Update notebooks

1 files changed, 221 insertions, 63 deletions

diff --git a/notebooks/dsss_experiments-ber.ipynb b/notebooks/dsss_experiments-ber.ipynb
index eb1639e..718d05c 100644
--- a/notebooks/dsss_experiments-ber.ipynb
+++ b/notebooks/dsss_experiments-ber.ipynb
@@ -166,7 +166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -199,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -222,7 +222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -243,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -280,7 +280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -294,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -306,8 +306,8 @@
     },
     {
      "data": {
-      "application/pdf": 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\n",
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\n",
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v8uCounh9DOtLsMLopXssfK5CH8z0TDt3SSO98KYTEWYPBVKZnZGVOj1ifbdA/59lK/j7yc/z/QsVKFwqCmVuZHN0cmVhbQplbmRvYmoKMTcgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA5MCA+PgpzdHJlYW0KeJxNjUESwCAIA++8Ik9QRND/dHrS/1+r1A69wE4CiRZFgvQ1aksw7rgyFWtQKZiUl8BVMFwL2u6iyv4ySUydhtN7twODsvFxg9JJ+/ZxegCr/XoG3Q/SHCJYCmVuZHN0cmVhbQplbmRvYmoKMTggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA4MCA+PgpzdHJlYW0KeJxFjLsNwDAIRHumYAR+JmafKJWzfxsgStxwT7p7uDoSMlPeYYaHBJ4MLIZT8QaZo2A1uEZSjZ3so7BuX3WB5npTq/X3BypPdnZxPc3LGfQKZW5kc3RyZWFtCmVuZG9iagoxOSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDMxNyA+PgpzdHJlYW0KeJw1UktyQzEI279TcIHOmL99nnSyau6/rYQnK7AtQEIuL1nSS37UJdulw+RXH/clsUI+j+2azFLF9xazFM8tr0fPEbctCgRREz34MicVItTP1Og6eGGXPgOvEE4pFngHkwAGr+FfeJROg8A7GzLeEZORGhAkwZpLi01IlD1J/Cvl9aSVNHR+Jitz+XtyqRRqo8kIFSBYudgHpCspHiQTPYlIsnK9N1aI3pBXksdnJSYZEN0msU20wOPclbSEmZhCBeZYgNV0s7r6HExY47CE8SphFtWDTZ41qYRmtI5jZMN498JMiYWGwxJQm32VCaqXj9PcCSOmR0127cKyWzbvIUSj+TMslMHHKCQBh05jJArSsIARgTm9sIq95gs5FsCIZZ2aLAxtaCW7eo6FwNCcs6Vhxtee1/P+B0Vbe6MKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDMzOCA+PgpzdHJlYW0KeJw1Ujmu3UAM630KXSCAds2c5wWpfu7fhpRfCkO0VoqajhaVafllIVUtky6/7UltiRvy98kKiROSVyXapQyRUPk8hVS/Z8u8vtacESBLlQqTk5LHJQv+DJfeLhznY2s/jyN3PXpgVYyEEgHLFBOja1k6u8Oajfw8pgE/4hFyrli3HGMVSA26cdoV70PzecgaIGaYlooKXVaJFn5B8aBHrX33WFRYINHtHElwjI1QkYB2gdpIDDmzFruoL/pZlJgJdO2LIu6iwBJJzJxiXTr6Dz50LKi/NuPLr45K+kgra0zad6NJacwik66XRW83b309uEDzLsp/Xs0gQVPWKGl80KqdYyiaGWWFdxyaDDTHHIfMEzyHMxKU9H0ofl9LJrookT8ODaF/Xx6jjJwGbwFz0Z+2igMX8dlhrxxghdLFmuR9QCoTemD6/9f4ef78Axy2gFQKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0OCA+PgpzdHJlYW0KeJwtUTmSA0EIy+cVekJz0++xy5H3/+kKygGDhkMgOi1xUMZPEJYr3vLIVbTh75kYwXfBod/KdRsWORAVSNIYVE2oXbwevQd2HGYC86Q1LIMZ6wM/Ywo3enF4TMbZ7XUZNQR712tPZlAyKxdxycQFU3XYyJnDT6aMC+1czw3IuRHWZRikm5XGjIQjTSFSSKHqJqkzQZAEo6tRo40cxX7pyyOdYVUjagz7XEvb13MTzho0OxarPDmlR1ecy8nFCysH/bzNwEVUGqs8EBJwv9tD/Zzs5Dfe0rmzxfT4XnOyvDAVWPHmtRuQTbX4Ny/i+D3j6/n8A6ilWxYKZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIxMCA+PgpzdHJlYW0KeJw1UMsNQzEIu2cKFqgUAoFknla9df9rbdA7YRH/QljIlAh5qcnOKelLPjpMD7Yuv7EiC611JezKmiCeK++hmbKx0djiYHAaJl6AFjdg6GmNGjV04YKmLpVCgcUl8Jl8dXvovk8ZeGoZcnYEEUPJYAlquhZNWLQ8n5BOAeL/fsPuLeShkvPKnhv5G5zt8DuzbuEnanYi0XIVMtSzNMcYCBNFHjx5RaZw4rPWd9U0EtRmC06WAa5OP4wOAGAiXlmA7K5EOUvSjqWfb7zH9w9AAFO0CmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL0Jhc2VGb250IC9EZWphVnVTYW5zIC9DaGFyUHJvY3MgMTUgMCBSCi9FbmNvZGluZyA8PCAvRGlmZmVyZW5jZXMgWyA0OCAvemVybyAvb25lIC90d28gL3RocmVlIC9mb3VyIC9maXZlIC9zaXggXQovVHlwZSAvRW5jb2RpbmcgPj4KL0ZpcnN0Q2hhciAwIC9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnREZXNjcmlwdG9yIDEzIDAgUgovRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXSAvTGFzdENoYXIgMjU1IC9OYW1lIC9EZWphVnVTYW5zCi9TdWJ0eXBlIC9UeXBlMyAvVHlwZSAvRm9udCAvV2lkdGhzIDEyIDAgUiA+PgplbmRvYmoKMTMgMCBvYmoKPDwgL0FzY2VudCA5MjkgL0NhcEhlaWdodCAwIC9EZXNjZW50IC0yMzYgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnROYW1lIC9EZWphVnVTYW5zIC9JdGFsaWNBbmdsZSAwCi9NYXhXaWR0aCAxMzQyIC9TdGVtViAwIC9UeXBlIC9Gb250RGVzY3JpcHRvciAvWEhlaWdodCAwID4+CmVuZG9iagoxMiAwIG9iagpbIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwCjYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgMzE4IDQwMSA0NjAgODM4IDYzNgo5NTAgNzgwIDI3NSAzOTAgMzkwIDUwMCA4MzggMzE4IDM2MSAzMTggMzM3IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYKNjM2IDYzNiAzMzcgMzM3IDgzOCA4MzggODM4IDUzMSAxMDAwIDY4NCA2ODYgNjk4IDc3MCA2MzIgNTc1IDc3NSA3NTIgMjk1CjI5NSA2NTYgNTU3IDg2MyA3NDggNzg3IDYwMyA3ODcgNjk1IDYzNSA2MTEgNzMyIDY4NCA5ODkgNjg1IDYxMSA2ODUgMzkwIDMzNwozOTAgODM4IDUwMCA1MDAgNjEzIDYzNSA1NTAgNjM1IDYxNSAzNTIgNjM1IDYzNCAyNzggMjc4IDU3OSAyNzggOTc0IDYzNCA2MTIKNjM1IDYzNSA0MTEgNTIxIDM5MiA2MzQgNTkyIDgxOCA1OTIgNTkyIDUyNSA2MzYgMzM3IDYzNiA4MzggNjAwIDYzNiA2MDAgMzE4CjM1MiA1MTggMTAwMCA1MDAgNTAwIDUwMCAxMzQyIDYzNSA0MDAgMTA3MCA2MDAgNjg1IDYwMCA2MDAgMzE4IDMxOCA1MTggNTE4CjU5MCA1MDAgMTAwMCA1MDAgMTAwMCA1MjEgNDAwIDEwMjMgNjAwIDUyNSA2MTEgMzE4IDQwMSA2MzYgNjM2IDYzNiA2MzYgMzM3CjUwMCA1MDAgMTAwMCA0NzEgNjEyIDgzOCAzNjEgMTAwMCA1MDAgNTAwIDgzOCA0MDEgNDAxIDUwMCA2MzYgNjM2IDMxOCA1MDAKNDAxIDQ3MSA2MTIgOTY5IDk2OSA5NjkgNTMxIDY4NCA2ODQgNjg0IDY4NCA2ODQgNjg0IDk3NCA2OTggNjMyIDYzMiA2MzIgNjMyCjI5NSAyOTUgMjk1IDI5NSA3NzUgNzQ4IDc4NyA3ODcgNzg3IDc4NyA3ODcgODM4IDc4NyA3MzIgNzMyIDczMiA3MzIgNjExIDYwNQo2MzAgNjEzIDYxMyA2MTMgNjEzIDYxMyA2MTMgOTgyIDU1MCA2MTUgNjE1IDYxNSA2MTUgMjc4IDI3OCAyNzggMjc4IDYxMiA2MzQKNjEyIDYxMiA2MTIgNjEyIDYxMiA4MzggNjEyIDYzNCA2MzQgNjM0IDYzNCA1OTIgNjM1IDU5MiBdCmVuZG9iagoxNSAwIG9iago8PCAvZml2ZSAxNiAwIFIgL2ZvdXIgMTcgMCBSIC9vbmUgMTggMCBSIC9zaXggMTkgMCBSIC90aHJlZSAyMCAwIFIKL3R3byAyMSAwIFIgL3plcm8gMjIgMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxNCAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9DQSAwIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4KL0EyIDw8IC9DQSAxIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgPj4KZW5kb2JqCjIgMCBvYmoKPDwgL0NvdW50IDEgL0tpZHMgWyAxMCAwIFIgXSAvVHlwZSAvUGFnZXMgPj4KZW5kb2JqCjIzIDAgb2JqCjw8IC9DcmVhdGlvbkRhdGUgKEQ6MjAyMTA0MTIxMjE5MzkrMDInMDAnKQovQ3JlYXRvciAoTWF0cGxvdGxpYiB2My4zLjQsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My4zLjQpID4+CmVuZG9iagp4cmVmCjAgMjQKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMDc0NDEgMDAwMDAgbiAKMDAwMDAwNzI0NyAwMDAwMCBuIAowMDAwMDA3Mjc5IDAwMDAwIG4gCjAwMDAwMDczNzggMDAwMDAgbiAKMDAwMDAwNzM5OSAwMDAwMCBuIAowMDAwMDA3NDIwIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM5NSAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDM0ODcgMDAwMDAgbiAKMDAwMDAwNjA4MyAwMDAwMCBuIAowMDAwMDA1ODgzIDAwMDAwIG4gCjAwMDAwMDU1NDcgMDAwMDAgbiAKMDAwMDAwNzEzNiAwMDAwMCBuIAowMDAwMDAzNTA4IDAwMDAwIG4gCjAwMDAwMDM4MjggMDAwMDAgbiAKMDAwMDAwMzk5MCAwMDAwMCBuIAowMDAwMDA0MTQyIDAwMDAwIG4gCjAwMDAwMDQ1MzIgMDAwMDAgbiAKMDAwMDAwNDk0MyAwMDAwMCBuIAowMDAwMDA1MjY0IDAwMDAwIG4gCjAwMDAwMDc1MDEgMDAwMDAgbiAKdHJhaWxlcgo8PCAvSW5mbyAyMyAwIFIgL1Jvb3QgMSAwIFIgL1NpemUgMjQgPj4Kc3RhcnR4cmVmCjc2NTgKJSVFT0YK\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -332,7 +332,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -341,7 +341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -350,7 +350,7 @@
        "Text(0.5, 1.0, 'Ricker wavelet, w=69 a=7.3')"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -363,8 +363,8 @@
     },
     {
      "data": {
-      "application/pdf": 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\n",
