFGwA3CT3f4nuKVMRhVjMXA3O+tbNBzsyFRVCGH/L1+RcCYk1W5r4pQTBWehlF+3d852sK7LAha4zkYQrk5SUx7mbqbNVYZ3ADuyaL6GnC3vbMK2SPUZ7mT+We18lmXcjSfxvypemTBfc8SmLENC327FIKGR+csnhMj/ju4pPFtNnfN7Xi75vmp693cXyX2RZnbU0dN40dtnqixQ9aOqtPVtiO74UtZLmcy7cvftHy+7AmzYff2Iw1kp0vTJQmK81j7233TlRk5EKwLxZETZer+GPGyjPTdOKpcbH7ZBFhGAcW1tfLmMx4k19QyktjOMlRaLAf5SWxGFIp4CevbsT/nTkExxpaLdoWU5Pl4XsUBFlft3iMePoGGZosY7ozNIklpuM7cRUYSuMxlOnb6qRScvGhykpiurnQ7R7E51ht59ML0gufqEu/33W00fz72t/5XyhmZMtdXQir9pYiXM1qYQtZbnGy8mzsF71YYU1SuRCwgPxrZ4N8rVem5Nt9uUZ8V+ZCV8SCVG4ecotvTZbzmIy58O2N6cCjplkmVE1WnHvcosmKAbWNrXhizg48v6watY1tlrRdy+K6T1b4Aq9su8YI8ZzsDU2QUUdDKCthTKZuCoeSOMEZw3rhn0uqMaJvV0uwUhGakOW+ltrtDtlzG/afsNQzqu1ZjTbnmQuNsA2A5lN3rKFVOb7LkM0v7CsmVOGbV53qmkYcZC0zvnW1e7lRozRZfHL1XP7+2XOyWl6u27mQEQe5zE27GuEAZH2y7GdlzYXWa+Q0WTIaMgPR9jBs3UpiMa6m7sJx/bD2+1doGiDDXJgjTZYoJAaLsSGycStGM7LCrltXKokRfGTqMLx654W4aHx/KeGirCSGtpS7JivI/OumycoU12CkSLfRmxsOYtnu4yriu0GUEd/90KUsjlH9urqmEXaeDCva1SX+VjbI10k2175CbMC9MPEyg08Y1COSckW4PX4V8d0doR6L5kZjmQ5UqZsLPV4i3uIgv5tcE9u/IvzkK6PJKokTU2vC5sw6ghvmQi+B4RdvbnY9b8dTeGWc2L3eIWPHDCNHU8hibtatOGP7oAmDtXFDppXL4pomy81Xzav//vSDp3OPRzWfUBchi+dwH+bIVdhCVh5FfPf64ohKkxWmL0MQci3MiMi18BeVgOF1W341CZniJvQpEcsd0eRNkRvHd9NcqJft9x2S0bzYMZyuvcaxkrh8vvdcMZ573OqTRbSVZLay2VI053hvoeiRd7dJ1w3wjpNlCH8y5kIj+KbRl4w50dpe7uZCFjmfrLjFYZ2HV985a3hvxzFKqe+tnGRh29RZsPzuBUGQErIIIVcRQjYTQrYRQu7lnL+IELKCENJOCLnBdu5mQshW/b+bw6q4F6trarNVlFSEWFGny7RTefWFvl3LMsrfizxVZOU8aFWuZN8sy1jYe5wfOBXIH5+sfB2/RK8+pblZuGNfXehl1rJDIBcni4XnI8PDjybr0tOqsOvB9zmOsxNsPEZMAYXNuonxSQoSJ0sGtzG/rSOVDpwZ8xY+21LWZ2aQdnyH664MJbYHJtPMlWVxcxWeCFefLErBi7IRRXy4pbuOYcO+E+kQDhxhPcUpN6sR3wkhcQCPArgawAQANxFCJtiS7QFwC4B/2K7tA+B7AM4BMB3A9wghThE2IG4dYu7WzPa+84uXBuGfS6q5x5skHA1dy/XoDFFPdPm6uiznmqyI8l2885jreb+ahExhV/3kI/k8frl5EOSy+xpl8zYyBoCPTB3KPU6If3NhXFJDJZvODYu5MJYO88BqLVgHeBIgTpYMbkLWuPtewwOvrDfL9xKy5m45guk/fttcZWjcIys8uQnspXZNlsTIVVkWl1hd6N5m3FAKyHzvQjsffmwhbn16qSOOGMvqmlpHudkO4TAdwDZK6Q4AIIQ8C+B6AObOvpTSXfo5u8x8JYC3KKXH9PNvAbgKwD8zrnmekSuznXdniLZeuRZmRERdL0I8JsIc9Ydcm49Z8iTie96OX+LAi/62cgkbr211Rgr8T4198vxQqgsDXpo7WY2XG3ZNlmHyYnOub2ln0vvfVkcGLzli0Y5jevnEcxh5ff0BAMAmfVNxcyEBoz5xK8+uyZJ5ZStK49oG0W6aLC+3Bm68Kn+bY8uyv66Z0Q46y7XvrQmEO3/ICFlDALBqmBpoX3Yy8K4dYk9ECLkNwG0AUFVVhWQyKZX5xv3t3omywKFDB7FujbuGISo2b97ker61tdX1fKa0trV5J8oBhw5HrMn0eAe3btkSbfkC5s2dk5NyeSxcuAC9K3Lu9hn5+AUEG8N2n+Brsdet34CjzbkTstav34Bux7ZgfbXz3b7p1DL0adjDvW7p0mVobmr2VVZN9W4kk/uxe7c2TpXEAF5IwXYf44yo7ZcvX2b+3dLcZAofbcwYWd/YZF6/f18LWlrbsX3HTumyw2T9urWoOy43x+3arT2TpkZNs3yyrhYA0NLcjP37DwivO1lXa2mvtYe9yzt5/AgamlJYtHiJMM32HTuE5w4cPIilS447ju/ctRPHyqL5MNuyVfObO3lCLtTRifoG1NenpGURN/IiThal9AkATwDA1KlTaSKRkLruxOp9wOqVEdZMjv4DqnDmGcOAZYuzXvaE004D1q0Wni8rKwUiFLRi8RKgLT+EXZa+ffsChw5Fln88Rlx9Vk45ZTywYV1k5YtIzJwJvPla1svlcf7556OqR0Wuq5EVgoxh6/bWAQucgRXHjj8F3U+0AFtzI6ifNmECElMGo3rRbmC9tQ/fdNk0bfXd3KTjuunTpuFv21YCDfKbW48bMxqJxFgsbt4E7NiOitISizbJoKysDGjhb5lix2z712c56ocFcwEA3bt1xcHGegBARUU50KIJh7GSUvP65In1WHqoBsNHjAS2bQUAXHxKf8zefFj6/mQojRPunntnnTEFaxp3AUe8x7FBg4cAu3ejsmsl0NiAfn37AkcPo6JLBQZU9QH27eVeN6B/XyQS08zfZMthYLlYeAKAkUMHY+uJg5g2bRowj/9RN3LkKGH/raqqwvnnnwrMeddyfMSIkejXrQzYsF7YJkEZPXoMsGkj+vbuDRw/CkAbw0Wm25KyCnTrFoOsLOKGzGfmXgDDmN9D9WMyZHKtJ3lhjNDJ9qouWaK2OuSptTDy1VleZpFcmcqy7ZPlRp7UJG/HL9G74+VUHDVmxHfu1jTiFW9B4mQZ/dW4XdEqwjBag31nWfMje5zdmSNGiB5OI116iWBfxEzQtrNxUhqPSTtgt9kGPMPXioC4mvXsZliZ4rqUxdHanvJwbnfPg+e7R5H2V6so5YfhCAovTpbbWOm1etIPMj1mKYBxhJBRhJAyADcCeFky/zcAXEEI6a07jF6hHys6cuUL4zUYRz1Yd2afrEzOR0VexabKj6rk7fjltuI4qu77g+sm4pPnjpBKy9PUxmPibVoIwF015oZ9knf4CIWIPU6Wwd7a9ArZNtu+ih221YVh+IbZ6SEQsspKYtLvs7EfopGanY+84mSxyK4ubGzrcHXg93R85z1mpq3DFrKM+rAfAaUuz9Lvylo3PHs0pbQdwB3QBpeNAJ6nlK4nhDxACLkOAAgh0wghNQA+DOBxQsh6/dpjAH4IbaBbCuABw4k0DPJpgo/gA0cKryaIuoUaWzNbHRkVyZBV+na8hOo8Uih1avJ5/BK9m+0eTsWZUFbirR2579/rQCkVC1kumiy/qwuNSd5wfBcJMWE0BzvBiurJajDiMYLG1g4ca0y7W0TxMX3mMP6C1TJfmixrzC9DiCTEfQ5wxMmSWl1Ygo4UNeOq8fByihdpsow5vUvYQhZnWx03rWSby735Rconi1L6KoBXbcfuZ/5eCk2Vzrv2SQBPZlBHIfkiZFFKc6ZB8GqDPGmiosNr8Dt0Qs5/pJjJk9WFBTd+/frtLfjUeSOjKBJxiSji9S3taG5LmdHEWdyFDBLYXGhIAuKgo5kPZPbVhTwsm1fr6f+xmHH0j6BL3zh9GJbtPobdtnAomkAsV6ARbsNIH2dURW5zRNA4WQCzOTUHr1WCwtWFevsbZYSF0ZXZ524PX8HSmmVzYd7iETg3a1D4/4ILCy+tZr4IosWG10R1ojk/V11mk3yyXOYjoq/9E83tFu1JpvTrlg5ILOuzR0G5jsclMbEgFShOluGTpf8uE2gXQtFkWcyF3lMf7zaj6NIlMYKpI/o4jpfGveNkGRjCiZHcohF0NRf698kyBCDeAoV0fcTXU/B99yioKZyVR2UuZPuAi2k62z5ZeUsUMTWCkq8+WXnURIpOhpKx3HF7N8N8b8cO6Gb+7WbuY+lI8bc40XyyxPjWZNkqky3HdxlhkDemRzHOl8RiXHeTspKYdHvahQIz4js8NFn29pYorkuZZgBz02R5zUs8Yf+JOTuwak8tAKAybMf3FAUhVu2621ZNYS6cKmghK18CL1JKfW8nEWbZmZxXBEO1qzdRrMQqJtwGcp6pLiisc3PMxXGdJZVK+/mwxDyENN8bRBvWQmPbkygd32NyE6wbUUw58RhfY+XHJ8suEFs3iPZhLpToG10lzIVra+pc87D3EyNkw5sbDgIAfnbDZM96+KGxtUM3laePRbGIgUdBj4J9u0W7L58s2t6F+WouzE49Ohte7apkMKBHRV6E4ctb2MnPPuCHaa4oL0kP8yWSmqz2VIq7rU7cY6sXvyFE7HmJ/GTC+KhhJ3aZCZbn+J/pKM9rn7jABOvHJ8u+RZBRDtHDUIhwmAulNFmGuVC86GnhjqPCczylhN39YmjvLvj4OcO9KyNJU1uH4wPB7SNwHKP9zZSCFrJOqeqe6yoA0FdL5Gg5mfK5yk/UU8mzcBJ5CPvq2jUrYQZitGiyiNxyhIaWDvx5njPSeSzmLmj4FrL0qhltEeU4ymYdl9CYdXA0eZn2aZ7PmabJcqYtjcdchR72GiO+V3rvQrkQDnZBg1fcmP7WbZS62syFl5w6QFyAALvwyP4iRGvnTJp6SK8ult9Nre2ONnYTtD91nlyYExkKWsgabGvIXEFBc7Zk30ujcvYI/vJgRWZ0LQ/XZ6DYuPvy8bmuQt7DamdKbZN+mKubymyaLBk/n78v3s09HtccW4TY4y55YUy2RkuIrg9D5GQFJJlqRqHJYp+FQYnIXOihyWLzMsIpGMkNIdLauk4cwUg55Y3oaxWy7I7v543uK8xfvtz038Y9Z2IduuvScZbfJ5vbURaPcX2yupVbNe5/vnkqPhni6t6CFrIAoH/38lxXQRd0ciNleanRP3Amd6s1RYbYX0w7nV3B2KuSH2BRkYadw0ttk2+Y5kJWcPFyXE+XL9huJOY18QczFxrvi1DIknyf5t97ifAcqyWT8f3imUszHeZ5QpbIJ6vE41mxWrFWW1wnVjPq9iHu0ChxCrTL5F1sPllBZCG7MMfeaRgr9e0a0ZPN7SgriVuenyGI2iPuD+9TmXH5LAUvZOUqdAILpblbrq7MhYp8JF8WpeQzFGKfLPukmQnsxB6LuWuiDESPz81cSKm8Jstw9bD3k6AO6Qb9u4k/ukUR30XwNVmGr5P/utnrwNbF3g5l8ZinyaysJK1NN32yYNMCEfcPcTezneioaS5sbefm4YVRmxunaTtW3XPFeMu7YMi/mURdtwtZDa3tKC+JWe7EeMe623xHw442X/hCVoh2ul0Pvi/glTRny9W9ZCw11UVDsfkbXTGhCut/cGVo+eXTHor5ikWTZRNOggpZdl8UwKrxKOGsLuT5n4ienhYCQvxsjfuYMbYfHrnpTM/6pmORuq8ulHV8d/OzsZgLJd5fnk+WkX3Qj3vebcRjxGG+5Gm87LALGlod5sJ0OndNlvW3H02W4fge9F3/6QdPx64H34c7LhlnqaMhtKXCFLJa2h1tauQ/oq9Vc9Ul5ECoBS9kGe/k1688JWd10DRZuZlUrpw4MCflKtyhndT1vbduJswHDXO+w2qhK0qtQ3Fze7Dtqt746kW4dspgyzGLJoujHXng+kmWgKUAMG/bEW7+Xo7zhpB1xrBeUq4cxGEuFKwuFFw/cXAPa/1cJnyvzYEJAf7w8bPM31xNFvEuxw3effBWbLpFIzeo6pFuX1PI0n+z+bmNRM774LcLS7m+NZNhLhQ1xWibw7y9QpY5k6mkMXaEqcmqb+kwtYMGZw7vhe9dOwE/u2EKXr7jAvN42Fv6FLyQZTyQqyflTthI0dxpsiqVA3beceel4wrOJ4sic5P3lROrcPEp2kqjoJNQp4LpI70rrUJOS1swTVaX0ji62AS2MptPFtdkZdMgbTpwkpu/yH8ofV7PLy7n+2WfDP1qRexClhteEd/vvmw8rj59kPmb55Nl3FWYmqySmDPoqCEYU1MgcV73f4y/rblQghjmTP1f+DQXmpow4pKGoGtZCeOTxW+LM4b1EpZrx2oujE6TxR6NxQg+fcEo9OxSislD03VV5kIbF43vDwDoXpEdR1te7J8wJqigeA1lhADjq8KL+REGdht4oXHHxWPdW73QJKyQiBGCKfrAOqqf4CtWYcJqsnrZhSyOuXDXg+/DW1+9yDXPGHFqAJyO787eKyvceK0uNPIutWkN3OoLpAUB0bY6XorhMf27YlDPCo+yWMd3Z93sczov4j1PCMmUeNwp+NrNxzyhrrIsPY62tGmaz7QmS/uXEOLqt+swF+r/ss+BLfrTF4wEoJnU6lvcfbLKJUyeBlZzofZvJju62J9vU1uHw1xob9MLxmqrJMN2dSh4Ieu775+A976eyNoqw/FV3R0dM5XDYKReZilCgJe+eH6WaiOHm3NqIXDPlae4TjQU+bUg4cuXjPVMQ5D5hs6EaP4973xtpgodIgE7sfTpav1IbBGYC73C1hBCHBoAdnIRbasjY54CvCO+G+dK43LpnGYyfyEcjNfstotGY+G3LhUXaCuLN5Ha39l2m0/Wt64+1ax38DeFvx+k/d0znpkhMPPahV2Rmg5Gqv1m79Vtj1+elgqwto9Rt69cNg7fu3YiAC2Mg5e50E84D1bbZpTNE3Jl4QZ3tcUdsyf506emYd43Lw5cprAuoeeYZUrjMUccDxb78sxM4a1KyeUWKzJF55uTdj4JIFGQojSv7lHm+YcShwiaU/SY/vmlOc1X2HHDbi4UOb7LvMp2Kxf7VS8KC+BnCyS3D0rjTEks5iqIGMvke+o+fEaV/a4uNK6T+UCwBiOVELKYhpwwqAc+P3MMMl1KJHJ8t2ttDE2SoS3q0cWp/S9j2soIuWEcYWtp/xC///0TzL/tj9KuCbOeSx+sLCtBg+74LuoPQq0kB57jexAh64fXT8STt0zlaip55kKWLmVxDO0dbvgGoAiELC8+cMZg70Q+EKnB8zWEw5j+3aSHhRe/cF7mFZJgtI9JOJuuPbPvSUinveQUcZRjSvNrOyPZJpTtw327Crazyi9ZPu9h+4jdXHi8sc3y+5tXnQpATmNuXxVnD/TIG7/87OMmTkktebtV9bvvn4AnPnk2zhpu1XiK6iH6kKVpKcuB3V/LEieLI8w5NVlO7QrhSTE+oNC0fBaBz0X7aGiLenDcYXiaIt6ztY9Fl5w6AJOH9tTKFgQF5Qmh7KHKsrhDe+aon34PA7taE3hZX0oy0GR98ryRuOTUKq55tazEOndna3FO0QtZYcOTzsNcXTisj78o9m798P2TB2Hy0F7SpsypI/v4KjsolWVxfP6i0VJpX/nyhRHXJo0fP6JvXXOa8BxFcW8gLerrSsbyB9tHeJoKg1e+PANfTIwBICcIs7462jVWMxkvDz8aJJk6WPUqTirL4riCWRmddvAWCFnCcsQlvfiF87GIMSF6TbD2sZQ1FxpaD9PXSVAfLyilWPv9K7Hiu5db8hb50RmaLJ5FRibMAwEcjcfOB844WcRx3GhjVvPDhjkQzS/GPfiMT2tqVTMxF/KERHt7ZWtxTtELWWFPdSI1c1iPq1u5f/Om4Yxox4iZk2fWQn2hgFyleO0ddkTeILg5R37orCEoL/G3QiXfnpEbwkCVhXQTeYAxNj32ibNdv6rtIRi8uP/atDnopS+eZxmbRBYcUXyqB66f6DjmZpozqkcp9dh3j6/dEL1XwuX8LsJZl7K4IzSFAU9j9qGzrLtjsEv5jfTpYKT++rqhOQK01Wv2FWx2gcJpLnTOC7xnxot7ZdfQEZIWakVxslgBhLfCsZIRskTPzDBn2s97fX8a/oGZOL7z6lQet5kLlSYrHMJWKPB9ssKbJP1qQIb06oKbprvvVp53c5+P9uJNCr3zfMuWsQO6a87xPsi14stPHxbJl3nXz/IcY/Ib3b+ra9uxAoHMxNCjohTd9W2fCLGaptpTVLiFC49PcfZwc3VoZ6Yxt5ratQi8DaKnjUybEkXbDLlYC7VyBJW1bxD9iXOHY+yA7pZjD35ocjq9GRoBln9lMUyXZn1t19sFIcPUVt9smAs5PlkcFZHR/mxu9qGFEEYDKLgRXndg27JUsPqQjd1lfBz4FTJKo9RksWbaLEk/xS9khazL4nVKCprxyiwDPx3L6EdeWs+w6hYWKSq/oTavvQshmrjX3oaFjKg/5f9TyS9YbYLRpjx3BMuEJpu5OTZYr2hr52vd/ZgLXR3fTU2Wu7ZHRlBn+5noI8T4KBUVJTpuv1+eJrFft3JcpZs0DZnMSOW3r9v3aLS/Q3ZNnYwmqyzu1Jbz7ne0zQ3CbZWl6ZOl/8Gu2rfEGeMI/qP6dcXEwWmNnXEP9mft9UFpPJtMhCyelk9zfPf3wRIGRS9kNQcM6icixsQduVnfjoJSZ0eawqiH/eBnVVp6EHPvLGH2pXe/NjPjPKiPkBe8wc/P0mCDh2+Y7J2oyPigHqxQVjsqK4yLJkhlLvRHijLaBL3peKEUWIHAbxPHCF+TYcfPO1VWEsNDF3bBXz49zXHOyJp6bDXmNBdqsO+7vO+Xm5Al2acFndoQQoxJ2wzy6fNBsGZUwPkOOR3ftQTnj9FiN/E+2kp5mixGyAW0d/qB6yfhmc9MN9NYfbJs1xs+WTGCed+8GG9/dabpI2XZxJkRYow+26U0bgndYmjj/H4Th6HJ4lm/7R8wSsgKCWN1Rib86AOTMFLf34hSanbg0/UosZTCIeecq78cbvBW8wUxG3l14jA7k5+VgQYPfvB0y2+vAZiFp7X6LrMEWZYrCnD7oYXfusQzzYRB4ojXhiM/O1adO7oPTh8S7APAQDjBKBnLF+mJMN10pRxnZvarXNT2100ZjN8yewWmP7+I5flPGtLDop0wtj7x60NY1TVmRvdnsWqyxNeLtNGDenUxg4ryrrc7L4s0Q17Yx0SRT5xRT7sQFlSTZV5v+y3yyXrkprOQvCfBbS8ZwZgQzTfNCNqt1UW80MD0ySIEQ3tXomdlKUrtKyth/RgY3b8bvnHVKfjjzVPxxZljHPcgsz+i5b5imQtZxjvDBkR1BCNVju/hUB+CkHX+mL74xLma1qq5LR0k0FCZ8syFXi99WUkMvTlL4X1psox/PXpttua+V748A3/59DTH3k832nzG/KzG5CWbZBMSvnb5ePzsQ5Ox9L7L/FU4zxnU03ulqatzsbE9BdOnvn3NaRg3wCko9+9enrHGM9/M0vmOuWqLCavAi5ItE2/otzedieuYPQvTGpe09uQzF4wCIQQfPnsYfnvTmVh632V45cszADj3TgwC+15r353eZkX2WkCbkI19aHkfh/b28dJkibDPr6IJ1zhuyBRBfbLisXS7AM4x2e7kbQhQXcriGMmY+6YzK8B5/ULmHSSEpH3gBEIWb59HkZmxqnsFvpQYiyG9uiAWI6ZTfKlAyOrnEYy6JATHd2Nl6JDe6TG0T9cy12CkUVH0QtapA7t7J2JIcmIlEULMrWCMAGwA8+IEdHznfT0F6ViePllZ6EyEaMLPxacM8CyP+qiTyGfAkiZO8JFpw4RR/3/2oc5nKgTSbcV+EHavKOVK3ff70A4Sog1YdgrAVS6vMCIEsJsu85bl+w3QycK6N5g+nDGC66YMRv/u5Wa4BxlN1l2XjhOe+8wFoywx+bzGRKcAZYRiIC5pwttXzp61l7nQMI8FsQrcfN4IfOaCUdoPzko9gKPJEoRnmDGun2sawSJRaxpW0LClT6+eTB8z+h97nSFAdS2LO8KPGMnsYS8A4HvXTsC3XcLfsHn73buQLccQxi87rco8Nq6qu2sw0qiQErIIIVcRQjYTQrYRQu7lnC8nhDynn19MCBmpHx9JCGkihKzS/3ss5Pq78uVLxuLrV57q65qRnFhJBOm9ERta05qxEubrxP64ZN5FbjiIAC5k3vsXZtaZ7Lupf/DMIY40Fl8Kj/z8+GTJpPO6/6nMKqVC3zfRjsxExvpkda8o4bZXl7K4tB4qRgjevnumoy3z1SUrX8evtE9WerLjaSeCCFnppfhpIdttUpHRZN3mEtvu/msnIBYjGKaHVxncq8LdXGj3yWLmUzdtkUOTFVDbIW0uJIaQpdcpXUvpsn5w/SRTu5PWvLmbC4XbCzHJeCtC06sLxe3iFifLgG2PdCBW57FBvbo47sU+7rB53TR9uCXGFo+gIRzY+XTsgO743x0zzCC+ADBuQDdLn8qbYKSEkDiARwFcDWACgJsIIfbP3lsBHKeUjgXwKwAPMee2U0rP0P/7Qkj1lmJIry5SAdvcmDG2H4b07mK+JI2tjLnQkLgpdXS004f0xE3Th7nmnekWPV6q6zDWVf739gvw0he89z607HXl2XnlVxc6g+U58fuuvPu1mfja5eP9XZSHfOtq9w8Ic6NVZgDvWlbiqpGQIaZrsuxRqPPRXJjP4xdr6jLajqdRKpVRTwiIMaYht/eEpyEa4rFPIo+PTR+OZz4zHddNGezLXMged4tFJTYX+ut7DsFApMmyxXoKai70qp/dTcQ+b/Gu5vnvGcWcOrA7bpo+HI9+/CxHmhghwnYz6mGJjs/xkTIEPDZkg8Hjnzobl546wOxTolWJIozy2u37Q3lgnytOH9rTch+Delbk7erC6QC2UUp3UEpbATwL4HpbmusBPK3//SKAS0kebJhX29TmnciDv332HJTGY+aXBSsEmZos6nwJ4jGCn37Q3UwVlrkwypaeMqyXw3fMqOGtM0aZx9iXR0aTFTQYKXdLI8G1huO33Tw5un8384u7kPn8zDGuE5kxiLAfySVxguF9K/H4J892pJf3k9PS1dnerwxkgSjJ2/ErvdIsHYWdbwIKoMkyriVgzIXifHi+YPPvtS68kGmRWIzgovH9QZh74tZPQpPFu+2v2+PPCYJqetbTll40+RtjtNF2pq+bv+LM8kQf0SLHdzfchO8YIfjpB0/n7iNKYnwtE1sP9vkYbcNGwDcUBBWcj4Lzx/TDn2+Zli4jlg7sKuNsbgiPfvd/9crb3iezZS6UsZ0MAVDN/K4BcI4oDaW0nRBSB8BYXjeKELISwAkA36GUzrUXQAi5DcBtAFBVVYVkMunnHoSc3L8TyWS1d0Ido9zPnV6GP65ttRzbeFTTYDU0Nprp169bAwCoO3ECCxbMt+S1bt06lB/eJCwrlUph0aKFjuPNLa3S9U2lKJLJJI428W2Me/ZUI5k8KJ0fr92NY1+aUo6mDq28AwebAQA1Nem2pakOM217Rzs3D4MjR49iZ+q4VJ0WzLe2q3HPLDt27ECSOp9zk/6slixegoFdCa4eVYrzBsWRTCaxYZ9zQYRsv/NKF1b/lSnn5Mkm4TU7tm8HAFQzz2nunPcQIwRrD6Tv/1vTK5BMJqUHtaamRiSTSZzSi2I5073279uPZPKYVB5ZJPLxCwg2hm2s1oTURYsWYssx7R1uqj/hSCeTlz1Ne5uW95IlS7H9oPasq/fsQTJ5gHv9/hrnuGPPc+7cuSjXJ9f6+nokk0ncOqkMpTHCrWP1Se2eqioJPjOpHD9d0izMe9/+FgDAls2bzTKOHXP2pYojm/HUVV1xy+sNAICDhw4BADZs2IBux7Zw741X5rZt2yzndu/aiWRyr+Oa/fu0eh09fAjJZBLV1Vo7tbbKj9PJZBINbdq71d7R4bj3ZDKJg4eaLcf2Vu9GMrnf/L1rt1berl07zWPz581xlJVqqAUAbN24HmWC+Wf+vHloaNDK27BhPboe25wup06b5xob6s167turlb1l23YkU9qrVLNHO1Z7/Kiwf67Zr/W7VHs7vntOJTYd68B7773HTctitPXJ+kbHuW+fU4GfLG7mXGWdg+z0Ltf6qNHPAGDH9m1Itu8W1sPo45kStYPKfgDDKaVHCSFnA/gPIWQipdQyklBKnwDwBABMnTqVJhKJYKW9PguA9jU468szMK6qu+W4F0a5CQB/vHeW5VjlzmPA0oWo7FIJNGgv+FlnnAEsW4zu3btjxoxzgHfeNPOaNGkSEhMH4vH+B/D5vy53lFVZVoKZM2YA775pOV5aWgpIClrxWAyJRAL765qA9951nB8+fBgSCd3J0KUNPn3BSFxy6gBcOK6/Ix3bJgb/ObAS2LcPI4YPB3btAABUlJeZaUuTb6Cpvd2aB5Nvnz59MGZUX2CLWAg1uOgiaxvFYsSR39gxY5Aw/EWY45WVlUBjA6ZNn46xA7rh4ovT+dau3AusWeW41+/Ed+D5ZdXYcrBeWCezfwra1Ou8LPb7ZPnP7RfgjGG90H3tPOBEHfea8ePGAps2YPDgIcBubTC5RG+ExrX7gVUrcHZVHJ//oLa/WypFgTde9axX18pKJBIJnHtBBw6fbMGFP5sNABg8ZDASidM9ri4opMYvINgYtm/xHmD9Wlxw/vko2XkMWLMS/fr2xubjRy3pHHlx+oQ9Tdnct4C2Vpx7znQcWbMf2LoFo0aOQCLB34lgS2w7/r0t/T7GjfeMKW/mRReZJqBkMolEImEZF+xsPnASmD8HXbtW4qZrLsBPl6TfY3t9TzurGff/dx3u+cgZeHvjQWDNKvTv2xc4fIh/n3qd+vXrDxw8gEkTJyJx+iB+RV5nxnL971GjxwAbN5pJxo4Zg0RijOPSufUbgD07MWjQQCQSZ2Bh00Zg5w6Ul5cBLS2O9DwSiQRONrcB77yJWCzuuIdEIoGndy4BDh82rxk/1lqfNR1bge1bMGb0KGCbJkxekkgAb1rf199/9hK8tm4/PjptmFMzbT7HC/GbdQuAkydx+qRJSExKh7dZVV0LLJyPnj26I5HQVp4ua9kM7NyG4SNGIZHQXA3W6vUZOGAAEgmnSRIA6lbtBVavQmlpCT72fo9wNEyfHjp4IBKJKahYljTnWoOzzjwTWJxWTgzqWYFvXXMa7vznSpSWlDjfFQALz2xCt/ISdK8oxRvH1gD6R+cp48chwdnRwMDo45kio+DfC4B1LhqqH+OmIYSUAOgJ4CiltIVSehQAKKXLAWwHELkzDAHSAlZIGNpb9lu/xDQhOlXpxs8rOfGZLhjbFy998XyLecXYdiFIaJBMbcvfu3aiJmD5xOJE6MMni0JevS/l+C5K4nKpyDH0sxeOxkenuW9TFCUXjLXGV/vjp6Y60pw+pCfOGNYLgGwIB+c50+k6QB2N51tRGreYXfN0dWHejl+s43vavBduI7KrC93eS7svWBhOwab/Erzvq6pHBR7/5FR0LS9xmOai4ITN1C2yzqVDOBhmQqv5UBave7l1hvaROL5KM+/Zg9J+9sJRuGJEiZkO4Ju7KsvjuHH6cNfy3IKRGuZCXrgGNip9PM48XAFGXn7XbRjzajtnFZj9vj501lCcocerFMZe69nFXLjGkk8+WUsBjCOEjCKElAG4EcDLtjQvA7hZ//sGAO9SSikhpL/ueApCyGgA4wDsCKfq2YW3Uisd+8TfBtFfSozFuKruliCDt188FkCwAGzZntuMGlpeROZvr76byiDie7B7dbapm2Usl7LC3z97ruX35ROqcO7oPpZja/fWQQZjQOKZAc0VZ4RNL1dHsUybl1JW3o5f5pYwSPuKhBUgMe3XRLjP2o59dSHP3SfonESIv55hCmcSF5l78Pmsk8OfUFCYGfHdFsbA7wRt+mQJPu5mjOuHXQ++D726aP6vdh+5yrISfOy0cs+VeTK1En0cA/yI9OZqP9YnixM7yw5PYJOhXd+nkrfSnpeVv3fHKTxGjaeQRSltB3AHgDcAbATwPKV0PSHkAULIdXqyPwPoSwjZBuBuAMYy6YsArCGErILmUPoFSmnkThtRCKj2YHJAuvOlUk4J2+1LgrcZqtFpZVZfpAvxLitKYi4vqxuUUu4zeuoqZ/gMRxwX/80jqIPLdbYLRfG38gG3ezQeCU/IohloskSDZo66oSv5PH59dNpw/P7SSvTtWmYKqGEvKyfEKsyJsK8u5NXDrxDNxufyM9GmtUXeaWVWTvKwL4oSBiMlVmHCKOeqSQPxiXOHY6YeSf3OS8a6lmeGVvD4hm7TJYsgW4dp9fNuCHbFqf25mNonSzBSQ7PELvrSjrlpqezx2WRp0Ffw8zRZ7vtm+rN6ZEvzLuWTRSl9FcCrtmP3M383A/gw57qXALyUYR19E8UXNRt41MDUbkF+srpp+jBTM8F25EtOHYDPXzQak4b0xJf/uZJ77dxvXGz6v7D46Sz9upXhb589B1f9muu/K4XRBiP6poUiNhyFnIlPrtIyeXmlySBwMABg1p0zMP3H72SWCYB/fel8fPD3C7jnXvri+diwj6+h+vmHp+Anr27Eq2v5TssizNWFnC9C3uSUSRR+trx8I1/Hr7KSGCpLCWKx8DVZBrGYMxgpD7vm5Hecpf9+Hy+75Y2vjyPTEpW+aM7XL0ZtU9pX9YxhvbCqupb56PVXudpGTcgqjRO0dVBhuxsmOTOEg15OWUkM333/BDS0tOPtjQcxvE8lfvvuNm4e7D2xQ9F33ncazh1tdQ9o0ffaddNYPf/58zB/2xF+OcKr0rDvqf25pDjCl/Hh38GEVDDGe7cxoz0VTMhq1Hdp4Qn6vLzMdydkE25Y5Oei6zyENQ0a9KrU7LynD+khPYj89IOTTZuzJX5IPIZvXXMaN5I2oO2kPrQ3P26Nn84y75uX4NSB4v3u/MAOzH6DkcrW2Gku5HxhczI7dWB3d22iS5nsVacO7I4B3Suw+ntXeNTUm7OG9xaeO3tEb3xS4IQ5tHclHgoQtd5oO7650F2TNWmIuI/kQXSWooOn3c4MYv5fJhhpuU2Txd2X0GcNgmqZeAzvW4nJuu8NADz3+XOx5vtXMJomf/ldPkGLBG6MhaIPBLtlwUhmRjwvL8H1Zwxx+D1++xrvINifvXC0Y4uwlnZNi2Pfmoxl+qg++Kogzp9MW8eIdUsnFmP+mTg4XS+eT1Z6w2xxOamAPllGLMpnbp3uOOfcA9Lfu8OmyFYw0uIKf60TibnQ9MlKHxvauxL/vf0CnMLZukemCrzJyhDc7FBOej8DzDeuOgXnjOoT2rYUdvxMDueN6Ss9KBKiOYO6rfYLgt9I0T27lOLhGyZzHSgBoCIONHdwT4WCeFNm5/El912KhpYOLNulWbZ4bn6GoF9ews+3slQ8NIienZK9gmPEx5ON3XPqwO7YdOCk8LzVJ4tajvHgxTvKFNbh3p+5UMMtanl5SRzlJXE8cP1E9O9ejotPdQqFbnz8nOG44eyhuPelNVi7t05YkhG3rE3X4hiCRplNcrB/yNg/qIzx0VjgJKK1w1uT5YacyYw1BVrTnzKwO/71pfMtm8gbbjFtHSnmOu1ft+caj7mPMSIMIWvsAOe8WslpF1NTK6EycvNHi4riFLJCyOPVOy/EC+8sNn+LBr8p+iovduPoTJg4uCf+dus5eHvjQTy1YBe++/4J+NeKGu7ecoazKqvdefXOC/HQvxbivZp2iyDxpYS7z4AfeAOSdXWh+NoPnTUUX5w5Bn9bvFuqLEII/nv7DJx2/+viNILrjJry6uuqyRLcwIen8iP4//2z5+DQtjX4arKJe57lO+87Dct2HceBE81YVV2LF75wnutXq1knzxRpBnSvALoDK3Zrsch4AuU1kwZi26XjcBpxxgYC0oM9ty4iISs/Hd8LAlFwSB4rvns5upTGpd4J9kvfNRipxLY6QTWYMeLTl9IwrUl8Bw3oUYEffmCSdN5zv3Ex3pq7EIQQVJTGMaqftppv73H+u9uri/ZRVa+bsAyfpRKbz5Sx4veB6yeiNB7DaYOswlRpPIYXv3AexnEEB5bWdl3Iiuhj2MBNy2gXEI175S3KcpNTbjh7KA7UNWFibJ+vurFb19npZt/KC+wqRhlNltw8FSbFKWRJtt5tF43G88uqTfs8y4TBPTBzWFprwdNkWct0/+2HGeP6Ydqo3jh7RG+8f/IgS2R1ljJbZNwhvbpgwuAeGNg1+1Zg1ifLrf2H9KrQfFB85G35quNcKBKAw3iHZAb6s0f0xqIauTb/7IWj8dkLgRPNbVi0/SimjezjfRHcBBsxxpcdz1xYEo/h7svHI5nkD4Dnju6Lto4U1u9zBscUPT2lyQpOhw//FZFLAQ9K02Yb19WFEposv4+XF6JCDsM1I3yG9anE6J7pex2nh0w43sCPTdirUmvrk83aHGFoc+xmxIrSOP5z+wWWY3O+fjEOnkwHzpwq8a636EJWVBYHOzIaRp650PgGc7u+rCSGu684xRJUVYYLxqQ3wf7a5ePx1IJdOKo/H/tWXhSsJstfL8ub1YWFiGzTffua0/D23TOl0qYd3/mvfthf8eUlcVw7ZbBUbJtelaW454rx+OfnrMv/M3X4FsFrgzijq3VtCXOVTnjtxdVkMX9z28F2jN2t3W/VjPR/vXU6fnvTmVLX9KgoxRWcGGrCMgL0ry66ya9ruf9vqXuuGI9Zd17Ir4ugKnkaJ6sgMIWskEM4AHxnZjsyG0QHdXyP+TQXZrMfXTGhCndcPBZfu5Lv42S4b5xstmqyZFb/De9bKf0RZWBqsgKaC2XhheER0U0fP1hTnUzstSD89qYzcf+1aavNly8dh+Xfvdz8XV4Swz8+dw56MBoto39LabJYc6FyfA/OZwSaHwAY2KPC8rt7hdwEZAx+FMCbX73IMZnKaLK+MNMZUTgTDMdzQgjuuGQchvf1vx/fnbbNgp/5jNPZUARvfytZzh/T1zsRr0w/aV0S2/09HvtEejXVh88ehilDe3LT8TAGqgvH9cd1Uwb7qKE8FaUxnD2it+O42z1eMaEK37r6VHzrmtN8l2c3h1jLFGmylJQVFGPSYt+jsQO6mf0wjLxdP9hkTNY+ny+7uIK9dOMDV7lelzhlAG6aPgw/vF7eDBiUkngM91x5imZi59CziyFkaZqsdk6IgzBp8Wku/OS5I/CD6yYGLk8mUsRVEwfiW1efim9clXbmTwtpgYu2YOQzvE+lqwBLCMH5Y/qZQVlZc6GMwHgV82GrVhdmwB0uMUvsk6ashsB0xqTA+KrujslUJpd7r/ZeceIH3mayfrnbtkqFt1GsnUx8sgxG9++Gj5/jHll94becWzFw8+YcZA/xBCW7dosVKrqUxfGzG6a41s1SlnTK4BBC8PfP2rfccycWI/j8zDHml2hYjOlnjWf2TX3wVSJWcHiT9ytfnoH/3jEjo3wpKDfApJ2KEMYSZ9k6hFgmNC8tTVlJDD/94GQM7MkXfLKJ8RFer2uy2gXmwrAwBAZZIeuHH5iEm88f6bsc6kMTxRtH2M3Nw8BYrSjbrOyYbmjYxlY5N8O2c/7YfrhUXyShzIUhMu+bF+P5z58HAPjchaMt58ISZnPxFe9XFR027B2zg46b4Gox40VQD+vxzJ+JjMlV9Oy7hyzc5FJRdP6YvhjYowJ/+fQ0/Pj/rPsTmlG3lSYrMCmX7UyCwAa/lDENReEDJCPc5Tu9dZ+sM4b3AgC0d/Ad38Mmn8yFPGT8/PxgeJvI1ucSXVC69LQqjOjbFU99ehoevkEuzI2hYY34EZoUpeO7naG9KzG0dyV2Pfg+AMCPZm1Mm9ok80gHkxP5ZNl/RzuyvPLlGdzQEVmB0wTshPCnm6fiqQW7UFEas8RbAWwaJg8Bxu38x88ZjkE9K7B2bx0+cOYQx3mvcrxkJ2MVy3iJNhY96TnfuBgnm9tx0cPOALJB4A1A2Zi/po3sjX/Y/P1YwoyH1FnhRtrOoEF/e9OZ+N3sbRjQvRxfvmQcDp1owQfPcr4nBjIabL+kg5FmBm/ZfrboWl6CN796EYb11lwx2k