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/PKDI5aSmtZuWTo/RpYgoJ0EuLKm923/xBjP2jwdM669NWuUi3CTIhSVV1pl3oDNgev+vBeknF+EmQS4sqTxwxoqJu1ZynAmMSo6XFrkIOwlyYUkVtW04E+MYk55odCmDUkrJVH0RERLkwpIqatqZ7koz/YUbivKcVNa24/UN/9q4QgyVBLmwHK21f40VEy1dO5jprjS6er0caeo0uhQRxSTIheVUNXfh7ukz5WJZAwW+bPbI2uQijCTIheUEBg+t0CKfkuPEpt4bnBUiHCTIheUETueblmv+IE9y2JmQnSJXCxJhJUEuLKeitp3xWcmkJMQZXcqQTHfJVH0RXhLkwnLKa9tMPRFooCKXk8ONnXT09BldiohSEuTCUrp7vRxq6GCaBQY6AwKTlqRVLsJFglxYyt46Nz4N0y3WIof3lhUQItQkyIWl7OkPw6kWCvL8jCSSHXb2SItchIkEubCUyrp2HHE2xmcmG13KkNlsiqm5TglyETYS5MJSKmrbmZKTSpzdWm/dablO6VoRYWOtT4OIeZW17ZY4f3ygqS4njR0ejrf3GF2KiEIS5MIyWjt7qW3rPnHBBiuRAU8RThLkwjKsONAZMDU3sOaKBLkIPQlyYRmBhaes2LUy2plAVopDglyEhQS5sIw9de04E+PIM/HFJD7M1FzniV8VQoSSBLmwjMpaN9Nynaa/mMRgprn8Z6745CITIsQkyIUl+C8m0WbJgc6AaS4nnR4v1S1dRpcioowEubCEurYe2rr7LB/kIGuuiNCTIBeWUGHhgc6AKTmpgJyCKEIvqCBXSs1XSt2hlLpHKZXSv22lUmpjSKsTol8g/KZaOMidifHkZyRJi1yEnNJ6+AMvSqm7gVuBJUCm1vqZ/u33aa1vGuQxq4HVALm5uQvWrVsXdNGh4Ha7SU1NNbSG4bJazaGs9+HSHt5t9HLfsvCtsTK34Sa8Xi9luWvCdox7S7pp7PJxx0dC9zys9r4A69VslnqXLVtWorVeOHD7SC6xMqxvAK31WmAtwMKFC/XSpUtHcOiR27hxI0bXMFxWqzmU9f687A2KxzlYunRxSPZ3SuszaGlpCetrvKW7godfP8CSj5yLIy40PZtWe1+A9Wo2e73BvpPWAbcBlwEFSimbUup8YJ5S6vOhKk4IAK9Ps7fOben+8YAil5M+n+ZgQ4fRpYgoElSLXGtdApQM2Pxq/58QIXW4sYOePp+lz1gJODFVv649Kp6PMAc5a0WYXmCgMxqCr3B0KnE2dWK5ASFCQYJcmN6eWjdKwZQc6we5I87GxOwU9tS6jS5FRBEJcmF6e+raGJ+ZTJLDbnQpITHN5WRPnbTIRehIkAvT21PbbunzxwealuvkaFMXHT19RpciooQEuTC17l4vhxo7T1yYIRpMk4tMiBCTIBemtv+4G69PW/JiEoORIBehJkEuTC1wIYZoOIc8YOyoZJLi7TJVX4SMBLkwtT117TjsNiZkpxhdSsjYbIqpualytSARMhLkwtTKa9qZnJNKvD263qpFrjQqatsJZq0jIQaKrk+HiDoVNW1Mz0szuoyQm57npKnDw/H2HqNLEVFAglyYVqO7h/r2HqbnRU//eEBR/5dTuXSviBCQIBemFRgMLHJFYYu8/zmV18jEIDFyEuTCtAIhF40t8vTkeMakJ1IhQS5CQIJcmFZ5TTujnQlkpSYYXUpYFOWlySmIIiQkyIVpVdRG50BnQJHLyb56Nz19XqNLERYnQS5MqdfrY2+dm+lRNKNzoOl5afT5NPvr5SITYmQkyIUpHWzowOP1URSF/eMBgb5/GfAUIyVBLkzpvYHO6O1amZCVgiPORoVcZEKMkAS5MKXymnbi7YpJ2cZfuTxc4uw2puU6ZcBTjJgEuTClito2Juc4Q3alebMqcjmla0WMWHR/SoRlVdS0R/VAZ0BRXhoNbpmqL0ZGglyYTnOHh9q27qge6AwIDHhKP7kYCQlyYTrltdE/0BkgU/VFKEiQC9Mpr4neNVYGGpXiwJWWSEWNDHiK4EmQC9OpqGkjOzWB0c7onJo/UFGeU1ZBFCMiQS5Mp6K2PSoXyhpMkSuNffXtePp8RpciLEqCXJhKn9fHnrp2imLgjJWA6XlOer2aAw1uo0sRFiVBLkzlUGMHnj5fTAx0BgSeq/STi2BJkAtT2R1DA50BE7NTcNhtcuaKCJoEuTCVipo24myKyTnROzV/oHi7jSm5qTLgKYImQS5MpaK2nck5qVE/NX+gIleaXC1IBC22Pi3C9Mpr2mJqoDNgep6T+vYeGt0yVV8MnwS5MI1Gdw81rd3MGBM7/eMBM/oHPN89Jq1yMXwS5MI0yqpbASjOzzC4ksibmZ8OvPcaCDEcEuTCNMqq/CE2Kz/2WuTpSfFMzE6htKrF6FKEBUmQC9MorW5l0ugUnInxRpdiiOL89BNfZkIMhwS5MI2yqlZm93cxxKLZBekca+2WtcnFsEmQC1Oob+umtq2b4oLY6x8PKO7/Etsl/eRimOKCeZBSaj5wBZAMfF9r3aGUuhnwAVprfX8IazzhZy9WUNfWg90GNqVQSmG3QZzNht2miLMp/3/tNhLibDjsNuLtioR4O0nxdpIcdpId/n9Xtfuoae0iPSmepHg7SqlwlCyGKDDIN7sgdlvkM/PTUQpKq1pZVpRjdDkxr7vXS1t3L21dvexr8RK/r4FOj5dOTx/dvV56+nx4+nz09Pno9fr/+nwar1f7/+vTeLXG59P4tManwac1d105m3h7aNvQQQU5sAq4FVgCLAeeAcZqrb+mlLr3VA9QSq0GVgPk5uaycePGYR/0tbIuajs0GvpfFNBa4wO8Pv//9vb/DcX3/vMqAHYFKfGK9ARFxkl/2ckKV7INV4qNNAeGh73b7Q7qdTPKcOp9dq8HBTTu28nGQ8a8znNbWvB6vYa+xnnJig079zMnrnrIj7Ha+wKMr7mjV1PX4aO2U3O800dzj6alW9Pao2np0bT3aj6wGOXmLR+6T5vyZ4ld+f/t/1Mn/q0ApWDDxmYc9tC+x4MNcoDB4vKU27XWa4G1AAsXLtRLly4d9gGH+hCtNR6v/9uy16vp6fPS5fHS6fHS3ev/7+Z3djJ20lRau3pp7eqlpdNDfVsP9e09VLZ301Djwet776mkJsRRmJPKnIJ05o7NYO7YDCZmp0Q03Ddu3Egwr5tRhlPvHw+9zZTcTi76f+eFt6gPsz6DlpYWQ1/jM+t28Oa+hmHVYLX3BUS25trWbnYcbWb70RZ2Hm1hb52bxg7P++6TleJgtDOBsa5EFjgTyEpxkJYUT1pSPOlJ8Ryq3M2ZC+ef+GWf5LD7f/X3//J32G3YbMY19IIN8nXAbfi7Vg4qpWzAEaXUTcCh0JQWPKUUCXF2EuLsg97HdyyOpYvGDXq716c51tLFgYYODh53c6ixk4raNp4qqeKPmw4D/lPGzp6cxUeLcllWlENmiiPkzyUWaK0prWrlvKmjjS7FcMUF6fx9ezV1bd3kpiUaXY4ldXr6eHNvA6+U1/Na5XFq27oBiLcrZuSlsXxGLpNGpzAhK4VJo1MYm5n8oVkBsLG5kkUTMyNRflCCCnKtdQlQMmDzKbtUrMpuU4zNTGZsZvL7Asbr0+yrd7PjaDPvHG5hw556ni+rxaZgwfhRXDjTxZXzCxgloT5ktW3dNLh7Yrp/PCDwGpRWtbJ8hgT5UHX3evlXaQ3Pl9Xw5r4Gevp8OBPiOHfqaBZOGMXcsRnMGJN22sC2qpF0rcQku00xzeVkmsvJ1WeMw+fT7DrWyvryel7eXccd/yrn7pf2cOmcMXzqrPHMjuGzMIaqtP/c6WIJcmbkpWNTUFbVwvIZuUaXY3pHmzr58+bDPLntKC2dvRSMSmLVonEsn5HLGRMyY2bxNQnyEbLZFLMLMphdkMHNy6dSXtPGnzcf5unt1fytpIo5YzO48fzJnF+UY/hgqVntqm7FblMn1huJZUkOO1NznZTKKYgfald1K/e+XMmre+qxKcXy6bl86qzxnFWYFZOfMwnyEJuel8aPLy/mlouLePqdan7/n4N87tFtLCnM4rsfm87MMdLqHKi0qpWpuU4S46PzZ+9wFeen82pFPVrrmAylD1PT2sXdL+3h6e3VjEp28JVlk1m1eBx56UlGl2YoCfIwSUuM59NLJnDt4nE8vuUI962v5ONr3uTK+QV844JpuNKl/xP8A51l1a0sny7dCAGzC9L5a0kVx1q7yc+I7YAKcPf08ZvX9vPwGwfwafjfcwv54rJC0mJ0OYeBJMjDLN5u49NLJrBiXj4PbdjHH/5ziJd21fLjK4r5xJwxRpdnuOqWLpo6PNI/fpLA7NayqhYJcuCdI83c+MR2qpq7uHTOGL514TTGZiYbXZapxMZIgAmkJ8XznUum8/LN5zLV5eTGJ7bzzb/upKOnz+jSDBVYJErOWHlPkctJnE2dGASOVV6f5qEN+/jkrzcB8NcbzmLNqnkS4qcgLfIIG5+VwpOrz+T+V/by4IZ9lBxu5oFV85gVo4tFlVa3Em/3nwkk/BLj7UxzOWN6bfLa1m6+9uQONh1o5OOz8/jJFcXSjfIhpEVugDi7ja9fMI3Hrl9Mh6ePK375Fk+VVBldliHKqlopckXv+b3Bml2QTmlVK1oPcb2JKFJyuIlLHniDHUdb+NmVs1mzap6E+GlIkBtoSWE2L3z1XBZOGMXX/7qTh18/YHRJEeWf0dki/eOnUJyfQWtXL0ebuowuJaI2VNRz3W+3kJYYx3Nf+QgrzxgrZ+4MgQS5wTJTHPz+s2dwSbGLHz9fzp0vlMdMK+xIUydt3X0xvQb5YE7M8KyOnSsGPb29is//cRuTc1L52xeWMDkn1eiSLEOC3AQS4uysWTWf6xaP4zevHeCWp0rp8w5cei36yIzOwU3NdeKw22JmwPORNw/ytSd3csaETJ74/JlkpyYYXZKlyGCnSdhtijtWzCIrNYEHXtlLW1cfD147j7gQr1tsJiWHm0mK989kFO/niLMxMz+Ndw43G11K2N2/fi/3rq/kopku7rtmrkwMC0L0poQFKaW4eflUvvex6bz4bi3f/8euqO5m2XKwiQXjR4V8kf1osWhiJjurWujyeI0uJWz+tPkw966v5Ir5+Tx03XwJ8SDJJ8iErj9nEl9aVsgTW49y3/q9RpcTFq2dvVTUtrHYxEuDGu3MiVn0ejXbj0Rnq/zFXbX83z928dGiHH525WzsBq7nbXUS5Cb1jQumcdWCAu5/ZS+PbTlsdDkht/VQE1pj6jWejbZgwihsCjYfbDK6lJCrbPZy47rtzB2bwYPXzo/qLsRIkD5yk1JKcecVxTS6e/j+M7vITk0gmoZ/thxoxBFnY85YWeZ3MGmJ8cwYk8aWA41GlxJSlXXt3FfSTcGoFB759BkkOaQ7ZaTka9DE4u02HrpuPsUFGdz4xHb2t0RPX+mWg03MG5shfaKnsXhiFtuPttDdGx3/39e3d/Pp323FYVc8+tlFclWtEJEgN7lkRxy//8wZjHYm8NCOHpoGXGvQitq6e3n3WCuLJ2UZXYrpLZ6YiafPx86j1j+fvM/r48YnttPc6eFrCxJkzZQQkiC3gMwUB7+6bgFtPZqbntyBz2ftM1lKDjXj03Cm9I+f1qKJmSjl/wVjdfe8XMnmA0385PJixqfJL7FQkiC3iOKCdK6b7uD1yuM8uGGf0eWMyOYDjcTbFfPGjTK6FNPLSHYwLdfJloPW7idfv7uOX27cz6pF47hifoHR5UQdCXILWTo2jsvn5XPv+kre3NtgdDlB23ywiTkFGTLINURnTsqi5HAznj5rzvY92tTJzX/Zwcwxafzg0hlGlxOVJMgtRCnFjy+fxZScVG5ct52aVustqOTu6WNXdSuLJ0m3ylAtnphJd6+PMguuu9Ld6+ULj5WggV9dt0AGt8NEgtxikh1x/PK6BfT0ernxie14LdZfXnK4Ga9Ps3iiDHQOVeBc+80HrNdPfufz5eyqbuOelXMZlyWDm+EiQW5Bk3NS+dGKWbx9qJmH37DW0rdbDjRitykWjJf+8aHKSk1gSk6q5QY839h7nEc3HeazZ09g+Qy5Jms4SZBb1OXz8rlopot7/l1JRW2b0eUM2ZaDTRTnp5OSIHPRhgvGVugAAAwGSURBVGPxpExKDjVZZlXM1q5evvnXUgpHp3DLRUVGlxP1JMgtKtBfnpYUx81P7rTEQFiXx0tpVYv0jwdh8cQsOjxedh2zxpf27c++y3F3D/eslNUMI0GC3MKyUhP4yeXF7K5pY82r5l9c650jzfR6NWdK//iwBb78rDBd/8Vdtfx9ezVfWjZZlmCIEAlyi7tgpourFhTwy4372WHy2X9bDjRiU7BwgvSPD1eOM5FJ2Smm7ydvcPfw3afLmJWfxlfOn2x0OTFDgjwK/N+lM3ClJXLzkztMvXb15oNNzByTjlMupBuUxZMyeftgk2nPVNJa852/l9He08c9K+fKOvMRJK90FEhLjOfuq2ZzoKGD+9ZXGl3OKbV197LjSAtnFUq3SrDOKsymvaePHUfNuT75c6U1/Ht3HV9fPlWu+hRhEuRRYsnkbFYtGsvDbxygzITXeXy1vB6P18eFM+U0tGAtnTYah93GC2W1RpfyAc0dHm5/9l3mFKRz/TmTjC4n5kiQR5FvXzyd7NQEvvVUKb0mO03t+bIactMSmDdW+seDlZYYz0emZPPCrlrTXQLwR//cTWtXLz+VK/0YQoI8iqQnxfOjFbMor2lj7evmmSjk7uljY+VxLp6Vh00+5CNy8SwX1S1dlJroV9drlcf5+/ZqvrC0kOl5aUaXE5MkyKPMhTNdXDzLxf2v7GX/cbfR5QCwoaIeT5+Pi2e5jC7F8pbPyCXOpnh+V43RpQDQ0dPHd/5eRuHoFL4sZ6kYRoI8Ct1+2UwS42zc+lSZKdYuf2FXDdmpCSycIBOBRioj2cGSydm8UGaO7pWf/3sPx1q7uOvK2STEycQfo0iQR6EcZyLf+9gMth5q4vGtRwytpcvjZUPFcS6alSt9pyFyySwXR5o62V1j7CzP7Uea+cNbh/jvM8fLl7TBJMij1CcXFnD25CzueqHC0OVuX6usp6vXyyWz8gyrIdpcMNOF3aYMPXvF0+fjlqdKcaUl8s0LpxlWh/CTII9SSinuvHw2vT4f33t6l2E/w58vqyUzxXFiKVYxcpkpDs6clMnzZTWG/f/6y437qKxz85PLi2WClwkMO8iVUvOVUncope5RSqWctH2lUmpjSKsTIzIuK5lvXDCNVyrqea408oNjHq/mlfI6LpyZS5zM8gupi2flcaChg8q6yA9o76lt56EN+1gxdwzLinIifnzxQWq43+hKqbuBW4ElQKbW+pmTbrtPa33TII9bDawGyM3NXbBu3bqgiw4Ft9tNamqqoTUMVzA1+7TmR5u7aejy8ZOPJON0RK6f+q3DbtaWK76+IIHi0eZftnZuw014vV7KctcYXcpptfZobtrQyScK41me54nYe9mnNXds7uZ4p4+fnBP8+8lqnz+z1Lts2bISrfXCgdtP++lSSi0FvnzSpvHAsH/Paa3XAmsBFi5cqJcuXTrcXYTUxo0bMbqG4Qq25jHT2/j4A2/yavMo7r16bugLG8TaB14iPUlxwxXnW2PdjfUZtLS0WOZ98fihTZS7PVye6ohYzY+8eZADrbu5/5q5XDo3P+j9WO3zZ/Z6T/vp0lpv1FpfFfgDbgBuAy4D1iulblBK2ZRS5wPzlFKfD2/JYriKXGl8cWkhT2+vZsOe+ogcs6fPy/b6PpbPyLVGiFvQJcV5VNa5OeaOzCzeI42d/PylPZxflMMn5oyJyDHF0Az7E6a1LtFaf19r/XWttVtr/WuttU9r/arW+jyt9cPhKFSMzJfOn8zknFS++/cy2rt7w368N/c20NUHlxTLJKBwuah/gtXW2r6wH8vn09z6dCl2m+KOFbNQSk4lNRNpKsWIhDg7d105m9q2bm57dndYj6W15jevHyAjQXH25OywHiuW5aYlcs6UbF490kunJ7xh/uimQ/xnXyPfvriIMRlJYT2WGD4J8hiyYPwovrxsMk+9U8VzO4+F7TibDjSy9WATH5sUL7P9wuzGj06hzQOPbQ7fxK+K2jbufKGCjxblcN3icWE7jgieBHmMufGjU5g3LoPvPF1GVXNnyPevtea+9XvJcSZwXoH5z1SxujMmZDIzy8ZvXt8fllZ5d6+XG5/YTlpiPHddNVu6VExKgjzGxNlt3H/1PLSGm5/cGfKrzQRa419cWojDLh/6SFgx2UGD2xOWVvlPX6igss7NL1bOITs1IeT7F6EhQR6DxmUl88PLZrL1UBO/2rgvZPvVWnPfy3vJTUvgmkXyEzxSpoyyc86UbH79Wmhb5Rsq6vnDW4f4n7Mnct7U0SHbrwg9CfIYdfm8fC6dM4Z71+9l+5HQXDps0/5Gth5q4otLJ5MYL33jkfTVj06hscPDnzcfDsn+jrf38M2/7aTI5eRbF8laKmYnQR6jlPKfRuZKS+SGP5dwtGlk/eWBvnFXWiJXnzE2RFWKoVo4IZNzpmTzm9cOjLhV3unpY/WfttHe3ccDq+bJl7IFSJDHsPSkeH73mTPo8nj51O+20uDuCXpfJ1rjywrlg2+Qm/7fyFvlnj4fN/z5HXYebeGBVfPkIsoWIUEe46a5nPz+s4uobe3m07/bGtRkoS6Pl5++WIErLZGVC6U1bpQF4zP7+8oPBLV0sdenufkvO3i98jg/vWI2F86UyVxWIUEuWDB+FL/6r/nsqW3n+ke30d3rHfJjuzxePvfo25RVt/J/l86Q1rjBvnPJdHr7fFyzdjPHWoYe5lprbnv2Xf5ZWsOtFxexUrrHLEWCXACwdFoOv1g5h62Hmvjy49uH1M/a6enjf/7wNpsPNHLPyjlcUiwXjzDa9Lw0/vi5RTS5PVyzdjPVQwhzr0/zs5f28KfNh/nfcyfxv+cVRqBSEUoS5OKEy+bmc/snZrK+vI7zf/4a/9hRPeiFCwIhvuVgI/esnMvl8woiXK0YzLxxo/jT9Ytp7vRwzdpNHzrxa8uBRi5d8ya/2rifqxeO5dsXF0WwUhEqEuTifT511gT+dsNZjHYm8NV1O7jq15sorWoB/LP89h9388be43z292+z9WAT9149lxXzgl/OVITH3LEZ/Plzi2np7OWatZt5eXcdFbVtJ8ZAqlu6+NLj73D12s20dHpYs2oeP72yWGZuWpTMoRYfsHBCJv/40tn8raSKn71UwWUP/YfMZAeNHZ4T97HbFPdePZfLRrAmtQivOWMzeOz6xfz3I1v5/B+3ndjuTIyjp8+Hwn/++Q3nFZLkkLENK5MgF6dksylWnjGWi4pd/PaNgxxv7yY/I4n8UUmMSU9i0uhURjtlyrbZzS7I4I1blrGv3s2xli6qm7tODIKuPq+QfFnJMCpIkIsPlZYYz83LpxpdhhiBtMR45o8bxfxxo4wuRYSJ9JELIYTFSZALIYTFSZALIYTFSZALIYTFSZALIYTFSZALIYTFSZALIYTFSZALIYTFqcEWRQrrQZU6DoTmmlTBywYaDK5huKxWs9XqBak5UqxWsxnqbQDQWl808AZDgtwMlFLbtNYLja5jOKxWs9XqBak5UqxWs9nrla4VIYSwOAlyIYSwuFgO8rVGFxAEq9VstXpBao4Uq9Vs6npjto9cCCGiRSy3yIUQIipIkAshhMXF3IUllFIzgQuBicDtwMfwnyOaorX+oZG1DUYpdQ6wBJgCfAs4E5gHpAO3aBP2jymlpgLfAZ7RWj+jlLoE89c8H7gCSAa+r7XuMLikQZ38+gIezP/anvwefhX/58+09cIHsmIbJs6JmGuRa63fBeqAAqAXmKu1/gWAUirDyNoGo7V+Q2t9F3AIyACWa61/DOwC5hhZ22C01pXAH07aZPqagVXAbfjDcbmxpXy4Aa+v6V/bAe/hT5q9XvhAVpg6J6K+Ra6UWgp8+aRND2qtH1NKtQDjTtpumlbBqWoGxgAHtdYHzHil80FqtiLTvA+ijVLqWuAgkGV0LUN1UlZcH9hkZD2DibmzVpRSFwGzgULgB/h/OmUDyVrrHxlZ22CUUiuB/wFeBJ4GZgJz8f80/bYZf5oqpVzA94Ak4IdYo+YFwAr8XSs/0Fq7DS5pUANe39eBfMz92p78Hm7G5PXCB7LiLUycEzEX5EIIEW1iro9cCCGijQS5EEJYnAS5EEJYnAS5EEJYnAS5EEJYnAS5EEJY3P8HP1o3YjAbrygAAAAASUVORK5CYII=\n",
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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -387,9 +387,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/pdf": 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\n",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots()\n",
     "r = list(range(60, 120))\n",
@@ -400,9 +414,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/pdf": 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\n",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots()\n",
     "sw = 256\n",
@@ -425,39 +453,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/pdf": 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\n",
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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
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-     "output_type": "display_data"
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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def run_ser_test(sample_duration=128, nbits=6, signal_amplitude=2.0e-3, decimation=10, threshold_factor=4.0, power_avg_width=2.5, max_lookahead=6.5, pol_score_factor=1.0, seed=0, ax=None, print=print, ser_maxshift=3, debug_range=None):\n",
     "\n",
+    "    print('>    1 Generating test signal')\n",
     "    # Generate test data for this simulation run\n",
     "    test_data, signal = generate_test_signal(sample_duration, nbits, signal_amplitude, decimation, seed)\n",
     "    \n",
@@ -472,6 +474,7 @@
     "    peak_group_threshold = 0.05 * bit_period # Duration over which to group several detected peaks into one, in samples\n",
     "    hole_patching_threshold = 0.01 * bit_period # Duration over which to ignore temporary dropouts in signal during grouping\n",
     "    \n",
+    "    print('>    2 CWT')\n",
     "    # (2) Calculate continuous wavelet transform of correlator output and a ricker wavelet. The width factor of the ricker wavelet at 0.73*decimation was\n",
     "    # determined empirically. This transform acts like a sharpening filter on our peaks and will increase SNR for the following thresholding step.\n",
     "    cwt_res = np.array([ sig.cwt(row, sig.ricker, [0.73 * decimation]).flatten() for row in cor_an ])\n",
@@ -489,6 +492,7 @@
     "        #print('compare_th:', th.shape, val.shape)\n",
     "        return np.any(np.abs(val) > th*threshold_factor)\n",
     "\n",
+    "    print('>    3 Peak grouping')\n",
     "    # (4) Group samples above threshold value into spans\n",
     "    peaks = [ list(group) for val, group in itertools.groupby(enumerate(zip(th.T, cwt_res.T)), compare_th) if val ]\n",
     "    peaks_processed = []\n",
@@ -545,6 +549,7 @@
     "                print(msg)\n",
     "                print(group)\n",
     "\n",
+    "    print('>    4 Maximum-likelihood decoding')\n",
     "    # Calculate average magnitude of all found peaks for normalization in next step\n",
     "    avg_peak = np.mean(np.abs(np.array([last_pol for _1, _2, last_pol, _3, _4 in peak_group])))\n",
     "    print('avg_peak', avg_peak)\n",
@@ -634,6 +639,7 @@
     "\n",
     "            last_pos = pos\n",
     "\n",
+    "    print('>    5 Matching')\n",
     "    decoded = list(viz(chain, peaks_processed))\n",
     "    print('decoding [ref|dec]:')\n",
     "    match_result = []\n",
@@ -662,18 +668,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "79df803b1cff4efcb4db82e76d4e9976",
+       "model_id": "751dcfcafb7d44e6aa6d77ae422e71c7",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"
+       "0it [00:00, ?it/s]"
       ]
      },
      "metadata": {},
@@ -684,19 +690,31 @@
      "output_type": "stream",
      "text": [
       "scheduled 50 tasks. waiting...\n",
-      "done\n",
-      "\n"
+      "done\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f910a679790>"
+       "<matplotlib.legend.Legend at 0x7f916f444c70>"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "application/pdf": 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\n",