2frGg7exTPg0dQISllvvPhtIM9sr4Xk4f2MudzQDMxy9IRct29KEohy6vpVt1/eTqCr2RDp/cuFJSZ5QnGHsTOL/PvvcRUgbOwt/eJc93NeaKYI5OG9MTPP8w3t2UqfBrX27UpXvWzc+2UwXhz/QHM3nyYe35Iry549rZzMVnCJ0ZUTu+uZejtYyWYF9ly1GRZet9lnn6LmWzRo9AwBn7L5r0ZqAmmj+qDZ0Zp/pX9u5fjsU+e7Zo+Cs3M5KG9cNXEgfjaFcH31H7lyzMwIMfbWo2vSn9oGVu9RG1qypq/UFBNVsjmQqOvi2JdhREM2iDlI+RDGBSlkOWFsSwXkJfkDXW6KGq346WQzPfxT56NQTnwPRjSix893mD6yD740Qe8BRmDYD4K7vok3lnZ90ITxsT5dysvwV8+PR0j750lTGPf8kJYVsgv62OfOAtDezsXMfCKiXowltm3USYOk8KdVMQO1bmgrCTmKdx5kenHZNgYQUlLZCJfBuCtr17EDZsSFUHf2eF9tPFp7ABvPygZjPlDJPgYCxDCIG0uVEJWVpCdpHp2KcUrX56BMf3D6VQGV/pYxp8v8Eymsh0203k4SFiKqEJZRMVVkwZxj2ciUC359qXmyqWwSSlzYcZ0ZHngVwTDDEYa0XMaV9Ud46qy4AZifBgFlBWvmDgQL33xfJyl+6plSjyWXikfNcYzzNZ4VVSO70ajRfWgJg3pKeWQeNXEgThPUguSbxgrSIYI9kkEgOvP0Hw72K0XZL/s2CfjpSnimalkQioAWl/4+LkjAACDe+V+lVJUPPShyXjf6XyhjGVAjwoM6+M/xIcMpuN7JLl3DlifrMQp/XNcGyufvmBkaHn16xae+TwXmKtAI/bJioI/fWoqPj9TW/hljKKZmMzOHtE7PJ8s0/E9lOxcMfc6VOZC/8QIQQc1lizn7iXIVEWeSyYN6YlHP3aW60B/5cSBFqdDAIHCBFx/xhDMGNsPZ//obce5Vfdf7ojuC8hrpQi0GDKf1AUtEcl7Ejh0skUu0zxk7IBuePTjZ2GWi9kzatKO74U38eQL7NYgT3xyKprbI9wI0yffu3Yivndt8FhMBn+9dbrntjL5jhHCoTQic2GUXDahCpdNqLIcy5d31hB4sqHJ9btPaKYUXk9x4VPnaRNqvnScXDG5v6Ztu2ayt4aDx/smD/IdJfy+98sFvLx8ovUl79uN7/PD+s0BwJ167DOvSMs/MRziJfvAyH5dMX1UsFAYX70suENvMXGeHlg2aIBZhXVrkLKSGPcDw47basEg/OHjZ3knyoALx/XPSeyr0wb1wIXj+nknlCAdwqE45ph8mSqzJfAAMGNcjohIs2+nqDRZ979/Ar59zWmd3q9hSLeYQ9MUNTKTAgCcOtB9F3oRn5kxCr99d5unOvnUQdn7Ur7rsnG467Jx3gmLnHNH98WWH10dSnDczooRfLJbuXy4gl9+5Az8awV/g+8gXC1hdi5EXruLvz1UEIzVhVH5ZGWLsIOJZorRnrxNqMPmU+eNwE3Th2dtvCoqIYsQEnn8EkX4/OqjU3D6kJ6o2bAcT316GirLMu+WqhdkFyVgZcYtF4xEe4rilvNH5boqChcMn6yog5FGjSHK5Ms4aShGeJvZhw0hBGUl2bvzohKyFIXJ/505FABQs8FfUDkehbaSUKEAtM3eb79YvB2YIj9Ih3DIF/GkODCErPYsaLKyTWGL4yHy0anDcl0FRYjkiRa84OhRUWLGwFEoFFY6DHOhspiEyo3TtMDXVYKNugsZpckCsOMn16hJuWgovi+hbBJmZGWFotio6lGBLQfrUVla2FNnvmn8P33BSNxy/sisOsBni8LuKSFRSA/26c9Mz9qqiHzC73Y8+fREn7vtXPQIMWJxlHT2lbkKhRu/vfFMzNl6GMP7FvYYnN7UPccV0SGE5E1dwkYJWQXGzPH5Fagw38i3LzQAOKdAA9MqFAorvbuWmcGYi4FM95JVeKOErCzw0hfPc8R9Khb6dSvHkfr8CeZp7LU3bWSw2Ff5znO3nYtBPd33nVQoMuHUgYUdMLQzMvcbF6PmeFOuq6HgICVkEUKuAvAbAHEAf6KUPmg7Xw7gGQBnAzgK4KOU0l36uW8BuBVAB4A7KaVvhFb7AuHsEcU54QPAO1+bicbWds905SWxjPbOKy/V1mhcNcl9r8cRfbvi7btnYmSBq/NFKK2Yf9T4Jc+8b15ctB+ExcywPpW+ts0y4rIVq4kun/AUsgghcQCPArgcQA2ApYSQlymlG5hktwI4TikdSwi5EcBDAD5KCJkA4EYAEwEMBvA2IWQ8pTR/9owIkR9+YBKmDM2vXeOjpmeXUqkd0ld893JzO4MgVJTGsfS+y9Cr0russHaGLyQeuenMUHeqLxaKffxa94MrzcCSYTC0d3F+nCis/PnmafjPyr0Y6rJHrSIcZEI4TAewjVK6g1LaCuBZANfb0lwP4Gn97xcBXEo0D9rrATxLKW2hlO4EsE3Pryj55LkjMHlor1xXIy/pWl4iHRVeRP/u5Z7b6nRWrp0yGBcpfz0eRT1+dSsvQfcM3ytF52NYn0p8+dJxaqFLFpAxFw4BUM38rgFwjigNpbSdEFIHoK9+fJHtWofXICHkNgC3AUBVVRWSyaRk9aOlvr4+b+riB1Xv7FOodS/Uevsg8vELCD6GFWr7F2q9gcKtu6p3dgmr3nnh+E4pfQLAEwAwdepUmkgkclshnWQyiXypix9UvbNPoda9UOudbwQdwwq1/Qu13kDh1l3VO7uEVW8Z28teAGw49KH6MW4aQkgJgJ7QHEhlrlUoFIqoUOOXQqHIGTJC1lIA4wghowghZdAcQV+2pXkZwM363zcAeJdq3pgvA7iREFJOCBkFYByAJeFUXaFQKDxR45dCocgZnuZC3UfhDgBvQFsC/SSldD0h5AEAyyilLwP4M4C/EkK2ATgGbSCDnu55ABsAtAO4PZ9W5igUiuJGjV8KhSKXSPlkUUpfBfCq7dj9zN/NAD4suPbHAH6cQR0VCoUiMGr8UigUuUKth1coFAqFQqGIACVkKRQKhUKhUEQACTNacBgQQg4D2J3reuj0A3Ak15UIgKp39inUuudLvUdQSosimqrPMSxf2t8vhVpvoHDrruqdXfzUWzh+5Z2QlU8QQpZRSqfmuh5+UfXOPoVa90Ktd7FQqO1fqPUGCrfuqt7ZJax6K3OhQqFQKBQKRQQoIUuhUCgUCoUiApSQ5c4Tua5AQFS9s0+h1r1Q610sFGr7F2q9gcKtu6p3dgml3sonS6FQKBQKhSIClCZLoVAoFAqFIgKUkKVQKBQKhUIRAUrIYiCE9CGEvEUI2ar/29slbQ9CSA0h5HfZrKOgLp71JoScQQhZSAhZTwhZQwj5aC7qqtflKkLIZkLINkLIvZzz5YSQ5/TziwkhI3NQTQcS9b6bELJBb993CCEjclFPO171ZtJ9iBBCCSEFt9w63yniPn8RIWQFIaSdEHJDLurIo1jfVULIFwghawkhqwgh8wghE3JRTx6FOs5ItPkthJDDepuvIoR81lcBlFL1n/4fgJ8BuFf/+14AD7mk/Q2AfwD4XSHUG8B4AOP0vwcD2A+gVw7qGgewHcBoAGUAVgOYYEvzJQCP6X/fCOC5PGhjmXpfDKBS//uLhVJvPV13AHMALAIwNdf1Lqb/irzPjwQwGcAzAG7IdZ191Lsg31UAPZi/rwPweq7rLVt3PV1ejTOSbX5LJvO80mRZuR7A0/rfTwP4AC8RIeRsAFUA3sxOtTzxrDeldAuldKv+9z4AhwDkIsL2dADbKKU7KKWtAJ6FVn8W9n5eBHApIYRksY48POtNKZ1NKW3Ufy4CMDTLdeQh094A8EMADwFozmblOgnF3Od3UUrXAEjlooICivZdpZSeYH52BZAvK9cKdZyRrXdglJBlpYpSul//+wA0QcoCISQG4BcA7slmxTzwrDcLIWQ6NKl9e9QV4zAEQDXzu0Y/xk1DKW0HUAegb1ZqJ0am3iy3Angt0hrJ4VlvQshZAIZRSmdls2KdiM7S5/OFon1XAYAQcjshZDs0C8adWaqbF4U6zsj2lQ/ppuUXCSHD/BRQkkntChFCyNsABnJO3cf+oJRSQgjvK+FLAF6llNZk80MzhHob+QwC8FcAN1NK8+nrs2gghHwCwFQAM3NdFy/0j4ZfQlOJKxSdikJ6Vw0opY8CeJQQ8jEA3wFwc46r5EmBjzP/A/BPSmkLIeTz0DTOl8he3OmELErpZaJzhJCDhJBBlNL9ujByiJPsPAAXEkK+BKAbgDJCSD2lVOjoFwYh1BuEkB4AZgG4j1K6KKKqerEXAPslMFQ/xktTQwgpAdATwNHsVE+ITL1BCLkMmuA7k1LakqW6ueFV7+4AJgFI6h8NAwG8TAi5jlK6LGu1LG6Kus/nIcX6rtp5FsAfIq2RPIU6zni2OaWUfQ//BE2DKE+uHc/y6T8AD8PqQP4zj/S3ID8c3z3rDc08+A6Ar+S4riUAdgAYhbSj4URbmtthdQJ+Pg/aWKbeZ0IzwY7LdX391NuWPok8cEgtpv+Kuc8zaZ9C/ji+F+27ytYXwLUAluW63n77ip4+L8YZyTYfxPz9fwAW+Soj1zeZT/9B84F4B8BWAG8D6KMfnwrgT5z0+SJkedYbwCcAtAFYxfx3Ro7qew2ALfogd59+7AEA1+l/VwB4AcA2AEsAjM51G0vW+20AB5n2fTnXdZapty1tXgx+xfZfEff5adD8WBqgad7W57rOkvUuyHcV2qr29XqdZ8NFkMm3utvS5s04I9HmP9XbfLXe5qf6yV9tq6NQKBQKhUIRAWp1oUKhUCgUCkUEKCFLoVAoFAqFIgKUkKVQKBQKhUIRAUrIUigUCoVCoYgAJWQpFAqFQqFQRIASshQKhUKhUCgiQAlZCoVCoVAoFBHw/wPWDuajv62yAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 720x288 with 2 Axes>"
       ]
@@ -1263,7 +1267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 21,
    "id": "2e386180",
    "metadata": {},
    "outputs": [
@@ -1343,7 +1347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 22,
    "id": "97e9a32d",
    "metadata": {},
    "outputs": [
@@ -1352,20 +1356,20 @@
      "output_type": "stream",
      "text": [
       "noise sigma = 4.0000 (= 4.0000)\n",
-      "noise power = 16.0000 (= 16.0014)\n",
+      "noise power = 16.0000 (= 16.0020)\n",
       "\n",
       "N_fft = 1024\n",
       "sqrt(N_fft) = 32.0\n",
-      "sigma / std(Y_fft) = 32.047266\n",
-      "sigma / std(Y_rfft) = 32.082825\n",
+      "sigma / std(Y_fft) = 32.005621\n",
+      "sigma / std(Y_rfft) = 32.014420\n",
       "\n",
-      "noise bin std (fft) = 0.124816\n",
-      "noise bin std (rfft) = 0.124677\n",
-      "noise bin.re std = 0.090000\n",
-      "noise bin.im std = 0.086281\n",
-      "noise bin power = 0.015544\n",
-      "noise bin.re power + bin.im power = 0.015544\n",