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7Ge16HQ2TB2k/8zDvGfsC7w5+kf3+3fzx8Jv5lbM7uCaW4caWNEMzTiB8dtbCxhkSEvbabG7I8D3dSTY1ZNncmKE3ksVfYDzoTcfxTh0hMnWUZKCFZMMGArENeDwexuJJepvD/MobtvPy6Uk+u3+I//Pto2xtb+Df7e5hS/vqh/hsGyZmU0zMplZ97nocH4nT1RRiU1uYsL++/7mJiIhUsvr+X7pl88qPd90Ag9+F9EI/4NathV0nGKVzy/WFvXY1lgUbbgB/BEYOXf24LwSBJicjHWh0PvYtHFLLZjHDB+gzp/B5DOen5onHdhKP7cSfuEDb2W9zy7nH+Aff05wJ9/N/E2/i08f2EAt52NyQ4eZWmxuak2xqzNARtFdKeOfFAEGfh5DfQyTgJeSbJ+gdwkqfh9ZrORmJcXh4GtuGXRujXLOhiceOjPDQ86f5va+8xm2bmnnnzT20Nwbc2dA6ZLNwZmKOMxNzdDQF6G+NXCq5ERERkYpR30Hxajw+2HCjM5Uu2ASRtnLvKLfWASfrPTPsBL6BJmfPnhUCMMuCrushGGODeQWfx+L0+Bw2kAy2c2bzuxdKK56m/czDfDj1CT4Y+X/EYzuZar6Wo6GbaY4W3lptUdDrIRSwCPu8hP0egj7P8tP8simID9PX3U0k4OGl05OkMzYey3Dv9nZu39zCVw+c4+sHzvPcyQlef00Hb71+Q8VkaIen5hmemqc54mdTa5jWhvIH7SIiIuKojGihkoVboG2bk2WtdE0bnLd8xXoh0EDbmefwegwnR2fJLpTGZj1BRjcslla8RvOFfTROvEJs9Dn6+BSJUBdTzdcy3Xwd8aZtV7VXu1LAaxH2O1ngsM9LyG/hsfI48JZ0+jm3NgS4bVMLLwxNXBy7HfR5eMdNG7l3WzsPPX+arx84z2NHRnnbDRu4b0e7c7CxAozPJBmfSdIY9LKpLUJHY0BdMURERMpMQfFatGxZ8TBcTQg1Q//dxM48j88a5vjIDOnsktNlxhCPXUM8dg3YNoG5czB8kI3xF2k79x06zjxM1niJR7cx3Xwd07FrSYQ3gDGEfB5aG/xEQ771d3xIzjgFwcYQCXi5bXMLL52eZCyevPiUloif/3j3Zr5nZyef3T/EPzwzxMOvDfPuW3u4qXflw3ilNJ1I89KpScJ+D32tYbqjIazlMuQiIiJSdAqK16JCgqii8wag5zYiwYNstY5ybGSGZHqZYR7GMB/ewNnOTcxvuh+TSdIwdZjG8VdonHiFjcf/GYB0sBm76wZ8G28G/y7wuFAuYGchNevUUAM+j8XNvTEOnY8zNDZ72VP7WsP86hu289LpSf5p/yn+fO9Rtnc28O9u7WVTW2T9e3HJbDLDa2enOXZhhr6WMBubQ2oXJyIiUmIKiuVylgUd1xAMRtnqeZFjw1MkVhimAWB7/E52uPk6gj4PHZ5pYhOv4j3/ojP4ZPDbzjcWfXfDXT+3/m8y5uMXg2JwejHv6GokEvBw8Nz0Ze3TjDHc0BPjuu4o3zl8gc+9cIbf/fKr3LG5hXfevLGi6nqT6SxHhuMcH52htzlEb0uYgFft3EREREpBQbEsr6kbv7+Bbb79DJ4bYfqKyXpLWcbpH9za4Cfi9wKN0N4N214P2QyMHoGjj8DxvbDte6B95/r2lowDnVd9uqc5TMTv5cXTk6SuyHB7LMP9Ozq4Y3MrXzlwlm+8cp79J8Z5YEcH3bEgYb+X0ELHi7Dfc/HjcmRsMxmbwZFZTo7NsiEaor9V7dxERESKTf/TSm7BJjyb72Gz/zmGTp1k/IqevsYYNsZCNEd8uQ+xWR5o3wHN/U7W+NBX1x8Uz0/nfKg54uf2TS08PzTBzPzVgXzI7+GdN/dw37b2i5PxVprL4fM4NdFhv3fhcKATLDufWwyirw6owwvt5NYzuCObhdPjC+3cGoP0t4VpCqqdm4iISDEoKJaVeXxYvbfRF4riO36Akel5omEfbZEAE2dt2hvXGKR5g7DlQTj4JWcoSri18D0tdKDIJeT3cNumZl4+M8XI9Pyyz2ltCPCf7tnMj9zRx8x8mrlUhtlk5tL7ZIbZpPN55+PMxY9HZ5PMLTwnmVmm5nqBxzL8x7s3ccfmdfxecc4Vnp9KcH4qQUuDn02tEVoiK3f5EBERkfwoKJbVGYNp30F3MEbnmRfwsFhjnOc0uG1vgINfhMPfgBt/sPD9LOlAkYvXY3FjT5SjF+IMjszmfF7Q51lXNjedyV4RSC8G1mkeOzLK3zw2SHPYz/ZOd1r6jcWTjMWTNIV8bGoN0652biIiIq7QEXdZu8ZOPAP3OyOwTQF/dRo6nLHUR78FmeTqz89lsQPFKowxbO1o5LqNTRSrRbHXY9EY9NHZFGRTW4Rru5u4tb+Z121r5xce3EpbY4CPP3KEs5Nzrl53ai7Fi6cmeeLoKKcn3F1bRESkHikolvx4/dBxDWx6HVgF1Lduf7NTE3zi8fXtY37lEoqlNkRD3NrXgt9b2r/ukYCX9z+4DY9l+NNvHWZyLs/M+hrMJjO8emaK2WRm+fZ5IiIisiYKiqUw/jD4QtB/N0Q61v66jmsh2uscuLNXOuK2ilXqiq8UDfu4fXMLjcHSVgy1Nwb4xQe3MZVI82cPH2Z+lfZ2hcpkbZ4ZHFv2cKGIiIisTkGxrE+wCXpuhd47IBhb/fnGONni8UEYOVj4dVfoQJFL0Odh96YWOpuChV+3AJvbIrzvdVs4MTbL//3OcbLZdXwzsIK5ZIZnBscYm1lHaYqIiEidUlAs7gi3QP9d0H0L+BtWfu6me5zhGwe/Wvj18swUL/JYhut7omxpL+1Eu5t6Y/zQbX08f2qCz+wbwl5PlnwF6YzNcyfHVWcsIiKSJwXF4q7GTifo7breacO2HG/Aac926mmYGSnsOosdKAq0pb2BG3qieKzSdW54cGcHb7i2k4dfG+abrw4X7Tq2Da+emeLw+emiBd8iIiK1Ri3ZxH3GQLQHGrthYhBGj0H2ikNmi+3ZjnyzsPZsix0o/IVnfDuagsTCfmaTaRIpp7VaIpW5+H4+lSXjcqnDe27tYSye5LP7hmiJ+Lm1v9nV9Zc6MTrLbDLDro2lDf5FRESqkYJiKR7LgpYtzsG6seMwftwJZuFSe7Yj34Lr3ul0tcjXfHxdQTGA32vhX+HaybQTLM9fDJYvBc+JVIZ0Jr+g2TKG/3TPZia+keSvvnuMWHgHA+2rlJusw4XpefYNjnFjb2xd/ZhFRERqnYJiKT6PD9q3Q3Ia4kvKBra/GU49Aycfhy33579uMg50urXLZTlBswWh5dvPpTLZi9nl+VR2SaY5y0wyTWaZoNnvtfj5B7bye195jT97+Agf+N6ddDQW7/DfdCLNM4Nj3NQbo1FjokVERJalmmIpndAVpQKL7dkOFtierYAOFG7zLQzv6GgM0tsSZltnIzf0xLh9cwu3bWrJOXSvMejjl16/DYA//eZh4onitlKbT2XZNzjOhRxjr0VEROqdgmIpnSuD4sX2bBODcOG1/NcrsANFqTQEvGyIhnI+3tkU5OceGGB0JsnHHzlCKlPc4RuZrM2LpyY4Obr6NEAREZF6o6BYSicQvXo89GJ7tkNfy3+9dXagKIUt7ZEVD7lt62jkJ+/ZzJELcf76u8fJFvn3Y9tw6Pw0r52bUmcKERGRJRQUS+lYFgSjl3/OG4CBAtuzLXagqGBBn4felvCKz9m9qYV339LDvhPj/Ouzp0uyr1Njczw3NFH07LSIiEi1UFAspRVqufpz294I2HDkG/mvN1/ZJRQA/a1hfN6V/6m96bpO7t/ezlcPnGPvweL1MF5qLJ5k3+A4c8nijJ4WERGpJgqKpbRCsas/F2lfaM/2MKTzHFFc4XXF4BzG29K2cus4Yww/dHsfN2yM8qmnT/LiqYmS7G1m3ulMMTmbWv3JIiIiNUxBsZTWlYftFm1/s9Oy7cRj+a1XAR0o1mJjLETIv3KfYI9leN+9W+htDvOXjx7jxOhMSfaWTGfZf3KM81OJklxPRESkEikoltLy+MC/zLCKjmsh2uccuMvnAFiyNIHjelmWYWvH6kM6gj4Pv/jgViIBLx97+Aij8dK0UMtm4aVTkxwfqY4/TxEREbcpKJbSWy5bbAzsKKA9WzJe8R0oFnU2BWnKMQRkqVjYz/tfv41kOsufPnyY2WRxexgvdXQ4zoEzk2RdHm8tIiJS6RQUS+nlKqHov9vJIh/66trXqoIOFEttW0O2GJxyi5+9f4DzU/P8771HSZewS8TZiQTPDY2TTKszhYiI1A8FxVJ6uYJibwAGHnBGP+fTnq0KOlAsao74aWsMrOm512xo4r139fPauWk++cSJkvYVHp9JsW9wrKRZahERkXJSUCyl5w87AfByFtuzHc6jPVsVdKBYamtHQ87xz1faM9DG22/s5oljo3z+hTPF3dgVZpMZnj4+xvhMnh1BREREqpCCYimPXNniSDtsvA2O5tGercqC4tXGP1/p+27YwJ6BVr7w4lkeO5LngJN1Smdsnhsa58zEXEmvKyIiUmoKiqU8cgXF4By4y6c9WxWVTyxabfzzUsYYfuyufq7Z0MjfPXGCV85MFXl3l8tm4ZUzUxwZjms0tIiI1CwFxVIeKwXF7ddArM85cLeWIKyKOlAsWsv456W8lsXP3DdAVzTI//n2UU6Nl/5w4eDIDC+dniSjzhQiIlKDFBRLeQSawPIu/5gxzjCPiRNra89WZR0oFm1aw/jnpcJ+L+9//TYCXouPfesIE7Olr/Udnppn/4lx5tMaDS0iIrVFQbGUhzEQjOV+/GJ7tq+sbb0qGeKxlHcN45+v1BLx84uv38ZMMs3HHj5CIlX64HRqLsUzx8eZTmg0tIiI1A4FxVI+K5VQeAMw8CCc2re29mxVMu75ShtjIcKrjH++Ul9LmJ+5b4BT47P85aPHylLOkEhl2HdinJESTdwTEREpNgXFUj4rBcWQX3u2KutAsWit45+vtGtjlB+5o5+XTk/y6adPluUAXCZj88LQhHoZi4hITVBQLOUTjAIrdGCItC20Z/vW6u3ZqrADxaKOpiDR8Orjn6903/Z23rKri28fusA3h8pT42vbcHyk+kpXRERErqSgWMrH44Vg08rP2fFmJwt84rsrPy85U3UdKJZa6/jnK/3AzRu5bVMzXziWKVtwem4ywVxSB+9ERKS6KSiW8lqthOJie7avrRz02hlIVe+AiVjYT/saxz8vZRnDf7izn6gf/vbxQdKZbBF2tzJli0VEpBYoKJbyWi0ozqc9W5XWFS/KZ/zzUmG/l3+33cvpiTm+8vI59ze2Buem5srSCUNERMQtCoqlvFZqy7ao/561tWer0g4UiyIBL92xtY9/Xur6Ng+3b2rhiy+d5fR46TPm2SwMjipbLCIi1UtBsZSXLwi+VQJBr3+hPdszK7dnq/JMMeQ3/vlKP3R7LyGfh799YpBsGdq0nZlQtlhERKqXgmIpv9VKKGChPRtw+Ou5n1PFHSgWBbwe+lrXPv55qcagjx+6vZfjIzN887XzLu9sddksnBitvsmCIiIioKBYKkGoZfXnRNqg5zY4+jCkcwyMqPIOFIv6W8L48xj/vNTtm1q4sSfKQ8+dYXg64fLOVnd6YlbZYhERqUoKiqX8QrG1PW/Lg06JxIWDyz9e5R0oFnk9Flva8xv/vMgYw4/e2Y/HMvzdEydKPtQjm4WTY8oWi4hI9VFQLOXnbwBrDcMrWrY47yeHcj+nBuqKAbqjIcKB/MY/L2oO+3nPrT28dm6a7xxew4hsl50en2M+rWyxiIhUFwXFUn7GrK2uONjkTMGbWCEorvIOFIsKHf+86HXb2tjZ1cg/7T/F2Mwq0wBdlsnaDClbLCIiVUZBsVSGtZZQRPvqIlMM0NEYJFbA+Gdwyih+7K5+Mlmbv3+q9GUUQ2NzJNOlHyQiIiJSKAXFUhnWkikGiPXA5CmwcwRcNdCBYqltHY0Fv7ajMcg7bu7mxVOTPD045uKuVpfJ2qotFhGRqqKgWCpDMAZmDX8do72QmYf48PKP10gHikXRsI+OpvzHPy/6np2dbGmL8A9PDzGdSLm4s9UNjc+SKsPYaRERkUIoKJbKYFlOvfBqYn3O+8lTyz9eIx0olip0/DM4tcnv3bOJuVSGf3h6hbKTIshkVFssIiLVQ0GxVI61lFA09Tjv66SuGCDs97KxubDxzwAbYyG+7/oNPD04xvNDE+5tbA1Ojs2SVrZYRESqgIJiqRxrCYp9QYh0wMTJ3M+pkQ4US21ui+DxFJguBt6yq4uNsRB//+QJZpNpF3e2snTGZmi8tjL3IiJSmxQUS+VY82G73rrKFIMz/rm/pbDxz+AMBPnxPZuYTKT45/05Sk+K5MTojLLFIiJS8RQUS+Xw+JxBHquJ9sLUWcjkyHgmZ9zdV4Xob40UPP4ZnGzzG6/t5NHDI7x6dsrFna0snbE5pWyxiIhUOAXFUlnWki2O9joH6qbPLP/4fLymOlAs8liGgXUM9AD4/hu76WgM8HdPnGA+VbqpcyfGZslka++eiIhI7VBQLJVlLUFxrNd5n2uyXQ12oFjUHQ0WPP4ZnDKM9961iQvxeR56Icc3FUWQSmc5rWyxiIhUMAXFUlnWEhQ3doPx1F1dMTiT6tYz0ANgR1cj921v55uvnufYhdL9OQ2OzihbLCIiFUtBsVQWfxi8qwyr8HihaUNdBsUA7Y0BmiOFjX9e9O5bemgO+fnbxwdLNmAjmc5yZkLZYhERqUwKiqXyrLWuOFf5BNTcuOcrbV1ntjjk9/Cjd/ZxZjLBl18669KuVjc4OkNW2WIREalACoql8gRjqz8n1gczw5BKLP94DWeKAaIhH51NwXWtcUNPjDu3tPDll84xNF6ayXPzqSxnJpUtFhGRyqOgWCpPuGX150QXDttN5ei5W6MdKJYa6IgUPP550Q/u7iMc8PDJxwdLVu87ODKrbLGIiFQcBcVSeQJNzkG6lUQXxj3nmmxXwx0oFoX9XnqaCx/oAdAQ9PLDt/cxODrLN14579LOVpZIZTg7lSPDLyIiUiYKiqXyGAOh2MrPaegAT2CVw3a1OcRjqfWOfwbY3d/Mzb0xPvfCac6XKFgdHFFtsYiIVBYFxVKZVjtsZywnWzyxwsji5LS7e6pAfq/FptbIutYwxvAjd/ThtSw++cQg2RKUncwlM5xTtlhERCqIgmKpTGvtQDGZo3wCar4DxaK+lvC6a4tjYT//fncvh87HefTQBXc2torBkRnsGq/7FhGR6qGgWCpTMAasEunFeiExCYmp5R+v8Q4UizyWwe9Z/z/lu7e2cs2GRv752VOMzSRd2NnKZpMZzk/NF/06IiIia6GgWCqTxwuBVXrxLnagyFVXXCeZYgCf18JjrS9dbIzhx+7cRNaGv3tysCRZ3GMjcWWLRUSkIigolsq1WglFbJWguA46UCwyQHcstO512hsDvPPmjbx8eoonj4+tf2OrmJ3PMDytbLGIiJSfgmKpXKsFxcEY+BvqerLdUm7UFgM8uKODgfYIn3n6JFNzqfUvuIrjqi0WEZEKoKBYKteqHSiMky1esS1b7XegWBTye2hvDKx7HcsyvPeuTcyns3z66RUOMroknkhzIa5ssYiIlJeCYqlcviD4VikJiC4ExbkyjXWUKQbob1lfe7ZF3bEQ33fDBvadGOe5k+OurLmSYxdqv6e0iIhUNleCYmPMLcaY3zXG/LExJrLwuQ8aY/6LMeav3biG1KnVssXRXqdueHZ0+cfrpAPFomjYRyzsc2WtN+/qorc5xN8/dZLZZNqVNXOJJ9JcUG2xiIiUkXGjls8Y8z+A3wD2AC22bT9kjPkNoB3w2rb9i8u85n3A+wA6Oztv/cxnPrPqdeLxOA0NDever7ijJPcjk4R07iEPTVOHuOXA7/Dizl9lrPmmZZ5hVu9iUQOW3ot01mYumXFl3aHpLH+0P8UdXRY/vNOdYDsXj2UI+1cZ710l9LWqcuheVA7di8pSr/fjgQce2G/b9u7lHvO6eB37ivfGtu1fMcb8vjEmatv25GVPtu1PAJ8A2L17t33//feveoG9e/eyludJaZTkfsxPw+B3cz+e3AQH4IbAWdh02/LP2XLH6mUYVW7pvbBtmyeOjjLrQmC8HXjT/Cm+8vI57trVz7XdTetecyW7+mK0Nay/Lrrc9LWqcuheVA7di8qi+3E1t2qKPwN8BHg7EDPGdAFhY8xvAlGgfk47ibv8DWCtkKH0RyDcosl2Sxhj6G0Ju7be227oprMpwN89OUgi5U4GOpfjI6otFhGR8nAlU2zb9n5g/xWf/k031pY6Z4xTVzwznPs50V6YOJX78eQ0TiVP/eiOhTh6IU46s/7yKL/X4sfv2sQffu0gDz1/mh+8rc+FHS5vcjbF2EySloi/aNcQERFZjrpPSOULxVZ+PNoHU6chmyOLWWeZYnDqc3ua3csWb+ts5IEd7Xzr1WGODBf3z/P4SP3dLxERKT8FxVL51jLZLpuC+LnlH6+zDhSLeppDWC7+C3/XLT00R/z87RODpDJZ9xa+wvhMivGZZNHWFxERWY6CYql8wRiYFf6qRhfGPeeabJeszzrVoM9DZ1PQ1fV+7M5+zk0m+OKLZ11bdznHVFssIiIlpqBYKp9lQTCa+/GmjU7tca7Jdtm008u4DvW3ujPMY9GujVH2DLTy1ZfPcXJs1tW1lxqfSTIxq2yxiIiUjoJiqQ7BWO7HvH5o6Fp53HMd1hUDNAS8tDS4e2jt3+3uJRLw8LePD5LJrv8gXy7KFouISCkpKJbqsJbJdrnKJ2ChA0V96nexPRs4gfaP3NHPybFZvv5KjjpuF4zFk0zOpYq2voiIyFIKiqU6rOWwXfwcpHP8yL1OM8UArQ0BGoJuzumBW/ububWvmc89f4Zzk7knDq6X+haLiEipKCiW6uD1O4M6con2gm07rdmWU6eH7Rb1uZwtBvjhO/rwey0+u2+FDP06jUzPM5VQtlhERIpPQbFUj5WyxbGFDhS56orrtC3boq6mIAGfu//coyEfr9/ZwUunJxmeLmK2+EJ9f0MjIiKloaBYqsdKQXFDlzMOOlddcR13oACwXB7msei+7e1YxrD34AXX1150YXqeaWWLRUSkyBQUS/VYKSi2PE5rNnWgyKmnOYTHMq6uGQv7ubkvxnePjDCfzjFR0AWDI8Vr/yYiIgIKiqWa+CPgWaG9WKwHJk/mfrzOSyh8HovuWMj1dR/Y0cFsMsMzx8ddX3vR+akE8fl00dYXERFRUCzVZaVscbQXZsdyH6qr86AYnAN3xt1kMds7G+iOBXn44DC2Xby+xYPqRCEiIkWkoFiqy0qT7WJ9zvvJU8s/XuflEwAhv4f2xoCraxpjeHBHByfHZos6cOP8VIIZZYtFRKRIFBRLdQk05X4sutCBYiJHCYUyxQD0t7g7+hngzi2thHweHn5t2PW1F9m2+haLiEjxKCiW6hJozP1YuBV8odyH7eq8A8WiaNhHNOxzdc2gz8NdA63sPzHOVBGn0J2fSjCbVLZYRETcp6BYqosvCJ4cAZ0xTrZ4pQ4UdT7EY5Hbo58BHtjRTjpr850jI66vvci21YlCRESKQ0GxVJ/VSigmTjnR03Lmp4uzpyrT3hgg5Pe4uuaGaIhruhr59sELZLLFO3B3dnKOuWTx2r+JiEh9UlAs1WelEopYLySnITGx/OOqKwacw3HFGP384M4OxmaTvHhqwvW1F9k2DI4q4y8iIu5SUCzVZ6Wg+OJhuxwlFOpAcVF3LITX425/tht6YrSE/UU9cAdOtjiRUrZYRETco6BYqs9aguJcdcXKFF/kKcLoZ49luG9HO6+em+bsZPEONWazcGJUtcUiIuIeBcVSffyNQI4MZ7DJ6WWcK1OcTUMqUbStVZue5hCWy18FXre1Da9leOTgBXcXvsLpiVlli0VExDUKiqX6WBb4V8hwrtqBQtniRUGfh86moKtrNoV83NrfzBNHR4satGazcHJM2WIREXGHgmKpTqsdtps8BXZ2+cfVgeIyxTpwN5fK8OSxUdfXXurU+CzzaWWLRURk/RQUS3VarS1bZh7iOQ57KVN8mcagj5YGv6trbmmL0NcS5uGDw9i52uO5IJuFk6otFhERFygoluq0psN2p5Z/XB0oruL2MA9jDA/u6ODMRIJD54v7531qfI5kOsdPBURERNZIQbFUJ3WgcFVrQ4CGoNfVNW/b3EzY7+GRg8Vtz5bJ2qotFhGRdVNQLNXJFwIrx7hnXxAiHepAkSe3a4sDXg/3bG3juZMTTMwmXV37SkPjs6QyyhaLiEjhFBRL9Vr1sN3J3I8rW3yVrqYgfq+7XxLu39FO1rb59qHitmfLZJQtFhGR9VFQLNVrtRKKqbOQSS//uDpQXMWyDL0uZ4s7GoPs2hjl0cMjpIucyR0aU7ZYREQKp6BYqtdqQbGdgemzyz9e7EzxzGjug34VrKc5hMdyd/TzAzvamZxL8ezJCVfXvVI6Y3N8ZKao1xARkdqloFiq12rlEwATOUooitWBYmYETj4Jp56G+PniXKOIfB6LDTF3h3ns2hilvSFQ9AN34LRnU2AsIiKFUFAs1WuloLixG4xnhQ4ULgdO8WE48Ticegbmxp3PpebcvUaJuH3gzjKG+3e0c3g4zqnx4tf9Hh2Oq3exiIjkTUGxVC/LA74cAZzHC00bcgfF2ZQ7HSimz8PgY3B6PyQmL38sWZ2BWdjvpaMp4Oqad29tw+cxPHKwuAfuFh06P12SAFxERGqHgmKpbqvVFedqywaF1xXbNkyfg8HvwplnYX4qx/MykJ4v7Bpl5na2uCHg5Y7NrTxxbJTZZI7Djy577ew0ZyerM1svIiKlp6BYqttq455nhnNnhPPtQGHbMHVmIRh+bm2vT1VntjIW9hMN5+gDXaAHdrSTTGd5/Oioq+uu5JUzU5yfUk9qERFZnYJiqW4rHrbrc95P5egCsdZMsW3D5GkY/A6cfSG/DHOV1hWD+6Of+1sjbGmL8MjBYbK27eraudg2vHx6kuFpBcYiIrIyBcVS3VYsn+hx3ufqQLHaYbts1mmrdvxROPdiYYfzqjgobm8MEPJ7XF3zgZ0dnJ+a59WzOUpOimAxMB6NV2cpi4iIlIaCYqluvhBY3uUfa+gATyD3YbtcbdmyWacWefBROPfS+kog3O5yUULGGNdri3f3N9MY9JbswN2ibBZeODXB+Exxx02LiEj1UlAs1c2Y3NliYznZ4okc5RNXdqDIZmH8BBz/Npx/2Z0sbxVnigE2RIN4Pe4N8/B5LF63rY0XTk2UPHObzcLzQxNMzqZKel0REakOCoql+vkbcj8W7c2dKQanPjibgfFBOL4Xhl+BtIv1p1V60G6R12PR0xxydc37trUDsPdQabPFAJmszXND40wlFBiLiMjlFBRL9Quu0IEi1guJidxt08aOw7G9MPxqcdqnpRNOirKK9TSHsVz8StHaEOCmnhjfOTxCKlP6P5t0xubZE+PE50vTGk5ERKqDgmKpfitmihcP2+XIFs+OQKbIdabp6i6hCPo8dDS6O/r5gR0dxOfT7Bscd3XdtVoMjGcUGIuIyAIFxVL9VupVvNiWbaUSimKr0sl2S/W3unvg7poNjXQ1BXnk4LCr6+Yjmc7y7Mlx5pKZsu1BREQqh4JiqX4er9OFYjnBmJNJXmmyXbFVeV0xQGPQR0uD37X1jDE8sKOdYyMzDI6Ur0PHfMoJjBMpBcYiIvVOQbHUhpwdKMzqh+2Krco7UCxyuz3bXQOtBLwWD5cxWwwwl8zw7AkFxiIi9U5BsdSGFUsoFoLiEk1Ru0qqensVL9XWECASyNETugBhv5c7t7TyzOAY8UR5a3tnkxmeOzlBMl3dhyJFRKRwCoqlNqw42a7XydbOjpZuP0vVSKYYoM/l2uIHd3SQyth898iIq+sWYmY+zbMnx8vSEUNERMpPQbHUhpWC4liv875cJRQ1FBRvaAri97r3ZWNjc4jtnQ3sPTRMNlumTP4S8USa54cmSCswFhGpOwqKpTb4wmA8yz8WXQiKy3XYLpuGdG2MF7YsQ6/LtcUP7uhgJJ7k5TOTrq5bqMnZFM8PTZCpgCBdRERKR0Gx1AZjIJCjX7E/AuGWMh+2q/4OFIs2xkJ4LPdGP9/UFyMW8vHwa+U9cLfUxGyKF05NVET2WkRESkNBsdSO1eqKy9qWrXZKKPxeiw0x94Z5eC2Le7e38/KZKc5PuThie53G4klePD2pwFhEpE4oKJbasWJQ3AdTpyFbprZbNZQpBvfbs927rQ2PMew9dMHVdddrZHqel89MYperc4mIiJSMgmKpHau1ZcumIH6+dPtZqsaC4rDfS3tjwLX1YmE/N/fFeOzICPPpyuoXPDw1z4EzUwqMRURqnIJiqR2rlU8ATJwszV6uVEPlE4vcHv384M4OZpMZnj4+5uq6bjg3meDVs9Pl3oaIiBSRgmKpHR4feHPUujZtdA7jla0tW21lisHJ7jaFfK6tt62jgY2xEA+/NlyRWdkzE3McPKfAWESkVikoltqSq4TC64eGrjIGxQnI1l7vWzezxcYYHtzZwdD4HEcvVOYUwKGxWY4MKzAWEalFCoqltlRsBwob0rVXQtHRGHB1mMcdm1sI+Tw8crBy2rNdaXBklmMX4uXehoiIuExBsdSW1Sbbxc+Vb5BGDdYVG2PoirrXni3o87BnoJV9J8aZnEu5tq7bjl2Y4cRoZWazRUSkMAqKpbaslim2bac1WznUYF0xwAYXg2KAB3Z0kMnafOdwZbVnu9Lh83GGxmrznoqI1CMFxVJb/BEwOf5axxY6UJStrrj2MsUAjUEfkYDXtfW6okGu3dDEtw9dqPhRywfPTXN6ojbvq4hIvVFQLLXFGPDnGPfc0AWWr3x1xcna/XF7t4sT7gAe2NHO+GyK54cmXF23GF49M8W5ycqZxCciIoVRUCy1J1cJheVxWrMpU+y6ziZ3g+Ibe2K0RPwVfeBuqQNnJhmuoBHVIiKSPwXFUntWPGzXo6C4CII+Dy0NftfWsyzD/dvbee3cNGeqoDzBtuHlM5NcmJ4v91ZERKRACoql9qw07jnaC7Oj5SllyKYgU7kdFdbL7QN3r9vWhtcy7D1Y2QfuFmWz8NLpCcZmytTdRERE1kVBsdSetYx7njxVmr1cqUY7UAC0NwTwWMa19RqDPm7b1MLjx0ZIpDKurVtM2Sy8MDRR8QcERUTkagqKpfZ4/eANLP9YrM95X64SimTtBsVej0V7Y44/9wI9sKOdRCrLE0dHXV23mDJZm9lUpqL7LIuIyNUUFEttylVCEW4FbwgmTpZ2P4tqOFMM7pdQbG6L0N8a5pGDw9h2FWVfbXju5DjTCQXGIiLVQkGx1KZcJRTG6LBdEbVE/AR87n1ZMcbwwI4OzkwmOHh+2rV1SyGdsXn25ATx+XS5tyIiImugoFhq04p1xX0wccppGVBqNR4UG2Pocrk92+2bWoj4PTxSJQfulkqlszx7YpzZpAJjEZFKp6BYalOuAR7gTLZLTkNiomTbuajGyycANsRCrq7n91rcs62N506OV2Vnh2Q6y7MnJphLVsdhQRGReqWgWGqTvyH3uOfFDhTlmGyXmitPhrqEGgJeGoLujX0GuH97B7YNjx6uvmwxQCKV4dmT41XTRUNEpB4pKJbaZFngjyz/2MW2bOWoK7ZrvoQCoDvqbra4vTHA9RujPHroAulM1tW1S2Uu6QTG82kFxiIilUhBsdSuXHXFwSYIRnXYrog6owGMey2LAXhgZwdTiTTPnpxwd+ESmp3PcHS4DINjRERkVQqKpXatNsSjHOUTUBd1xQGvh5aIe2OfAa7rbqK9McAjB4ddXbfURuLz1dVeTkSkTigoltq10rjnWK8z1c4uw4/i6yBTDLDB5RIKyxge2NHO4eE4Q2PV+41FMp1lWm3aREQqjoJiqV2rZYoz8zBThoNbqfr48Xl7YwCPx90airsH2vB7rOrPFk/Pl3sLIiJyBQXFUru8AfD4ln+s3B0o6oDHMnS4PPY5EvBy++YWnjw+VtW9f0fi1ddaTkSk1ikoltoWiC7/+WiP874ch+3qoKZ4kdslFAAP7uggmc7y2JFR19culam5lLpQiIhUGAXFUtsCOYZ4+EIQ6ShPpjiTct7qQHPYR9DncXXNvtYwA+0R9h4cJlvFB9aqcRCJiEgtU1AstW2luuJYL0yeLN1elqqTEgpjDF1Rd8c+g5MtPj89zytnplxfu1RGphUUi4hUEgXFUttWPGzXA1NnIVOG2tS6KqFwPyi+pb+ZxqC3qg/cjc7Mk81Wb