-      "noise bins power = 15.917496 (= 16.001391)\n",
+      "noise bin std (fft) = 0.124978\n",
+      "noise bin std (rfft) = 0.124944\n",
+      "noise bin.re std = 0.089603\n",
+      "noise bin.im std = 0.087076\n",
+      "noise bin power = 0.015611\n",
+      "noise bin.re power + bin.im power = 0.015611\n",
+      "noise bins power = 15.985590 (= 16.002000)\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"
@@ -1424,7 +1428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "id": "17aee663",
    "metadata": {},
    "outputs": [],
diff --git a/applications/lofar2/model/signal_statistics.ipynb b/applications/lofar2/model/signal_statistics.ipynb
index e1b8219cfa..0dc6b1215a 100644
--- a/applications/lofar2/model/signal_statistics.ipynb
+++ b/applications/lofar2/model/signal_statistics.ipynb
@@ -12,7 +12,7 @@
     "Purpose: Model the SNR of a beamformer and a correlator\n",
     "\n",
     "Description:\n",
-    "* SNR: This model shows two different SNR measures, one regarding the 'coherent' SNR of the coherent signal versus the incoherent signal (e.g. in a voltage beamformer, in a correlator) and one regarding the 'incoherent' SNR of the power measurement itself, that indicates the accuracy if the measured power (e.g. in power statistics, in a powers beamformer). The 'coherent' SNR makes use of phase information of the input voltage signals. The 'incoherent' SNR is based on input powers, so the input phase information is lost, and therefore the 'incoherent' SNR can only improve the accuracy of the mean power measurement.\n",
+    "* SNR: This model shows two different SNR measures. one regarding the 'coherent' SNR of the coherent signal versus the incoherent signal (e.g. in a voltage beamformer, in a correlator) that indicates the strength of the coherent signal with respect to the incoherent noise, and one regarding the 'incoherent' SNR of the power measurement itself, that indicates the accuracy if the measured power (e.g. in power statistics, in a powers beamformer). The 'coherent' SNR makes use of phase information of the input voltage signals. The 'incoherent' SNR is based on input powers, so the input phase information is lost, and therefore the 'incoherent' SNR can only improve the accuracy of the mean power measurement, it cannot improve (distinguish) between signal and noise.\n",
     "* Coherent summator (sums voltages, e.g. voltage beamformer): The 'coherent' SNR of coherent input versus the incoherent input improves by the number of inputs N.\n",
     "* Incoherent summator (sums powers, e.g. auto power statistics, power beamformer): The 'coherent' SNR of coherent input versus incoherent input does not improve, because the coherent phase information is lost in the powers. However, the accuracy of mean power measurement, so the 'incoherent' SNR, does improve by factor N, because the std of the mean power measurement reduces by N.\n",
     "* Correlator: The 'coherent' SNR of coherent input versus the incoherent input improves by sqrt(N) for integration over N cross powers in time. The mean correlation of the coherent input is constant and non-zero. The mean correlation of the incoherent input is zero. The power of the mean correlation of the incoherent input reduces by N, so the std of the mean correlation of the incoherent input reduces by sqrt(N). For example, if the input SNR of the input signal is -20 dB (i.e. sigma_coh / sigma_sys = 0.1), then it takes integration over N = 10000 cross powers in time to improve the SNR of the correlator output by a factor 100 = +20 dB to 0 dB.\n",
@@ -21,6 +21,10 @@
     "* Summing powers from N inputs (like in an incoherent array beamformer = IAB) or summing N powers in time from 1 input (like in auto power statistics of subbands = SST or of beamlets = BST) is equivalent.\n",
     "* The field of view of a voltage beamformer reduces by a factor N, to accomodate for the 'coherent' SNR improvement. The field of view of the incoherent array power beam (IAB) is the same as the field of view of one input, because the 'coherent' SNR of the IAB does not improve.\n",
     "\n",
+    "Usage:\n",
+    "* On command line start: > jupyter notebook\n",
+    "* In browser open the ipynb and run it\n",
+    "\n",
     "References:\n",
     "\n",
     "1. Understanding digital signal processing, R.G. Lyons"
@@ -99,9 +103,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "mean(si) = -0.199964, expected -0.2\n",
+      "mean(si) = -0.200259, expected -0.2\n",
       "std(si) = 0.500000, expected 0.5\n",
-      "rms(si) = 0.538503, expected 0.538516\n"
+      "rms(si) = 0.538613, expected 0.538516\n"
      ]
     }
    ],
@@ -144,21 +148,21 @@
     "Two signal input types:\n",
     "    \n",
     "1. Coherent signals, add up as voltages\n",
-    "2. Incoherent signal, add up as power\n",
+    "2. Incoherent signal, add up as powers\n",
     "\n",
     "In the voltage beamformer the sky signal in the beamlet direction adds coherently and the sky\n",
-    "signals from other directions and the signals from the receivers noise add incoherently. Hence the 'coherent' SNR of the beamlet signal improves by factor S/sqrt(S) = sqrt(S)."
+    "signals from other directions and the signals from the receivers noise add incoherently."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "89845ec3",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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zWbO8jdOmSYrIX8AxY8wNjrvuwg7XeJQrzYNXSuVg2jQ79TEk5JLirgqWs2fR9ANmO2bQ/A70dPL+Cs3l8uCVUhn89RdMnWqXxjt5EpYvh7ZtoU8fV7fMqzm1wIvIdiDLsaErkikQvmRqKoURCH8lefCRkZE89thjxMTEkJKSwqRJkzh06BA7d+5krGN/n332GXv37uX999/n0UcfJSIigtTUVN54440LsQVKeTQRG9Pbr5+dKVOpElx1FbRqZZfHK6LXWjqT/nRz4cCBA7zwwgvs27ePcuXKXciDDwkJybK4gw0la9euHdu3b2fHjh00atSIRx99lO+++47k5GQApk+fTq9evVi6dCnVq1dnx44d7N69m/bt2xdm95RyjhMnoFMn6NYNbrgB9u6FU6fsRUvffw+1a7u6hV7Ps+KCMx1pnyukWTRXkgffpEkTevXqRXJyMg899BCNGjUCbL77kiVLqFevHsnJyTRs2BA/Pz8GDRrEf/7zHzp27EjLli2d3COlnEgE5s6Fl16C+Hg7zj5wYP4/bas80yP4XLiSPPhWrVqxevVqatSoQY8ePZg5cyYAzz77LDNmzGD69On07GlPSVx//fVs3bqVhg0b8t///pd333234DuhlLOlpsKmTdC5M3TtCtddZ4dUX31Vi7uLeNYRvIuk58HffvvtF/Lgd+3aleNz/vjjD2rWrMlzzz1HUlISW7dupXv37jRt2pRjx46xdetWdu7cCcCff/5JxYoV6datG+XLl2fq1KmF0S2lrsyZM/bT9IYNUK6cXS0pOhpCQyEqCvz8YPhwGwqmhd2ltMDnQnoefK9evahfvz59+/blhRdeyPE5YWFhhISEULx4ccqUKXPhCB7g0UcfZfv27VSoUAGwgWWDBw+mSJEiFC9enEmTJjm1P0pdkagoGDUKxo2zQy+NG9tZMdHRNk7gwQfhnnvg7ruhShVXt1ahBf6yAgMD2b9//z/unzFjRo7Pe/rpp3n66aezfGzNmjUMHDjwwu127drRrl27fLVTKadat84GgP35p/33jTfsVajKrekYfCE6e/Ys119/PSVLluSuu+5ydXOUujwRGD/eTmv087Nj7PPmaXH3EHoEn095yYMvX748Bw8eLKymKXXlIiLgu+9g/nwIC4OOHWHmTHAMKyrP4BEFXkRyNXPFFdwxD95ZAXLKB8THwxNP2OIOcO21MHKkneaoFyV5HLcv8P7+/pw5c4ZKlSq5bZF3JyLCmTNn8Pf3d3VTlKeJjYX77oO1a+Gtt+Dxx+0FSvp757HcvsDXrFmTiIgITp069Y/HEhMTfa6Q5abP/v7+1KxZs5BapLxCdDR06AAbN8KcOXbtU+Xx3L7AFy9enDp16mT5WFhYGI0bNy7kFrmWL/ZZOdnhw/bipN274euv4eGHXd0iVUB0UE0pX7ZwoZ3P/vvv8L//aXH3Mm5/BK+UKiA7d9p8mHPnoGpVe5Xp4sUQHGxny2TzSVl5Lj2CV8oXzJoFzZrBoUP2KtM//4StW+3smDVrtLh7KT2CV8pbidiwrwkT7ApKbdrYE6j/+perW6YKiRZ4pbzN4cM2onfxYpsVYwwMGQIffADF9Ffel+i7rZS3iI2Fjz6C0aNtUb/vPnsFaocOdsxd+Rwt8Ep5utOn4bPP4OOP7SpK3brZQq/XQvg8pxZ4Y8wRIBZIBVJEpODWZ1XK10VEwDvvwJdfQmIi3HUXLFoETZu6umXKTRTGEXxbETldCPtRyjeIwNSpdqWk8+ehe3d4+WVo0MDVLVNuRodolPIkR47Ac8/BypV2VszUqVC3rqtbpXIgYmeijhkDJ09CUJC99KBaNbuGyqGIM6zfl0CbNgW/b+PM5EFjzGHgb0CAT0VkShbb9AZ6A1StWjVo7ty5uX79uLg4ypQpU0Ct9Qy+2GfwzX5n7LNJTaXGggXUmT4dMYbfn3+ePzt29MqER296rzdurMAXXwSyd28A5colU6tWAr/9VobExExLGZaMYtmSzZQoUiLP+2jbtu2WbIe/RcRpX0ANx79XATuAVjltHxQUJHkRGhqap+29gS/2WcQH+x0fL1vHjBGZM0dkzBiR4GAREOnYUeToUVe3zqm84b1OSRF57TX7ltWpIzJhgkh8vEhaWpr8cGCZNPvwWaFHSyn18m3S56u3Zdair694X8BmyaamOnWIRkSOO/49aYxZCNwGrHbmPpXyeD/9BM8+S+PDhy/eV62aXUnpkUc0vtdFkpNhyRK45Ra45prstztzxkbqr1hhR9PGjYOixZOZv2c+IeEh7Dixg2plqjHsmf48H/w8Af4BhIWFOaXNTvt8Z4wpbYwpm/498G9gt7P2p5THi4mB55+3s2GKFWP3u+/Cnj22Yhw/biN8tbi7xJEjdtXCTp3guuvgySdh165Lt9m9G155xUbo//wzTJkCo8bHMmnbGOqOq0u3hd04n3qezx/4nMP9D/OfO/5DgH+AU9vtzCP4qsBCxyIdxYCvRGSpE/enlOc6cAAeeAB+/dXOjnn3XU5v2AD167u6ZT4tIcHOPO3b154snTYN9u6FyZPhq6+gVCkoU8YuV3vsGBQvDg8+CM++fJqfz4/m6rGTOJt4lla1WzHxvonce929FDGFd97EaQVeRH4HbnHW6yvlNX780X6mL1ECQkPtoaJymW3b4N13bfjm4cO2sDdtamN80jPZXn/dLlEbEWEvII6Pt7NjmnY4xPSDI3jg55kkpybTuX5nXr39VZrWdM21CTpNUilXSUuzmTGvvw4NG9pDxdq1Xd0qn/Hbb7BlCzRvbi/6TU2FESPsaoUVKkDbtvD003DTTXD//fboPF3FijBgwMXba4+uJSQ8hFfmLcK/mD+9GvViUPNBXFvx2kLvV0Za4JUqDMeP27N0gYH29qlTtnr8+KM9cTp9OpQu7dIm+oLz5+2iVVOnQsbzmvXrg7+/TVB+5BE7BFOxYs6vlZqWyuIDiwkJD2FdxDoqlazEm63e5KXbXqJK6SpO7UduaYFXytm+/BKefRaSkqBePbjnHvjmG5shM2GCHeDVk6dOd/CgXUd82zY7C+b99+HOOyE8HJYts4taffkldO2a89txLvkcM3fMZNS6URyKOkSd8nUY32E8PRv1pHQJ9/ojrQVeKWdJTYX/+z8YPtxedfrgg/aIffJkeyT//ffQqJGLG+n9ROCLL+xiVv7+9m/rww9fvEbs9tth0KDLv07UuSgmbprI+I3jORl/kqBqQcztPJfO9TtTrIh7llL3bJVSni4hwZ44XbzYTn0cN84O4g4YYIPBSpTwyqtQnU3EhmauW2e/B7j6avj3v6FlSyhZ0gZq7tpl1zrZssV+HToErVvD7NlQo0be9nnk7BHGrBvDtG3TiE+Op8O1HRjcfDBtAttg3PyTlxZ4pQra33/bs3Lh4TB+vD10zMjf3zXt8gLjxtlVBgMDL/4YFy2CUaPs7bJl7emNdLVq2dkt/fvbv7NFi2b5slnaFrmNkPAQ5u+ZjzGGrg278urtr9KwasMC7ZMzaYFXKr/OnbPDMaVLQ2QktG9v57XPnw9duri6dR4rMtKe6PTzs7d/+MFeSPTQQ7BgwcUPQPHxsHo1LF9urxVr2NB+3XyzXX42L0SEFb+vICQ8hJW/r6RsibIMaDaA/k37UyugVoH2rzBogVcqP8LC7NF6XJw9PCxa1A7FfP893H23q1vnsRYtshfuliljrxpt0wZ69LAxAV9+eenoVunSdtGqDh2ufH/JqcnM2zOPkeEjL0YJ3DWMPsF9KO9fPp+9cR0t8Epdqc2b7dWnV19tpzxGR9ux9+7doXFjV7fOI/z2G/TpYz/0vPiiHUMPDa3Chx/aH2HduvDpp3akq1o1e0qjIGeTxibFMnXrVMasH8OxmGPUr1Kfzx/4nK4Nu+JXzK/gduQiWuCVuhL79tmqVKmSHRvI65k7HzN7Nrz5pr2QqHNne9+JE9Cunb3Ef9Uqu5Rsly4wYUJ9mje3H4LKlbOZ6QsWwB13FNwqhH/F/cW4DeOYtNm1UQLOpgVeqdw6dQrWrrWrN8yeDcWK2chALe45mjwZXnjB5rZ06WKvFB040A6pREbaYK7z5+2M0vHj4dZbz7J0aYULR+oVK9pUxoJw4PQBRoaPZOZOGyXQqV4nBjcf7LIoAWfTAq9Udo4dg6FDYf9+G0ry99/2fj8/aNbMTum41rWXoru7kBAYMgQ6doRZs2xhf+cd+OQTOHsWvvvO/ijBnijdsQNOntxJ6dKtC6wNIsLaYzZKYPGBxfgX8+eZxs/wyu2vuDxKwNm0wCuVlaQkO5awd68dG2ja1A4IN2tm593pVMcspaXB+vW2cC9ZYiN0H3vMFvfixeHzz+3sljfesOkMGU+MGmOv+woLK5hV5jJHCVQsWZE3W73Ji7e9yFWlryqQfbg7LfBKZWXQINi0CRYutPPy1AWJiTB2rC3e7dvDfffZ4v3FF/YipEOH7OhVy5Z2yKVv34vzz42xR/H9+zvvOq/ElMQLUQIHzxx06ygBZ9MCr1Rqqs1hDwy0wy9z5tiMmEGDtLhnIGKPygcMsLktFSvaUxFFi9rZL3Fx0KSJjdG9/34oXz7713JGcY86F8WkTZMYt3HchSiBeV3m0aleJ7eNEnA23+y1Uuni420RX7nSHnbWr2/n7rVoAR995OrWuVRkpC3gmzfbMMxjx+CPP2xe2sqVNk530yY7Z/3kSXjmGTuCVdhX73tylICzaYFXvis62o4vrFtnz/wlJtqowVKl7PqnGQPAfYSITVacMMHmoqWm2uTFq6+2pyIGD4bevS/+aJo2tV+u4A1RAs6mBV75ptOn7Rm+7dth7lwbAu7j0tcUXbHCXlQ0eLC9evSGG1zdsotEhOW/LSckPIRVh1d5fJSAs2mBV75FxI6xDxxoj+AXLrRz+HzI4cN2WOWHH+wIValSdkx85UoICLAnSvv2da8PMOlRAiHhIew8sZPqZasz/O7h9Anq4/SFqz2Z0wu8MaYosBk4LiK+9Zuk3EdSEmzcCO+9Zw9RmzSxy977QB57crIdhfrhB/u1a5e9v0EDe6QeH28TFl56yV5tWqmSa9ubUVZRAtMfnE7Xhl0pUbSEq5vn9grjCL4/sA8oVwj7UupSc+bYMJP1622RL1v2n3P3vFRKiv0b9tZbdkQqferi6NF27ZFrrnF1C7MXGRvJ+I3jvT5KwNmcWuCNMTWB+4APgFecuS+lLiFir6b54AM7M+bFF6FVK/tVoYKrW1fgRODoUXu0DnYYZvBge2XonXfa7t99t812cWf7T+8n5EAIK9esvBAlMKTFEG6rcZurm+aRsi3wxphOOT1RRL7NxeuPBYYAZfPWLKXyISkJevWCr76ya6FOnOheA8oFJCbGDrksXWrzziIjL328Vi27wHTnzu695GvmKIESRUrwzK2+ESXgbEYk68uCjTHTHd9eBTQHfnLcbguEX2483RjTEbhXRF4wxrQBXs3qOcaY3kBvgKpVqwbNnTs3142Pi4ujTJkyud7eG/hinyF3/faPjOSqVav41/LllDp2jN+ffZajl1tB2Y1l1ee4uKLs3FmelSursnZtJc6fL0rZsskEBf1N48ZnKVkyFYDixdNo1uwM/v5prmh6rqRKKuFnwpl3bB57YvZQrlg5HqrxEPcE3EPNCgUUG+kh8vN73bZt2y0iEpzlgyKS4xewHKiW4XY1YFkunvcREAEcAf4CEoAvc3pOUFCQ5EVoaGietvcGvthnkcv0+/RpkfvvF7EjFSItW4osWlRobXOWxYt/kaVLRd55R+SBB0Rq177YxUqVRF54QeSXX0RSUlzd0rw5l3xOPt38qVw37jrhbaTO2DryyYZPJP58vIj45v/x/PQZ2CzZ1NTcjMHXEpGMH/5OAFdf7kki8hrwGkCGI/huudifUrm3bRt06mTHJ955xy68Ubu2q1t1xSIj7TVWc+bAxo13APYDyA032KtE+/SB4GC7wpGnjTpFnYti4qaJjN84npPxJwmuHuzzUQLOlpuf6ipjzDJgjuP2Y8BK5zVJqRycPWuDUCIjYc8eePttO6/vl1/s1EcPde6cnaY4Y4ZNZGzUCHr2PMyTT9YhONjOT/dUGiXgOpct8CLykjHmYaCV464pIrIwLzsRkTAgLM+tU8qhaHw8vP46jBljIwXStW5tF7e+ynPjX//4w34I2brVBnn16QM33ghhYX/Qpk0dVzfvim2N3EpIeAhf7/laowRc5LIF3hgzXET+AyzM4j6lnEsEpk6l6ZAh9uj9ySftskD/+pe9Sufqq93+JGpMjB12iYqCypXtlzG2OydPwrBhdnrjd995/kW1IsKK31cwYu2IC1ECA5sNpH+z/tQs51snTt1BboZo7gEyF/MOWdynVMESgddeg+HDSbj5ZkqsWGEHoD3E3r125aJZs2yUbnZuusmuOXr99YXXtoKWHiUwMnwkO07s0CgBN5HTPPi+wAvANcaYnRkeKgusdXbDlI8TsVfqjBoFffuyvUsX2nhIcU9KsokIw4bZq0cff9yuSdqgAZw5Y5d2FbHXWwUE2Fx1Zy1+4WxZRQl8/sDndG3YFb9ifq5uns/L6Qj+K+BH7HTHoRnujxWRKKe2Svm2tDQba/jxx9Cvn/33559d3aps/fabHW4pUsQW8IEDbTJjjx52TdLKlS9uW7q0HVXydJGxkYzbMI7JWyZfiBKYdN8kOlzXQaME3Ei2BV5EooFoY8x/gb9EJMkx3fFmY8xMETlbOE1UPuXcOVsZ58+3ZxxHj3bbMfbt220awpIll95fvbq97777XNIsp9p/ej8jw0cya+csklOT6Vy/M4ObD9YoATeVmzH4BUCwMeZaYAqwCHt0f68zG6Z8gIiNNqxSxZ40PXHCpmBt2gQjRsCrr7q8uMfH2ziAr7+G0FC7DF2tWnboZcUKe/u99+xC0iK2ua1a5bxcnaeRTFEC/sX8eaaxRgl4gtwU+DQRSXFk04wXkfHGmG3ObpjycvHx9qKkBQvs7XLlbLpjYqK97+GHXdq8tDS7sPQbb9go3auuskfkiYl26brjx+1jr7ziXcU8o9S0VBYfWExIeAjrItZRqWQl3mz1Ji/d9hJVSldxdfNULuSmwCcbY54AugP3O+7zsGvolFs5csQeqe/ebbNsK1eG/fvtnMH//AeCglzavOPH7d+eVavstMVXXrFH5V6eLnxBYkoiM3fMZGT4SA5FHaJO+Tp80uETejbuSanipVzdPJUHuSnwPYHngQ9E5LAxpg4wy7nNUl4nKgrWrLFXnM6YYSd+//ADtGvn6pZx7pwdbtmzx05t/P57OxNmyhQbRummpwAKXOYogaBqQRol4OFycyXrXuDlDLcPA8Od2SjlRTZtspnsixfbQeoSJezqzZMmucXE73Xr7NH6oUP2dq1a9uLY4cPdonmFIj1KYOq2qSQkJ2iUgBfRP8vKOfbvh/79bVB5hQowdCi0bw+33Qb+/i5rlogd/j91yi70FBICNWvavz+tW7v/ghgFSaMEvJ8WeFXwDh2Ctm3tMMzw4XZ5vLKFv+bLyZP2AqNVq2xhB3uSNCnp4jbPPGNnYvpKYdcoAd+S05WsxUQkpTAbo7zA0aN2bbiUFDveXq+eS5rx/fd2UafoaOjeHUqWtGPpfn4X82Dq14emTV3SvEKnUQK+Kacj+I3ArQDGmPEi0q9wmqQ8Vnpxj462k8YLubiL2L8pkyfbPPWbb4affrIRAb4qNimWz7Z+xtj1Yy+JEnjy5icpUbSEq5unnCynAp/x7EoLZzdEeaikJBuDOH26XRzU399OSWncuNCakJBgi/qnn8LBg3Y0aOhQGxXv56NxKOlRApM2TyI6KZpWtVsx8b6J3HvdvRol4ENyKvBZL9aqVGIiLFtmL+9cvBhiY6FGDVtVn3kGrrnGKbtNSbEfDFJT7WyXKlXsutrDhtmLYO+4w0bGd+liM198UeYogU71OjG4+WCa1vSRsSh1iZwK/I2OFEkD1M2QKGkAEZGbnd465T6yKuoVKsAjj8Cjj9qhGSddCXTsGEyfHki3bvYipMzuvBO++cYWeF+19uhaRoSP0CgBdYmcCrxrzo4p93P+PLRoYZccqljRFvRHHrGV1YkLgyYn20iad9+F5OTatG9v89WrVLkYFxAcbKc3+qI0SWPR/kWXRAm81fotXmzyokYJKCDnNMk/Mt9njKkMnHGs5K18xXvv2eI+bRo89VShrPa8fTv07Gn/fewxePDBDTzxRDOn79cTpEcJjFo3ioNnDmqUgMpWtmdbjDHNjDFhxphvjTGNjTG7gd3ACWNM+8JronKprVvho4/sXMNevZxe3FNS7N+TJk3gr7/g229h7lyoVi3x8k/2clHnonh/9fvUHlubPkv6ULZEWeZ2nsvBfgd58bYXtbirf8hpiOYT4HUgAPgJ6CAi640xNwJzgKU5vbAxxh9YDfg59vONiLxVIK1WheP8eZvNftVVNlqxgInYBadLlLAXGkVE2NiAjRvt0qvjxtkRIV+nUQLqSuVU4IuJyHIAY8y7IrIeQET25/I/VRJwp4jEGWOKA2uMMT+mv45yc/HxdkrKrl12GmSFCgX20omJdp76uHF2CCajSpXsWh+PPFJgu/NYB2MP8umCTzVKQF2xnAp8Wobvz2V67LJj8I5x+vSlhos7vnTs3t1t22ZjFL/6CmJibJxix475esnz522o16ZN9ug8NBROn7YXII0da6fOx8TY4ZkePaBatQLpiUfSKAFVkEx250uNMalAPHZaZEkgIf0hwF9ELjsYa4wpCmwBrgUmiMh/stimN9AboGrVqkFz587NdePj4uIoU6ZMrrf3Bs7oc9GEBK5atYrqS5ZQ9uBBUkuU4FTr1kR27Eh0w4ZXlJcrAgcPlmXZsqqsWlWVmBj73+Vf/zpH/fox3HtvJLfeejbXL+3t73VKWgqhp0KZd2wev8X/RuUSlelYpSOdAztTppj39jsr3v5eZyU/fW7btu0WEcl6RXoRcfoXUB4IBW7KabugoCDJi9DQ0Dxt7w0KtM+pqSKTJomULy8CIg0biowfLxIVla+X/eUXkTvusC/p5yfy6KMi//ufyMmTV/6a3vpexyTGyOjw0VJrdC3hbaT+hPry+dbPJSklyWv7fDm+2O/89BnYLNnU1EJJkxSRs8aYUKA9diaOcrVdu6BPHzt20rYtfPihTd7Kx0m7PXtgyBC7jke1anaM/amnvHdJu/z4K+6vC1ECZxPP0qp2KybdN4kO13XQKAFVYJxW4I0xVYBkR3EvCdyDLhTiHj79FPr1g4AAmDkTunXLV2FPTIT337fJwGXK2OiAfv2glM7a+4f9p/czKnwUM3fOJCUt5UKUwG01bnN105QXcuYRfDXgC8c4fBFgvogsceL+1OWcP28X4Zg82S6+8eWXdtpKLtlxdVi/Hv780y5MnZYGs2bZCPju3WHUKBvFqy4SEdYeW0tIeIhGCahC5bQCLyI7gcKLFFQ5273bLryxZo0dR/nww1xnx4jA4ME2MDIq6p+PX3utDZC8++4CbrOHS01LZfGBxYwIH8H6iPUaJaAKna7o5O1+/dXm5n71lR0/mT0bunbN00t8+KE9Mu/cGTp0gGbNoG5dKFLEjuwUK+Y7C1PnRnqUwMjwkRyKOnQhSqBHox6ULuGjMZfKJbTAe6vERHvN/4gRNl5g8GB75J6HIRmABQvgv/+1V5bOmqWFPCdR56KYuGki4zeO52T8SYKrBzOvyzw61etEsSL6q6YKn/6v80br1tncmP377bX/H32Up6uHRODcORtD89RTcPvtMHWqFvfsZBUlMKTFEFrXbq1RAsqltMB7CxFYudLm6X73nV0RY+lSaNcux6elR/Ju3WojeI8dgzNn7P0AV18NCxfaq03VpbZGbiUkPORClMCTDZ/k1eavctNVN7m6aUoBWuC9w/LlMGAA7Ntnw9L/7//scEzZsjk+LS7Orn60bJldPvXqq+GWW+xLBATYr44doWrVwumGJxARlv+2nJDwkAtRAgOaDWBAswEaJaDcjhZ4T5acDG++aSee33gjfPGFXYwjF4fbp0/DfffB5s12+OWZZwqhvR4sOTWZeXvmMTJ8JDtO7KB62eoMv3s4vYN6U96/vKubp1SWtMB7qiNH7JnP8HB47jmb2pWLK4vS0uyQy9ChNp534UJ44AGnt9ZjxSbFMnXrVMasH8OxmGM0qNKA6Q9Op2vDrpQoWsLVzVMqR1rgPY2ITXscNMie9ZwzBx5//LJPS0iwi2d89BHs3QvXX2+H7Fu0KIQ2e6DMUQKta7fWKAHlcbTAe5KjR7l5yBA7rnLnnfD551C7drabJyfb1ZAWLLDD9OfO2YjeOXNs3rqT1sj2aPtP72dk+Ehm7ZylUQLK42mB9wTnzkFICAwbRoAITJxog8KKZH8kGRoKL75oz7vWrGnH2B9+GNq0yfFpPkmjBJS30gLv7pYuheeft2vbPfooGzt14vbHHsty03Pn7JD81Kn2yL1OHVi82M6E0enY/5QeJRASHsK6iHVUKlmJN1u9yUu3vaRRAsoraIF3V6mp8M479mrUBg3sIXmbNiSFhf1j09BQ+OADGzOTlAR+fvDWW/Cf/0DJkoXfdHd3LvkcM3fMZNS6URyKOsQ1Fa7hkw6f0LNxT124WnkVLfDu6PRpmxezYgX07AkTJmRZqRMS4LXXbO56YKAdkrnrLmjZ8rJT4H1SepTAuA3jOJVwSqMElNfT/9XuZuNGe/XRyZPw2Wd2TdRMUlNhyRJ7LdPBgzZ7fdgwzV/PjkYJKF+lBd5diNiFOPr3t7kxa9dCUNAlm5w5A3Pm1KJHDzskHxhopzredZdLWuz2tkVuIyQ8hPl75muUgPJJWuDdwa5dNtL322+zXIjjyBEYPRqmTYOEhLq0bWtvP/CAjepVF2mUgFIXaXlwpS1b4N137VSXMmXsundDh16YoH70qD1ZOmuWndrYtSu0arWJXr2auLjh7ic9SiAkPISdJ3ZeiBLoE9SHAP8AVzdPKZfQAu8Kp07Zs6PTpkGFCvbovV8/qFgRgL//totsjB9vN3/5ZXjlFTufPSws3nXtdkOZowTqV6mvUQJKOWiBL2zTptnFN2JjbdzAm29CuXKAHYafNcvefeaMXeP03XdtyqO6VGRs5IUogeikaI0SUCoLTivwxphawEygKiDAFBH52Fn78wjvvWcLeps2dupj/foXHtq92x7Eh4XZJfFWrIBGjVzVUPe179Q+RoaP5MtdX2qUgFKX4cwj+BRgkIhsNcaUBbYYY1aIyF4n7tM9icAbb9irkZ5+2h7FFy1Kaip8/70dilm5EsqXtxNpnn1W4wQyEhF2Re9izNwxGiWgVB44rcCLSCQQ6fg+1hizD6gB+FaBT062E9bHjrWxvpMnczSiCNOnw/TpdrpjzZq29vfuDZUru7rB7iM9SmBE+AjWR6ynUslKvNX6LV5s8qJGCSiVC0ZEnL8TYwKB1cBNIhKT6bHeQG+AqlWrBs2dOzfXrxsXF0eZMmUKsKUFq+zevdwwahRlfv+diE6d2N6jPyEj6/HLL7aKBwX9TceOkdxxx2mKFs3d++DufS4ISalJLDuxjK8jvibiXATV/avzQJUHeLD2g/gX9Z21A33hvc6KL/Y7P31u27btFhEJzvJBEXHqF1AG2AJ0uty2QUFBkhehoaF52r7QJCaKDBggYoxIjRoi//ufHD8ucvPNIsWKifz3vyJHjlzZS7ttnwvA6fjT8m7Yu1JlRBXhbSR4SrDM2z1PklOTvbrf2fHFPov4Zr/z02dgs2RTU506i8YYUxxYAMwWkW+duS+3ERkJnTvDunXQty8MG8a+4+VofztERdkx93//29WNdC9Hzh5h9LrRTNs2TaMElCpAzpxFY4BpwD4RGe2s/biVDRts6Hp0NMyfT/JDj/DJJ3aae8mS8PPPcOutrm6k+9gauZWQ8BC+3vO1Rgko5QTOPIJvATwF7DLGbHfc97qI/ODEfbrOggX2UtMaNWDZMladbMjLjezyeO3aweTJNjvG10kWUQIDmw2kf7P+GiWgVAFz5iyaNYBvfL6ePBleeAGaN+fU1EUMfL8Ss2fDNdfAokVw//264EZ6lMDI8JHsOLFDowSUKgR6JWt+iNhFOd55B+nYkZn3zmNg81LExdnrmV57Dfx9Z9JHljJHCTSo0kCjBJQqJFrgr9SBA3Zd1J9/JvXpnjxvpjD1hWK0amUvVrrxRlc30LUyRwm0qt1KowSUKmRa4PMqOdkmgX34IZQqRdzoKXT837P8vNrw5ps2/dGXr0Ldf3o/I8NHMmvnLI0SUMrFtMDnRUICPPII/PADaY8/wQ93j2HAR1U5dsxGuD/5pKsb6BoiwtpjawkJD9EoAaXciBb43IqKgvvvR9av55cnP+WZDb35dS7UrWsXvW7e3NUNLHypaaksOrCIkPAQjRJQyg1pgc+NY8egQwfk0CGGNZ7P67M7ExwMX39tp7071ufwGeeSzzFzx0xGrRvFoahDXFPhGj7p8Ak9G/ekVHFdGFYpd6EF/nI2bIAHHyQtPoF+dZcyaWtbPvnEzor0tamPZxLOMGnzJMZtGMephFMEVQtiXpd5dKrXiWJF9L+SUu5GfytzMmcO9OxJcpXqPFRpFT8dbsCCBfao3ZdolIBSnkkLfFZE7CyZ//6X0zfeQZNj3xLjV4WVK6FFC1c3rvBkjBIoYorQtWFXBt0+iIZVG7q6aUqpXNACn1laGgwYAOPHs/nGJ2mxfxqNm/rx83zfWDpPowSU8h5a4DM6f96uuDR3LrOrvsJT+0Po93IRQkKghJdfdJkeJRASHsLOEzupXrY6I+4eQe+g3holoJSH0gKfLiUFHn8cFi7kjRLD+SRxMN8sMHTq5OqGOVdsUiyfbf2MsevHcizmGPWr1NcoAaW8hBZ4gLQ05LnnMAsX0o9x7Gjajx1feveQTHqUwOQtkzmbeJbWtVtrlIBSXkYLvAjyyiDMjBm8yTvIi/34aSwU89KfjEYJKOU7vLSM5cF772E+HstY+nP6+TeYMN775rdnFyUw6PZB1K1Y19XNU0o5iW8X+JAQeOstZvA0e3qN5tMJxquKe2paKosPLCYkPIR1Ees0SkApH+OzBV7GjccMGcJcHuPnp6YxdUoRr0mB1CgBpRT4aIGXz6dj+r/MQh4irNcspn1W1CuK+5mEM0zcNJFPNn3CyfiTBFcP1igBpXyYz/3Wy8pVpD3Xm5X8m7A+c5k4sbjHF/cjZ48wZt0Ypm6bSkJyAvdedy+Dmw/WKAGlfJzTCrwx5nOgI3BSRG5y1n7yZP9+ku7vzKG0G1nZ+2vGTvLz6DH3rKIEXm3+Kjdd5R4/bqWUaznzCH4G8Akw04n7yL3Tp4lueR+JiX5Me2gJoyeV88jiLiIs+3WZRgkopS7LaQVeRFYbYwKd9fp5kpLCydZdKHf6OO+1CCNkfm2PG5ZJTk1m7u65vL3lbX5f/TvVy1Zn+N3D6RPUR6MElFJZMiLivBe3BX5JTkM0xpjeQG+AqlWrBs2dOzfXrx8XF0eZMmUuu12Fjz7nluWzeK3GZNpMq4efX1qu9+FqCSkJLIlcwoLjCziZdJJa/rV4ovYT3HXVXZQo4jtRArl9r72JL/YZfLPf+elz27Ztt4hIcJYPiojTvoBAYHdutw8KCpK8CA0Nvew2MV98KwIyo3RfOXEiTy/vUn/G/ClDVwyVgI8ChLeR1tNby5IDS2TVT6tc3TSXyM177W18sc8ivtnv/PQZ2CzZ1FSvnkWTuv8QRZ7pwSbThHo/juGqq1zdosu7XJRA2J9hrm2gUspjeG+BT0riZJtHKZFSjEMffk3Xln6ublG2JJsogVduf4VrK17r6uYppTyUM6dJzgHaAJWNMRHAWyIyzVn7y+zw029R58R2Pr5rMS8PrV1Yu82T1LRUFh1YREh4COsj1muUgFKqQDlzFs0Tznrty4la9Au1541gfvnneG7x/W43HTK7KIEejXpQukRpVzdPKeUlvG6IJu1sDOcf785hcw0Nlo6mlBtFr0Sdi2LipomM2zCOUwmnLkQJdK7XmaJFirq6eUopL+N1BX73PQNpkHiU9UPW8FBT95hqlTlKoMO1HRjSYohGCSilnMqrCvyJFTu5efPnLLxuCA8Nu93VzdEoAaWUS3lVgf+z99v4EcCt84e6bNxdRFj+23JGhI/gp8M/aZSAUsplvKbARyzeSuMjC1nS5B06NqpQ6PtPTk1m3p55hISHsPPETqqVqaZRAkopl/KaAn/yxbcpRQWCZvYv1P3GJsXy2dbPGLt+LMdijtGgSgOmPzidrg27UqKo70QJKKXcj1cU+N/nbeLWiO/48Y4P6HBj4RwtR8ZGMm7DOCZtnkR0UjSta7dm0n2T6HBdB4oYD0syU0p5Ja8o8Gf7v8UZU4nbZvVz+r72ndrHqHWjso0SUEopd+HxBf7sH9GUO/M7W+8awj2BZZ2yDxFhzdE1hISH8N3B7/Av5s+zjZ/lldtfoW7Fuk7Zp1JK5ZfHF/jytQPwi9pNteTUAn9tjRJQSnkyjy/wACXLFqMgu5JVlMCEeyfQo1EPShV3o0tjlVIqB15R4AtKVlEC87vMp1O9TholoJTyOFrggcN/H2bM+jFM2zaNhOQE7r3uXgY3H6xRAkopj+bTBT49SmD+nvkUNUU1SkAp5VV8rsCnRwmEhIew6vAqypYoyyvNXtEoAaWU1/GZAp+cmszc3XMZuW4kO0/spHrZ6holoJTyal5f4DVKQCnlq7y2wGuUgFLK13ldgd9/ej8jw0deEiUwpPkQmtRo4uqmKaVUoXJqgTfGtAc+BooCU0VkmDP2IyKsPbaWEWtH8N3B7yhZrKRGCSilfJ7TCrwxpigwAbgHiAA2GWMWi8jegtxPTFIM7b5sp1ECSimViTOP4G8DfhWR3wGMMXOBB4ECLfDl/MpxbcVr6dawGz0b99QoAaWUcjAi4pwXNqYL0F5EnnXcfgpoKiIvZdquN9AboGrVqkFz587N9T7i4uIoU8Y9FtYuLL7YZ/DNfvtin8E3+52fPrdt23aLiARn9ZjLT7KKyBRgCkBwcLC0adMm188NCwsjL9t7A1/sM/hmv32xz+Cb/XZWn505X/A4UCvD7ZqO+5RSShUCZxb4TcB1xpg6xpgSwOPAYifuTymlVAZOG6IRkRRjzEvAMuw0yc9FZI+z9qeUUupSTh2DF5EfgB+cuQ+llFJZ02v2lVLKS2mBV0opL6UFXimlvJTTLnS6EsaYU8AfeXhKZeC0k5rjrnyxz+Cb/fbFPoNv9js/fa4tIllms7hVgc8rY8zm7K7g8la+2GfwzX77Yp/BN/vtrD7rEI1SSnkpLfBKKeWlPL3AT3F1A1zAF/sMvtlvX+wz+Ga/ndJnjx6DV0oplT1PP4JXSimVDS3wSinlpTyywBtj2htjDhhjfjXGDHV1e5zFGFPLGBNqjNlrjNljjOnvuL+iMWaFMeaQ498Krm5rQTPGFDXGbDPGLHHcrmOM2eB4z+c5Ekq9ijGmvDHmG2PMfmPMPmPM7d7+XhtjBjr+b+82xswxxvh743ttjPncGHPSGLM7w31ZvrfGGufo/05jzK1Xul+PK/AZ1nrtANQHnjDG1Hdtq5wmBRgkIvWBZsCLjr4OBVaJyHXAKsdtb9Mf2Jfh9nBgjIhcC/wNPOOSVjnXx8BSEbkRuAXbf699r40xNYCXgWARuQmbOvs43vlezwDaZ7ovu/e2A3Cd46s3MOlKd+pxBZ4Ma72KyHkgfa1XryMikSKy1fF9LPYXvga2v184NvsCeMglDXQSY0xN4D5gquO2Ae4EvnFs4o19DgBaAdMAROS8iJzFy99rbKJtSWNMMaAUEIkXvtcishqIynR3du/tg8BMsdYD5Y0x1a5kv55Y4GsAxzLcjnDc59WMMYFAY2ADUFVEIh0P/QVUdVW7nGQsMARIc9yuBJwVkRTHbW98z+sAp4DpjqGpqcaY0njxey0ix4GRwFFsYY8GtuD973W67N7bAqtxnljgfY4xpgywABggIjEZHxM7z9Vr5roaYzoCJ0Vki6vbUsiKAbcCk0SkMRBPpuEYL3yvK2CPVusA1YHS/HMYwyc46731xALvU2u9GmOKY4v7bBH51nH3ifSPbI5/T7qqfU7QAnjAGHMEO/x2J3ZsurzjYzx453seAUSIyAbH7W+wBd+b3+u7gcMickpEkoFvse+/t7/X6bJ7bwusxnligfeZtV4dY8/TgH0iMjrDQ4uBpx3fPw0sKuy2OYuIvCYiNUUkEPve/iQiTwKhQBfHZl7VZwAR+Qs4Zoy5wXHXXcBevPi9xg7NNDPGlHL8X0/vs1e/1xlk994uBro7ZtM0A6IzDOXkjYh43BdwL3AQ+A34P1e3x4n9vAP7sW0nsN3xdS92THoVcAhYCVR0dVud1P82wBLH99cAG4Ffga8BP1e3zwn9bQRsdrzf/wMqePt7DbwD7Ad2A7MAP298r4E52PMMydhPa89k994CBjtT8DdgF3aW0RXtV6MKlFLKS3niEI1SSqlc0AKvlFJeSgu8Ukp5KS3wSinlpbTAK6WUl9ICr66YMUaMMaMy3H7VGPN2Ab32DGNMl8tvme/9POJIbgzN5fY/GGPKF3AbAjOmDGa4v7ox5pusnpPP/TUyxtxb0K+r3I8WeJUfSUAnY0xlVzckowxXQebGM8BzItI2NxuLyL1iQ8CcTkT+FBFn/JFrhL2eQnk5LfAqP1Kwa0kOzPxA5iNwY0yc4982xpifjTGLjDG/G2OGGWOeNMZsNMbsMsbUzfAydxtjNhtjDjoyatJz4kOMMZscWdl9MrzuL8aYxdirITO35wnH6+82xgx33Pcm9mKyacaYkEzbVzPGrDbGbHc8p6Xj/iPpf9CMMW8Yuy7BGkeW+auO+8OMMcMdfTqY4bmBjjZudXw1z+mHm/HI3hjTwxjzrTFmqbH54SMy/myNMWOMzVVfZYypkqEdwY7vKzvaXgJ4F3jM0bfHjDGtHd9vdwSdlc2pXcpz5OVIR6msTAB2Ziw4uXALUA8bn/o7MFVEbjN2QZN+wADHdoHYeOi6QKgx5lqgO/bS7SbGGD9grTFmuWP7W4GbRORwxp0ZY6pjM8aDsPniy40xD4nIu8aYO4FXRWRzpjZ2BZaJyAfGrkFQKtNrNgE6O/pSHNiKTUJMV8zRp3uBt7C5KyeBe0Qk0RhzHfbqxuA8/NwaYRNFk4ADxpjxInIMG9K1WUQGOv5ovQW8lNULiMh5xzbBIvKSoy/fAS+KyFpjg+0S89Am5cb0CF7li9h0y5nYhRtya5PYrPsk7OXY6QV6F7aop5svImkicgj7h+BG4N/YnI7t2OjkStiFEQA2Zi7uDk2AMLGhVinAbGz2eo5tBHo6zik0FJvHn1ELYJGIJDoe+y7T4+nBcFsy9Kk48JkxZhf2Evy8LlSzSkSiRSQR+ymltuP+NGCe4/svsZ9K8mItMNoY8zJQXi5G9SoPpwVeFYSx2LHs0hnuS8Hx/8sYUwTIuOxaUobv0zLcTuPST5WZczQEm9PRT0QaOb7qiEj6H4j4/HTikh3ZBRpaYVP8ZhhjuufxJdL7lMrFPg0ETmCP+oO59GeSl9fM/LqZpf/cLrwHgH92Lyoiw4BngZLYT0Q35rFdyk1pgVf5JiJRwHwuXVrtCHZIBOAB7NFrXj1ijCniGJe/BjgALAP6GhujjDHmemMXxsjJRqC1Yxy6KPAE8HNOTzDG1AZOiMhn2JWlMq+LuRa439g1RMsAHXPRnwAgUkTSgKewS9QVhCJcTF/sCqxxfH+Ei+9BxpO1scCFcXZjTF0R2SUiw7GfXLTAewkt8KqgjAIyzqb5DFtUdwC3c2VH10exxflH4HnH0MRU7PDEVscJyE+5zLkksVGrQ7ExtDuALSJyuQjaNsAOY8w24DFsJn3G19yEjXXd6WjfLuyKRDmZCDzt+JncSMF94ogHbnP8PO7EnkQFu1pSX0cfMr43oUD99JOswADHieSd2LTDHwuoXcrFNE1SqStkjCkjInHGmFLAaqC3ONbQLeR2xIlImcLer3J/OotGqSs3xRhTHzu+/YUrirtSOdEjeKWU8lI6Bq+UUl5KC7xSSnkpLfBKKeWltMArpZSX0gKvlFJe6v8BcgxAM+P+71EAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -170,7 +174,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -282,13 +286,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "8713e865",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -300,7 +304,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -312,7 +316,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -428,7 +432,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "470fd269",
    "metadata": {},
    "outputs": [
@@ -441,7 +445,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -453,7 +457,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
-- 
GitLab