6ZbRKTWKCiW2uZvBHJ0QIj1g52B8y+XdEtAXQXFkYCXplCOA48F8nks7t3WzounJhmJV2cnh3TGZnKuPspoRESqgYJiqW0rjXvuvgUau+Gpv4C5iZJuq17KJxYVI1t83/Z2MLD3YBna6rmkWgN6EZFa5EpQbIy5xRjzu8aYPzbGRBY+90ZjzP/PGPOTblxDpGC5Sih8Qbj7/U7f4Cc+DtkSDvJI1k+mGKCjyf2xzy0RPzf1xvjukRFSmTIMYXGBWrOJiFQO48a4UWPM/wB+A9gDtNi2/ZAx5u+BF4BJ27Y/scxr3ge8D6Czs/PWz3zmM6teJx6P09CQo5uAlFzV3I/MPKRzZ+S6zu9l57G/5njPD3Ci952l2ZOxwO/en1013Iu5VIZ0xt0a2oPjWT7+Qoof3enlji53u1ysRzY5h+VfWzu6hoDX9W8Y5JJq+LdRL3QvKku93o8HHnhgv23bu5d7zOvidewr3nfatv0/jDG/b4xptW37sqaiC4HyJwB2795t33///ateYO/evazleVIaVXM/4hfg9L7cj/d/D2QPsXnwITZvuxa6ri/+nowF2+7DrWioGu7F+akEL52adHXNG3ttNgwe4LsXLO6//VpX116PuZMvEepb29+jrV2N9LaEi7yj+lUN/zbqhe5FZdH9uJpbNcWfAT4CvB2IGWO6gE8ZY34TCAHjLl1HJH8rdaAAJzC97T9BUzc8/nGYK8FfVzsL6UTxr1NB2hsCeF0e+2yM4YEdHQyOznJ8pDrHZ6uuWESkMrgSFNu2vd+27d+ybftXbdv+pG3b52zb/lvbtn/Xtu1fsm27Ogv+pDb4gmCt0v3AG4R7fskJVB//M8iWYNpYnR22syxDR6P7B+7u2tJKwGtVbXu28dkkGbVmExEpO3WfkPqwWrYYINoLu/8jDL8CL/9z8fdUR23ZFnXH3A+KQ34Pd21p5enjY0wnqq/FWTar6XYiIpVAQbHUh7UExQBb7oPN98OBh+DsC0XcEHXXgQIgGvIR8rt/IO6BnR2kszbfPTLi+tqlMDqjEgoRkXJTUCz1Ya1BMcDun3Cm3T3xcZgdK96e6jBTXKyxzxtjIXZ0NrL34IWqnBKnkc8iIuWnoFjqQz5BsTfg1BdnkvD4x4pXX1xnNcWLijHIA+DBnR2MziT5/ItnirJ+MSVSGeLzZRg3LiIiFykolvoQWGHc83KaNsJt/xkuvAYvfrY4e6rDTDFA2O8lGnZ37DPALX0x7tnaxhdfPMtjVVhGMTKtEgoRkXJSUCz1wfKAP89esJvugYEH4dXPwZnn3N9TJgmZ+swOdjW5ny02xvCjd/ZxzYZG/u6JE7x6dsr1axSTWrOJiJSXgmKpH/mUUCy65cch1g9P/DnMFCH7WKfZ4s6mIFYRvvp4LYufuW+ArmiQ/733KKfHq6dEZXIuVbXjqkVEaoGCYqkfgab8X+P1w93vh2waHv9T572b6rSu2O+1aI0EirJ22O/l/a/fht9r8acPH2ZitjoOsdk2jMarY68iIrVIQbHUD3+BM96buuH298HIYXjhM+7uqU4zxVC8A3cALRE/739wGzPzaT728BESqRIMY3GBSihERMpHQbHUj0LKJxb174Gtb4DXvgin97u3pzrNFAO0FWHs81J9rWF+6t4tDI3P8onvHKuKqXGjM0lsu/L3KSJSixQUS/3wh8HyFv76W/4DNG+CJ/83zFxwZ091nCm2LENnEQ7cLXVDT4wfub2PF09N8plnTlZ8wJlKZ5maq8/DlyIi5aagWOrLerLFHj/c/UtgZ+GxP3Gnc0QdB8UA3dFQ0a9x/44O3nRdJ48cvMA3Xj1f9Out1wWVUIiIlIWCYqkv6wmKARq74I6fhtGj8MKn1r+f1JxzwqpORcM+wkUY+3yld93Sw639zfzTvlPsPzFe9Outx6iCYhGRslBQLPVlvUExQO8dsP3NcPArMPT0+tays5Cu7yCoGGOfr2QZw3+6ezNb2iP81XePcfRCvOjXLNR0Il01BwNFRGqJgmKpL24ExQA3/Qi0DMBTfwHxdf5Ivs5LKDaUoIQCnDZwP//AVmJhPx9/5AjD04mSXLcQozNqzSYiUmoKiqW++F0Kij0+p38xBh77U8ikCl+rzoPikN9DrAhjn5fTGPTx/tdvI5u1+dNvHSY+X5mH2jTyWUSk9FYMio0x/9kY8+vGmLeUakMiReXxgi/Pcc+5NHTAnT8NY8fgub8vfJ06bsu2qBQlFBev1RTk5x/Yymg8yZ8/cqQip8iNzSTJVkELORGRWrJapjgGnAG2FH8rIiUSKHCIx3J6boMd3wuHvwYnnyxsjTrPFEPxxj7nsq2zkf9492YOD8f5m8cGyVbYYcdM1ma8SibxiYjUitX+G+oC7gcGir8VkRIpZNzzSm78YWjdCk/9JUyfy//1yhTj81i0NRRn7HMut29u4V23bOTpwTE+9/yZkl57LVRXLCJSWqsFxX8I/PnCe5Ha4NZhu0Uer1NfbFnw3T+BTJ7BjDLFQGlLKBa9+bou7t3WxpdeOst3Drs0kMUlqisWESmtnEGxMaYJeCdwGHhvyXYkUmxuB8UAkXa482dhYhCe/bv8Xpueh6xacLVFAvi8pT37a4zhR+7oZ1d3E//vyRMcODNZ0uuvZDaZYTZZmQcBRURq0Ur/A/0ycA/wS8CJkuxGpBR8YTBFGBix8VbY+TY48k0YfCy/1ypbjGUZuoo89nk5Hsvw0/cNsDEW4v98+yhD45VzL0amVUIhIlIqOYNi27Y/ilM6kQV2lGxHIsVmTHGyxQA3/nto2w7P/F+YyqNOVXXFQHlKKACCPg+/8OA2Qj4PH/vW4Yo55DYyoxIKEZFSWe1nle8ARoACTg+JVLBiBcXWYn2xz6kvTq8xuFKmGIBoyEc4UPyxz8tpifj5xQe3MZvM8LFvHa6IqXITs0nSFdgyTkSkFq0WFJ8BQsCGEuxFpHSKFRQDhFvh9v8Mkyfh3Atre40yxReVasLdcnpbwvzMfQOcnpjjLx49SqbMvYKzWRirkKy1iEitWy0o/jzwCeCTJdiLSOkUMygG2HAjYGB8jeX4SWWKF20oUwnFol0bo/zIHf28fHqKTz99ErvMPYxVVywiUhqrBcX32bY9Y9v2YCk2I1IyxQ6KvQFo7IKJk2t7vsonLgr6PDRHSjP2OZf7trfzll1dfPvQBb524HxZ9zKqumIRkZLwrvL4ncaYW4GUbdu/UooNiZSExwfeIKQTxbtGrB/GB9f2XJVPXKYrGmJ8JlXWPfzAzRsZjSf552dP0dbgZ/emlrLsYz6VZSqRoilY3m8URERq3YpBsW3bP12qjYiUXKCpyEFxHww9BakE+FYpCbAzTr9ib2mnulWqzsYABy2nprZcLGP4ibs3MT6b5K++e5xY2M/WDhdHhOdhZHpeQbGISJGVtlO+SCUpdglFrA+wYXJobc9PzhR1O9XE67HoaCxvbTE446d/7v6ttEb8fPyRI5yfKuI3USvQyGcRkeJbMSg2xvy7Um1EpORKEhQDE2s8bKcSisuUq2fxlRqCXn7x9dsA+NNvHWY6UfqyjsnZFMm0WrOJiBTTapniXzTG/Lkx5o9LshuRUip2UBxpB18oj8N2CoqXao348Zd47HMunU1BfuHBrYzNJPnzR46SKkPvYB24ExEprhX/x7Ft+x7gwzpkJzXJHwFTxKDLGCdbvOZMsTpQLGWMqZhsMcBAewM/+brNHLkQ5/977DjZErdqU2s2EZHiWq184g+A9y+8F6ktxRz3vCjW72SK1xJAKSi+SiUFxQC7+1t4z609PDM4zr8+e7qk1x6dmS97z2QRkVq2WprstG3bvwWU9qu/SKmUoq44NQezI6s/V0HxVZqCPiKB1TpHltYbr+3k/u3tfPXAOb596ELJrpvO2EzMlrdNnYhILVstKDbGmL8AlJ6Q2hRuK+76sX7n/VrqitPz5e1BVqHKPeHuSsYYfuj2Pq7fGOVTT53gpdOTJbu26opFRIpntaD4iG3bP23b9sdLshuRUou0F7euONrrvF/ruGdli69SaSUUAB7L8FP3bqGnOcxffPsoJ8dKc98uqK5YRKRoVosG3meM+a/GmF8syW5ESs3jLW622BeEhk51oFgHZ+yzv9zbuErQ5+EXH9xK2O/hY986zFgJegnPzKdJpDJFv46ISD1aLSj+TeCzwOdKsBeR8mjoKO76i4ft1iKlAR7L6Y5VXrYYIBb28/7Xb2M+neVjDx9mLln8gPXCtEooRESKYbWg+EFgFhgvwV5EyqOhEzDFWz/WB/GzTs3wapQpXlZ7QwCPVcR7tA49zWF+5r4Bzk4k+ItHj5Iucl34SFxBsYhIMawWFDcDPwP8UvG3IlImXj+Emou3fqzPack2eWr156qmeFlej0V7Y6Dc28jp2u4m/sOd/Rw4M8WnnjxZ1NZp47NJMlmdfRYRcdtqQfGLOFnib5VgLyLlU8wSinzGPStTnFOldaG40j3b2vi+6zfwnSMjfONk8cooslknMBYREXetFhTvBCaBG0qwF5Hyaewq3toNHeANrq2uWEFxTi0RPwFfZYx9zuXtN3Vzx+YWvnA8w9PHx4p2HZVQiIi4b7X/YdqBXcCOEuxFpHx8IQg0FWdtY0Gsd22Z4mwa0soCLscYQ1dTZWeLjTH8+J5NbI0a/r/HjnP4/HRRrqORzyIi7lstKP5vwFPA75ZgLyLlVcxscV7jntWBIpdK7Fl8JZ/H4id3+WhrCPDxR45wbirh+jUSqQzx+bTr64qI1LMVg2Lbtkdt2/4X27bXMKNWpMo1dBZv7VgfJGdgbg0/UlcJRU6NQR8Nwcoa+7yciM/w/tdvw7IMf/rNw0wn3B/PPKLWbCIirqrsAj2RUgo0gD9SnLXzGfesoHhFlX7gblF7Y4BfeGArE3NJ/uzhIyTT7rZq08hnERF35QyKjTH/yxjzx4tvpdyUSNk0FKmEIp9xz2rLtqLOpiCmMlsWX2VLewM/ec8Wjo/M8NffPU7WxVZtE7MpUpni9kQWEaknOYNi27Z/GfgA8GngN0q2I5FyKlZrNn8YIu1ryxQnFRSvpFLHPudya38z79ndw/6T4/zL/jX0ql4j26Yko6VFROrFWg7a3Qj8fgn2IlJ+oRh4izQkIta3xvIJBcWr6Y6Gyr2FvLzhmk4e3NnB1145zyOvDbu2rkY+i4i4Z7Wg+Ixt238NuJfeEKl0xSqhiPXD9BnIrJLdSyecCQ2SU3tjAI+nSmoocFq1/eDuXm7sifLpZ05ycsydb3xGZ5JFnZ4nIlJPVguKzxlj/gI4W4rNiFSEYrVmi/WBnYXJ06s/N63DdivxWIaOCh77vBzLMvynezbjtQzfOXzBlTVT6SxTc2rNJiLihtWC4sPAKHCsBHsRqQyhZvD43F9X455dtaHKSigAwn4vN/c289TxMdcOyY2oC4WIiCtWC4rfDvzxwnuR+mBMcXoWN3SBx7/Gw3Ya4LGa5rCv4sc+L+fura3MJjO8cGrClfXUr1hExB0rtWS7EfAC1wOeku1IpBIUIyi2Fsc9q1exG4wxVdOzeKlruppoDvt4/OioK+tNJ9IkUhlX1hIRqWcrpVluAl4B+oADJdmNSKUIt4FVhMlpsX6nfGK1w1HqQLEmXVVYQmFZhru2tPLy6Ukm59yZdDeq1mwiIuu2Up/iTwLTOC3ZbirVhkQqgmVBpM39dWN9MD8NiYmVn6egeE0aAl4aq2Ds85X2DLSRteHJY+5ki1VCISKyfqsV5N1s2/av2rb9KyXZjUglKUYJxcXDdquUUKh8Ys2q8cBdVzTIlrYIjx8ddaWl2thskmxWrdlERNZjtaA4aYz5VWPML5ZkNyKVJNIBxuWDXGsNirNpSOtH4mvRGQ1Uzdjnpe7e2sbpiTlOuNCzOJOxGZ/V3xcRkfVY7X/8ZuBfgM+VYC8ilcXjhXCru2v6G5w1x9fSlk0lFGsR8HpobaiunsUAt21qxmsZHj/iTgmF6opFRNZntaA4BtyKU1csUn+KVUKhDhSuqsYuFGG/l1v6mnnq+KgrPYtVVywisj6rBcWfAi4AkyXYi0jlaegAXP7ZfKwPpk5DZpVJZMoUr1lbQ3WNfV60Z6CVmWSGF0+t/0vsbDLDbFLT7URECrVaUPxW4AZgXwn2IlJ5vAFnwp2bYv1gZ5zAeCUKitfMYxk6G6svW3zthiZiIR+PHx1xZb2RaZVQiIgUasWgeKHrxGngUWPMz5VmSyIVpqHD3fVi/c771cY9q3wiL9VYQmFZhju3tPKSSz2LNfJZRKRwKwbFxpg/AhqAO4CzJdmRSKVp7HJ/Pcu3hrZsyhTnIxb2EfRV3/DNPQOtZG146vj6D9xNzCZJu1CfLCJSj1Ya89xm2/Z/ASaA62zb/teS7UqkkvhCEGhybz3LA9GeNQTFCcgqwFkrYwx9LeFybyNv3bEQW9oiPHZk/T2Ls1mnZ7GIiORvpUzxjxljdgK7gZ8o0X5EKpPb2eLFcc8rsiGdcPe6Na63JUR7Y/W1Z9sz0MrpiTmGxtZfMqO6YhGRwqwUFDcCDwJ/BayhqapIDXO9rrgPEpMwN7Hy81RCkRdjDNd2NxH2V1cZxW2bWvBahsdcOHA3qrpiEZGCrBQUvwIEbNseAo6UaD8ilSnQCP6Ie+stTrabHFr5eQqK8+bzWNzQG8NjVU+LtkjAy029MZ46PrbumuD5VJapxPoP7YmI1JucQbFt2/9k2/b/Wvj4C6XbkkiFcnOQR/Maxz2rA0VBGgJeru12sQ68BO7e2kZ8Ps2Lp9ffs3g0rhIKEZF8rdanWEQWuRkUB5qc/serjXtWprhgnU1BNrVVz8G7azc0EQ35XBn7PBJXCYWISL4UFIusVSjmDPNwy1rGPScVFK/HQHsDzRF/ubexJh7LcNdCz+KpdfYsnpxNkUyrc4mISD4UFIvko8HFLhSxPpg6BdkVRvOqfGJdjDFcvzFaNf2L9wy0krFtnjo+tu61dOBORCQ/CopF8uFmCUWs3wmIp1eYi5NNQUaHptbD77W4vieKVQVf7bpjITa1hl0Z+6y6YhGR/FTBfxMiFSTcAh6fO2stjntWXXHRRUM+dnZVx8G7uwfaGBqf4+TY+u77SHx+3cNARETqiYJikXwYAxGXehY3bXCm26kDRUl0x0JsbA6Vexurum2z07N4vdnidMZmcp21ySIi9URBsUi+3JpuZ3mhaQ3jnpMz7lxP2NHZSDTsUqa/SBoWehY/eWz9PYvVhUJEZO0UFIvkK9wGxqWDW2vpQKFMsWssyzl45/dW9pe+PQOtxOfTvLTOnsUXNPJZRGTNKvt/BpFKZFnQ0O7OWrF+mBuD+encz1FQ7Kqgz8MNPVFMBQ+8u6476vQsPrq+nsUz82kSqYxLuxIRqW0KikUK4VYXitgaJtvpoJ3rYmE/2zsby72NnDyW4c7NLbx4apLpdY5svjCtEgoRkbVQUCxSiEgHGBf++VwMilfoQJGaA3URcF1vS5iuaLDc28hpz0CbKz2LR2dUQiEishYKikUK4fFCuHX964RiEIyuUldsQzqx/mvJVa7Z0ERD0FvubSxrY7PTs/ixI+vrQjE+kyST1TdVIiKrUVAsUig3Syg07rksPJbhxp4YXk9lFhjvWehZPLSOnsWZrM34rLLFIiKrUVAsUqiGDsCFYCrWB5NDkF3hQJTqiosm5Pewa2O03NtY1u2bFnsWr+/AnVqziYiszpWg2BhzizHmd40xf2yMiSz5/C8aY/7EjWuIVBxvAELN618n1u+Mco6fy/0cdaAoqraGAAMdDeXexlUagl5u7Inx5PFR0tnCexZr5LOIyOrcyhT/EPAR4CHgDQDGmB8GvunS+iKVqcGF6XZrGfesTHHRbWoN094YKPc2rrJnayvTiTQvn54qeI25ZIb4fNrFXYmI1B43T5jYV7y/B+gAbjbGtNu2fWHpk40x7wPeB9DZ2cnevXtXvUA8Hl/T86Q0dD9wukIk19cyy2TbeZ3xMHRikOP2bTmedBoOTeRcQ/fCHTYwP59mvefSssk55k6+5MqeBrI2jT549KVj7LALn8b3+FkLv6f+Kub0b6Ny6F5UFt2Pq7kVFH8GJ1McBl40xnTZtv2zAMaYTVcGxAC2bX8C+ATA7t277fvvv3/Vi+zdu5e1PE9KQ/djweBjMF94Fg988Fo3/fYp+jflCHo8Pth6f84VdC/cE59P88zxsXV1bJg7+RKhvutd29NdI0N867Vh0h07aQwWFhg3R3zc2t/i2p6qhf5tVA7di8qi+3E1V9IGtm3vt237t2zb/lXbtj9p2/a5JY/9khvXEKlYjV3rX2O1DhSZFGT04+9SaAh4ua67qdzbuMyegVYyWZun19GzeGI2RSpTeF2yiEitq7+fpYm4za264tkRSMZzP0d1xSXT0RRkU1u43Nu4qKc5TF9LmMfW0YXCtmFMgzxERHJSUCyyXoFG8K0zgLo42W4o93PUgaKkBtobaGnwl3sbF9090MrJsVmGxgv/5kgjn0VEclNQLOKG9ZZQrGnc88z6riF5McawqztK0Ocp91YAuH1zC5519iwenUlia2S4iMiyFBSLuGG90+1CzeBvXLmuWJnikvN7LW7ojWJVwFfKxqCPG3uiPHms8J7FqXSWqTnVpouILKcCvtSL1IBg1BnmUShjoLlvlUyxguJyaAr62NlVGQfv9gy0MZ1Ic+BM4d1ORmZUQiEishwFxSJuMAYaXCihmDgFubKASZVPlEt3LERPS6jc22DXxiYag14eP1J4CcWI6opFRJaloFjELestoYj1Q2YeZs4v/3g64bQQkLLY3tFINFz48Aw3eC2LOze38vypCeKJwsogphNpEqmMyzsTEal+CopF3BJuAWsdQdPFw3Y56ortrBMYS1lYluH6jVH83vJ+2dyzdaFn8WDhPYtH1ZpNROQqCopF3GLM+noWR3ucNcZVV1ypgj4PN/REMaZ8e+i92LN4pOA1RuMqoRARuZKCYhE3rac1m8cPjd2rdKDQAI9yi4X9bO9sLOse9gy0cmJ0ltPjhX2TNDqTJLuOMdYiIrVIQbGIm8JtYNbR13a1cc9JBcWVoLclTFc0WLbr33GxZ3Fh2eJMxmZiLuXyrkREqpuCYhE3WRZE2gp/fawPZoZzZ4SVKa4Y12xooiHoLcu1G4M+btgY5Yljo2QKzPiOqIRCROQyCopF3LaeEopYv/M+17hn1RRXDI9luLEnhtdTngLjPQOtTCXSHDgzWdDr1ZpNRORyCopF3BZpB1PgP63Vxj0rU1xRQn4PuzZGy3Lt63uiNAa9PFbg2OfZZIbZpKbbiYgsUlAs4jaPD8Kthb023Aq+SO664kwSsuoxW0naGgIMdDSU/Lpey+KOzS28MDRBfL6w4HY0rtZsIiKLFBSLFEOhgzyMWf2wnbLFFWdTa5j2xnWM+S7Q3QNtpLM2zxwvrGfxBdUVi4hcpKBYpBjW06+4ud8Jiu1c454VFFcaYwzXdTcR9q+j80gBelvC9DaHCu5ZPDGbJJ3J8fdMRKTOKCgWKQZvAELNhb021udMrpu5sPzjyhRXJK/H4obeGJ4SH7zbM9DG4OgspyfyP4SZzcLYrEooRERAQbFI8RRaQrHauGd1oKhYDQEv121oKuk179jcgscU3rN4ZFpBsYgIKCgWKZ5Ie2Gvi/YAK4x7VlBc0Tqagvi9pfvS2hTycX1PlCePjRXUs3h0RnXFIiKgoFikeAIN4C1g6pk36PQ6zpkpnlnfvqToAl6LlgZ/ya5390Ark3OpgnoWz6eyTCc03U5EREGxSDEVmi1eqQNFag7swqaYSens6o4S9JXm4N31G6M0BLw8XmDP4hG1ZhMRUVAsUlTrCYrj5yGVuPoxOwtp/ci70vm9Fjf0RrFK8FXW63F6Fj8/NMFMAT2LNfJZRERBsUhxhVsLm24X6wdsmMw17lkdKKpBU9DHzq7SHLxb7Fn89GD+PYsnZ1Mk02rNJiL1TUGxSDF5vIW1Zlt13LMO21WL7liInpZQ0a/T2xKipzlUcAmFDtyJSL1TUCxSbIWMfI60gze0Ql2xMsXVZHtHI9Gwr6jXMMawZ6CV4yMznCmgZ7FGPotIvVNQLFJshdQVrzbuWUFxVbEsw/Ubo0Vv1Xbn5taFnsX5Z4tH4vPYOsApInVMQbFIsQWbnAl3+VoMipcLVFQ+UXWCPg839EQxRRx41xTycf3GKE8eGyWbZ8/idMZmck6t2USkfikoFimFQrLFzf1ORnh2mUllyhRXpVjYz5b2hqJe466BVibmUrxydirv16oLhYjUMwXFIqVQSFC80rjn9DxkM+vbk5RFX0uYgK94X3pv7HF6Fj9WwNhn9SsWkXqmoFikFMKtQJ4/N4/2Ou9VV1xTPJZhU2ukaOt7PRa3b27huZP59yyOJ9IkUvpmS0Tqk4JikVLw+CAUy+81vhA0dMC42rLVmo2xUFGn3d090Eo6a/NMAT2LVUIhIvVKQbFIqRRUQtGvTHENsizDlvbiZYv7WsJsjBXWs1glFCJSrxQUi5RKpC3/18T6IH52+bHOyhRXtQ3RIOFAcbLFiz2Lj43McHYyv78n4zNJMnl2rhARqQUKikVKJdAEHn9+r4n1Oy3ZJk9d/ZgyxVXNGMNAETtR3LmlFcuQd7Y4k7UZn1W2WETqj4JikVIxJv9s8UrjnpMKiqtdR2OAhqC3KGtHQz52bYzyxNH8exZrup2I1CMFxSKllG9dcUOHM/hjubpilU9UvWJni+8eaCuoZ7EO24lIPVJQLFJK4Tbyas1mLIjmGPdsZ5avNZaq0t4YIBr2FWXtG3qiRPyevEso5pKZvNu5iYhUOwXFIqXk9UMwmt9rVhz3rBKKWlCsbLHPY3HH5laeGxpnNplfkKtssYjUGwXFIqWWbwlFcz8k4zC3TM9ZlVDUhJaIn+ZInocw12jPQCupjM0zg+N5vU5BsYjUGwXFIqVW8GG7ZUoodNiuZmwtUra4vzVMdyzI43mOfZ6YTZHKZIuyJxGRSqSgWKTUglFnwt1aRVcIilU+UTOiYR9tjQHX1zXGcPdAG0cvzHBuMrHm19k2jM2oC4WI1A8FxSKlZszCgbs18oed7PJybdlUPlFTBoo05e6OzS0LPYvzyxarhEJE6omCYpFyyLeuONYP48tlimfc2Y9UhMagj86moOvrxsJ+dnVHeeJYfj2LR+NJ7OUOeIqI1CAFxSLlUEhd8fQZyFzx4+z0PGRV91lLtrRHMHl07VurPVtbGZ9N8eq5tfcsTqazTCXUmk1E6oOCYpFy8Abya80W6wc7C5Onr35MdcU1JRLw0hV1P1t8Y0+McAE9i1VCISL1QkGxSLnkU1e80rhn1RXXnC1tDVguf3V2eha38OzJ/HoWa+SziNQLBcUi5ZJPCUVDF3j86kBRJ0J+D92xkOvr7hloI5Wx2ZdHz+KpuRTz6YzrexERqTQKikXKJdQM1hpbs1kWRHsVFNeRTa0R17PFm1rDdEeDPJZnFwpli0WkHigoFikXYyDSuvbnx/qc8okruwEoKK5JQZ+H3uawq2saY9iz0LP4/NTaexarrlhE6oGCYpFyyqc1W6wP5qchMXH551VTXLP6WyN4PO62orhzSwvGkNeBu9GZZF6t3EREqpGCYpFyyuewXXO/8/7KEgoFxTXL77Xoa3E3WxwL+7muu4nHj46sOdDNZGwm5lKu7kNEpNIoKBYpJ18QAo1re26ucc/ZNKAsXq3qawnjdTlbfPdAG+OzKV47N73m16iEQkRqnYJikXJbawlFoAHCLcu3ZctqwEKt8nksNrW6O/75pl6nZ3E+B+4UFItIrVNQLFJuedUV5xj3nJ6/+gCe1IzeljB+r3tfrn0ei9s3tfDcyQnmkmtrtzY7n8mrv7GISLVRUCxSbsEYWN61PTfWB1OnIXNFcGJnYfqs61uTyuCxDJvb3M0W79naSjKTZd+JsTW/Rq3ZRKSWKSgWKTfLgvAaW7PF+sHOOIHxlUaPKltcwzbGQgR9HtfW29waoSsazKsLxQWVUIhIDVNQLFIJ1lpCEctx2A4gGYfpc+7tSSqKZRk2t7uXLTbGcPdAK4eH42vuWTwWTzI4MuPaHkREKomCYpFKsNaRz40bnCl4yx22Axg9omxxDdvQFCTsdy9bfOeWVoyBJ/LIFh8ZjvPy6Uky6lssIjVGQbFIJfCFwN+w+vMsD0R7ls8Ug5Mtjp93d29SMSzLsKV9DX9P1qg57Oe6DU08fmyUbB7fTJ2bTLBvcIxEam2H9EREqoGCYpFKkU8JRa6gGJQtrnGdTQEigTUezFyDPQNtjM0kOZhHz2KA6USap46PMT6jw3ciUhsUFItUinyC4sQEJCaXf3x+GuLDrm1LKosxhoEO92qLb+6LEfJ58jpwtyiVzvLsyXGGxmZd24+ISLkoKBapFKFmMGuoF13psN2i0cPu7EkqUkdjkKaQz5W1fB6L2ze3sP/E+Jp7Fi9l23Dw3DSvnp1a89hoEZFKpKBYpFJYFkTW0Jot1u+8Xykonp+GadUW17IBFztR7BlwehbvPzFe8Bqnx+d49uQ482nVGYtIdVJQLFJJwmvoQhFscrLKuTpQLBo94s6epCK1NgRojriTLd7SFqGrKZjX2OflTMymePr4GJNzKVf2JSJSSgqKRSrJWuuKo6sctgOYn1JtcY0bcKkThTGGPQs9i4en19azOJf5VJb9J8Y4N7m+dURESk1BsUgl8YfBv4Yfi8f6YPIUZNMrP0/Z4poWC/tpbfC7stZdA/n3LM4lm4WXT09y+Pw0tjqhiEiVUFAsUmnWki1u7ncC4umzKz8vMQnxC+7sSyrSQIc72eLmsJ9ru5p4/Gh+PYtXcmJ0lueHJkhlsq6sJyJSTAqKRSrNWoLixQ4U46uUUICyxTWuKeijoyngylp7trYyOpPk0Pn8ehavZDSe5JnjY8zMr/JTDRGRMlNQLFJpQi2rt2Zr7Ham26122A6cnsYz6ztAJZXNrSl3N/c2E/J5eOzI+ksolppNZnh6cIwL0/Ourisi4iYFxSKVxrIg3LLyczxeaNq4+mG7RSPqW1zLGgJeuqLBda/j91rctqmZ/SfHXR/hnMnYvDA0wfGRGVfXFRFxi4JikUoUWUNrtlj/2oNiZYtr3pb2CMasf527t7aRTK+vZ/FKjg7HefHUBGnVGYtIhVFQLFKJ1lpXPDfmDOpYC9UW17Sw30t3LLTudba0RehsDKy7Z/FKhqfm2VfgBD0RkWJRUCxSifwR8IVXfs5axj0vNTcOM+7Wikpl2dwWwVrnV3VjDHu2tnHofLyoNcDxRJqnB8cYm0kW7RoiIvlQUCxSqVYrobg47nkNh+0WKVtc04I+Dz3Nq3wztQZ3bWnFAI8XMVsMkEpnee7kOENjs0W9jojIWigoFqlUq5VQhGIQiK49UwxOucXs2Lq2JZWtvzWMx1pfcXFLxM81G5p44ph7PYtzsW04eG6aV85Mkc1q0IeIlI+CYpFKFW4Fs8o/0dgaxj1fSdnimhbweuhtWX+2+O6BVkbiSQ6fj7uwq9WdmZgrStcLEZG1UlAsUqksj9OzeCWxPpgcwth5BBKzo8oW17j+1jBez/qyxTf1xZyexUUuoVhqcjbFM4NjTM6lSnZNEZFFCopFKtmqdcV9kEkRSpzPb11li2uaz2PR3xpZ1xoBr4fd/c3sP1Ha7O18Ksv+E2OcnZwr2TVFREBBsUhlW62uuNk5bBeZGcpvXWWLa15vcwifd31f4vdsbWU+nWX/yeL0LM4lm4UDp6c4dH4au8g1zSIiixQUi1SyQAN4V5hU1rQRjEXDbJ51xQCjRwvfl1Q8r8di8zqzxVvbG+hoDPC4y2Of1+rk6CzPDU2Q0qAPESkBBcUilW6lbLHHB03dRAoJimdHnN7FUrM2NocI+Ar/Mm+MYc9AKwfPTxe1Z/FKxuJJnj4+Rnw+XZbri0j9UFAsUulWK6GI9dEYPw7ZAuo+lS2uaR7LsLltfdnixZ7FTx4r3+CXuWSGZ46PMTydKNseRKT2KSgWqXSrtWbrv5tAahIGv5P/2jMXYG6i4K1J5euOhgj5PQW/vrUhwM6uRh47OlL0nsUryWRtXhya5NiFuOqMRaQoXAmKjTG3GGN+1xjzx8aYyMLnfsQY8wFjzMfcuIZI3fJ4IdSc+/HuW5iObIYD/wrZAn7ErE4UNc2yDFva15ct3rO1jZF4kiPDpelZvJJjF2Z48dQkadUZi4jL3MoU/xDwEeAh4A0Atm1/yrbt3wMaXbqGSP0Kt+Z+zBgGe38A4sNwXNliuVpXU5BwoPBs8S29MYI+i8eOlK5n8UouTM/zzOA4s0nVGYuIe4wbP4YyxvwP4NeBu4Fm27Y/Z4yxgA8DD9m2/dwyr3kf8D6Azs7OWz/zmc+sep14PE5DQ8O69yvu0P0oITsLydxZungiy72HPoIvHefpm/47tuXNb33LC771T0ETRyX+20hnbeaShfcb/vRrKfYPZ/m9PX4C3vUNBnGLMRDyeVYca12J96Je6V5Ulnq9Hw888MB+27Z3L/dYnv9z5vQZnExxGHjRGNMF/CZggPuMMS/a9uUjt2zb/gTwCYDdu3fb999//6oX2bt3L2t5npSG7keJHX0Y0st3ANg7mKLp1vfAo/+d++wnYNOD+a/ffzMEo+vcpEBl/tuwbZunj48xnSgsu3pvYJonvnaQF9IbuG/LKoc/S8nAlo5G+lqX/6auEu9FvdK9qCy6H1dzJSi2bXs/sP+KT/+8G2uLyIJIO0yeyv14983QOgAH/g023evUIudj9AhsvHV9e5SKZYxhoKOB509OFPT6rR0N9DaH+H9PnuDVs1O84+aNdDWt0EO7RGwbDp2fZiqR4toNTVgrZI1FRFai7hMi1WK11mzGwK53OzXCx7+d//rxYUhMFbY3qQptDQFiYV9BrzXG8Gtv2snbbtjAS6cn+dDnXub/PXmCidmky7sszLnJBPtKPJJaRGqLgmKRahFuxalIWsGGm6B1K7zyb5BRJwq52kB74TWEIb+Ht9+0kd/7geu5f0cH3z0ywgf+7WX+5dlTFXHobWouxdPHx5icTZV7KyJShRQUi1QLjw9CsZWfczFbPALH9+Z/jfh5ZYtrXHPET0uDf11rREM+fvj2Pn737bu4uS/GV18+x6//60t85eWzJNPlbZWWTGfZf3KM0xNzZd2HiFQfBcUi1WS1EgqADTdC6zY48JCyxbKs9WSLl2pvDPCfX7eFD33ftQy0N/Avz57mgw+9xKOHL5DJlm/ARjYLr56Z4uC56bLtQUSqj4JikWoSaVv9OcbA9e+G2RE49kj+14ifh3kFE7UsGvLR3hhwbb3eljDvf/02fu1NO2gO+/m7J07w4c8fYP+J8bJOnxsam2U2mSl79lpEqoOCYpFqEmgCzxp+9N11A7Rtg1cegkwB9ZXKFte89U65W872zkZ+4y07+bn7B7AM/J9vH+W/fflVXj1bvpKcTNbmmcExphOqMxaRlSkoFqkmxqythMIY2PUemB0tLFs8fU7Z4hrXGPTRFXW/pZoxhpv7mvnI267jx/dsYmouzf/8xiH+1zcOcWJ0xvXrrcVcMsO+wXHOTyXKcn0RqQ4KikWqzVpKKAC6roe27evIFh/N/zVSVba0RzBFautrWYZ7trbx335gF/9udw+DozP8zpde5S8fPVqW4DSTtXnp1CRHhuNlLekQkcqloFik2oTbWLU1GyzUFr8HZscKzBafhfnco6Wl+oX9XjZEQ0W9hs9j8cZru/j9d17P912/gRdOTfKhzx0oW4/jwZEZXjg1STqjOmMRuZyCYpFq4/WvfRxz5y5o37HQiaKAAGRM2eJat6U9glWC/wnCfi/vuHkjv/8D13Pv9ja+e3iEDzz0Mv/6XOl7HI9Mz/P04FhF9FYWkcqhoFikGq2lrhgu9S2eG4OjD+d/namzkCxPHaiURtDnYWMsXLLrRUM+fuSOfn7nHddxU0+ML790jt/415f42oFzJe0SMTuf4enjY4zG50t2TRGpbAqKRarRWuuKYSFbvBNe+VwB2WJbnSjqwKa2MB6rSMXFOXQ0BnnfvVv40FuvZXNbhH/af4oPPvQS3ylhj+N0xub5oYmyHQAUkcqioFikGgWjzoS7tVisLZ4bV7ZYlhXweuhtKW5tcS59rWF+6Xu281/euJ1Y2M8nnzjBR75wgGdPlqbHsW3D4fNxXj6tOmOReqegWKQaGbNw4G6NOq6F9mucbHG6kGyxaotrXV9LBI+ntNnipXZ2NfGBt+zkZ+8fwAb+996j/P5XXuO1c6XpcXxuMsHTx9XPWKSeKSgWqVZrrSuGS1Pu5sbh6Lfyv9bUGUjO5v86qRp+r0V/S+lqi5djjOGWvmY++rbreO9d/YzPJvmjrx/iT755iJOjxf/7N5vM8MzgGENj+rsuUo8UFItUq3yCYoDO65yMcaHZYnWiqHl9LWF83vL/t+CxDK/b1s5/e8f1vOfWHo6NzPDbX3qFTzx6jOHp4vY4zmbh4LlpXhiaIKVyCpG6Uv6vfiJSmHxasy26/t2QmIAj38z/epOnlS2ucV6PxabW8maLl/J7Ld50XRd/8M7r+d5dXTw/NMFvPXSATz11gsm54pY5XJie56ljY0zOqpxCpF4oKBapZvlmizuuhY7r4NXPQTrfVlTKFteDnuYw/grIFi8V9nt55y09/N4P7OKebW18+9AFfuPfXuKh504XtddwIpVh34kxBkdmNAVPpA5U1lc+EclPuDX/11z/bkhMFpYtnjoDqbn8XydVw2MZNrdFyr2NZcXCfv7Dnf38ztt3cWNPlC++dJYP/NvLfP2Vc0UrdbBtODIc57mhCebTmaJcQ0Qqg4JikWoWagZrja3ZFnVc4/QufvXz+WeL7aw6UdSBjbEQQZ+n3NvIqbMpyE/dO8BvvvUa+lvCfHbfKT74by/z3SMjZIvU43gsnuSpY2OMzZR+NLWIlIaCYpFqZgxE1pEtPvyN/F87dVrZ4hpnWYYt7ZWZLV5qU2uEX37Ddn71DdtpCnn528cH+cgXDvBckXocJ9NZnj0xztELcZVTiNQgBcUi1S7fumJwJtx1Xg+vfgHSeZ7mt7Mwdiz/a0pV2RANEg5UbrZ4qWs2NPHB772Gn75vCxnb5s/3HuUPvvoah85PF+V6xy/MsP/EOImUyilEaomCYpFql88Qj6WufzfMF5gtnjwFqeK2xpLyMsYw0N5Q7m2smTGG3f0t/Pb37+LH7uxnNJ7kv3/tIP/nxVRR+g5PzKZ46vgYF6bzPbAqIpVKQbFItfMFwRSQ0WvfAV3KFktuHY0BGoLecm8jLx7LcO/2dv7bD+ziXbds5PhUlt/+4iv83+8ccz2ATaWzvDA0waHz00WrZRaR0lFQLFILvIHCXnf9e2B+qsBs8ZCyxTWu2rLFSwW8Ht6yawMfucPPm67r4tmT4/zm517m00+ddL3H8cnRWfadGGcuqXIKkWqmoFikFlhepxNFvtq2Q9eNTieKfANcOwvjx/O/plSV9sYA0XCeHU4qSNhnePetPfzeD1zP3QOt7D00zAf+7SU+9/xpV4PYqbkUTx4f5fyUvlEUqVYKikVqReu2wl53/bthfhoOfy3/106chLmJwq4rVaNas8VLNYf9/Nhdm/jt79/F9RujfOHFs/zGv73EN14571qP40zG5qVTk7x6doqMyilEqo6CYpFaEWktbJhH2zbYcCO8+sX8W63ZWTi9X+Ofa1xLxE9zxF/ubbiiKxrkp+8b4IPfew29zSH+cd8QH3zoZR47OkLWpTZrp8fneGZwjJn54k3bExH3KSgWqSWtWwt73a53Q3IaDn89/9dmknDqGUhrqEEtG6iCvsX52NwW4VffuINf+Z7tNAa9/M1jg/yPrx10rfwhnkjz9PExzkyop7dItVBQLFJLwi2FtWhr2wYbbnI6URQymCM162SMszpoVKtiYT+tDbWRLV7q2m6nx/FP7NnE6Yk5PvqFV/j6K+dc6SaRydq8cmaKl09Pki7SGGoRcY+CYpFa01Zgtvj6d0MyDoe+WtjrExNw9nnQpK+atbWjgVjYhzHl3om7LGO4e2sbv/3913HNhkY+u+8Uf/i11zg76U6W99xkgqePjzGdcLfrhYi4S0GxSK0JNUOkI//XtW6F7pvhtS85md9CxIdh+JXCXisVrzHoY/emFu7b3s5NfTH6W8M0haq3M8WVYmE/P//AVv7zPZs5N5ngo194ha+8fNaVQ3OzyQzPDI4VZZCIiLhDQbFILSo0W7xrMVtcQCeKRRMnYfRo4a+Xiuf1WLQ1BNjW2cjtm1u4b0c7N/RG6WsNV92wjysZY7hjSyu//fZd3NAT5V+ePc3vf+VVTo+vP2uczcLBc9O8MDThWscLEXGPgmKRWhSMQkMh2eIB6L4FXvvi+jpKjByCqTOFv16qis9j0dEYZHtnI3duaeXe7e1c3xNlY3OIcKCAaYsVIBry8TP3DfBT925hJJ7kt7/0Cl988Qzp7PqD2QvT8zx1bIzJWZVTiFQSBcUitWo9fYuTM4XXFi869xLMjK5vDalKfq9FZ1OQazY0sWegjXu2tbFrY5TuWIiQv3qCZGMMt21q4Xfefh239MV46Pkz/N6XX3OlBCKRyrDvxBiDIzPYqsMXqQgKikVqVbAJGrvyf13LFth4q1NbvJ5ssZ2FM89CYqrwNaQmBH0euqJBru1u4u6tbdy9tY1rupvoigYJ+Cr/v6HGoI+funeAn71/gInZJL/7pVf53POn191RwrbhyHCc54YmmE+rc4tIuVX+VyMRKVzrNqCAVgG73g2pGTj0lfVdP5uG0/sKa/MmNSvk97AxFmLXxiiv29bOXQOt7NzQSGdTEJ+3cv9buqWvmd/+/l3ctrmZL7x4lt/98qsMjs6se92xeJKnj48xNqNe3yLlVLlffURk/QIN0LQh/9e1bIaNuxeyxev8Tz89D6f2QUb1k7K8SMBLT3OY63ui3LutjTu2tLC9s5H2xgBeT2X1f2sIevnJe7bw8w9sJZ5I83tffpV/fe7Uug/OzaeyPHtinKMX4iqnECkTBcUita51K4Vli9/ltGY7uM5sMTgdLU4/6xy/F1mBMYbGoI++1jA39sa4b3s7t21uYVtnA60NfjxWZQTJN/XG+Oj3X8edW1r58kvn+J0vvsKxkfi61z1+YYZnT46TSKmcQqTUFBSL1Dp/BJq6839dy2bouQ0Ofnn92WKAuTE494KGe0hejDFEQz76WyPc3NfMfdvb2b2pmYGOBpojfqwy/i8WCXj5j3dv5v2v38ZcKsPvf+U1/mn/EMn0+r75G59J8dTxMS5Mz7u0UxFZCwXFIvWg4GzxuxeyxV92Zx/T5+DCQXfWkrpkWYZY2M/mtgi39jdz//YObulvZnN7pGzT9q7fGOWj338dr9vaxtcOnOejXzzAkeH1ZY1T6SwvDE1w6Py0KyOnRWR1CopF6oE/DNGe/F/X3A89ty9ki9f/o2EAxo/D2HF31pK6Z1mGloifgfaGi9P2bu6LsamttNP2wn4vP3bXJn7le7aTztj84Vdf4zPPnFx3V4mTo7PsOzHOXFLlFCLFpqBYpF60DoAp4J/8rnc53SNecylbDHDhNSdrLOIyr8eitSHA1g5n2l5D0MuNvbGSTdu7truJj37/ddy/o51vvjrMR77wCofOT69rzam5FE8eH+X8VMKlXYrIchQUi9QLXwiivfm/rrkfem93DtzNu5QtBjj7AsyOubeeyDIM0N4YuGza3g09UXpaijdtL+jz8CN39PNf3rgdbPjvXzvIp586ua7Dc5mMzUunJnn17BQZlVOIFIWCYpF60rKlwGzxuyE9Bwe/5N5e7KzTkcLNQFtkFX6vRUdTkJ1dl0/b64oGXa9H3tnVxEfedi3fc00Hjxwc5iNfOMCrZ9c3zOb0+BzPDI4xM592aZciskhBsUg98QUh1pf/62J90HsHHPyqu0FsNgWnnoGUfiws5bE4bW/Xxii3b26hOeJuHXLA5+EHb+vj1960A48x/M9vHOL/PXliXTXC8USap4+PcWZCQ3FE3KSgWKTetGwBU8CPjXe9G9IJeO2L7u4nnXCm3mWU+ZLyagz6uLW/hRt6ogR97pZWbOts5MNvu443XdvJo4cv8OHPH+Dl05MFr5fJ2rxyZoqXT0+ue9y0iDgUFIvUG2/AqRPOV6wX+u6AQ1+F+fX9CPgq89Nw5jkN95CK0NEU5K6BVra0R1wdFuL3Wrxndy+//uad+H0Wf/Ktw/zt44PMJgv/hvDcZIKnj48xndDESJH1UlAsUo+aN4NVwEn8Xe9yxja/5mJt8aLZETj/kvvrihTAYxm2tDdw10ArnU1BV9ceaG/gw993LW/Z1cVjR0f40OcO8OKpiYLXm01meGZwjKGxWfc2KVKHFBSL1COvH2IFZIujvdB3Jxz6mvvZYoCpM3DhkPvrihQo6PNwfU+U3ZuaXW3p5vNYvOuWHj74lmuIBLx87OEj/PV3jxMv8ABdNgsHz03z4qkJUiqnECmIgmKRetWyGawCDhUtZotfdbm2eNHYUZg4WZy1RQoUC/u5Y3MLOzc04vO691/nprYIv/nWa/i+Gzbw9PExPvz5Azx3crzg9Yan5nnq2BiTsyqnEMmXgmKReuXxQfOm/F8X7YH+u+Dw1yBRhGwxwPlXID5cnLVFCmSMoac5zJ6BVvpaw661cPN5LN5x00Y++L3X0BT08ud7j/KJR48VXCecSGXYd2KMwZEZbFs9jUXWSkGxSD1r3lRYtvi6d0E6Ca99wfUtOWw48zzMTRRpfZHC+TwW2zsbuWNLKy0NftfW7WsN88G3XsPbb+pm/8lxPvT5A+wbLGzAjW3DkeE4zw9NrHvUtEi9UFAsUs88XqeMIl/RjdC/Bw59HRKFt5VakZ1xWrUlZ4qzvsg6NQS83NLXzA29UUJ+d1q4eS2Lt93QzW+99RpaIn7+4tFj/J9vH2VqrrCs8Wg8ydPHxxibSbqyP5FapqBYpN7F+p1Sinzteidkk7Dvr4s3lS6TglP7nKy0SIXqaAxy15ZWBjoaXGvh1tMc5gNvuYZ33ryRF4Ym+NDnD/DU8dGCyiHmU1mePTHO0QtxlVOIrEBBsUi983idgR75atoIu97jTKT74i/DkW8Wp89watbJGGf1I2CpXJZl2NwW4a6BVrqi7rRw81iG771+Ax/6vmvpaAzwf79znD/fe5SJ2cK+STx+YYZnT46TSOnfkshyFBSLyEK2uIDayF3vhDf9AcR64Jm/gq99AC685v7+EpNOjbGyXFLhgj4PuzZGuW1TC00hd0ZGd8dC/Pqbd/KeW3s4cGaSD33+AI8fHSko6zs+k+Kp42NcmJ53ZW8itURBsYiA5YHWgcJe29wPD34I7n4/JKfgmx+Bxz8Os4UdEMppZhjOH3B3TZEiiYZ93LapmWu6m/C70MLNsgxvuq6LD7/tOrqjIf6/xwb52MNHCqoVTqWzvDA0weHz02Sz+kZTZJGCYhFxRPucEdCFMAb67oK3/jFc9wMw9BR86Zfhlc85dcFumRyC0aPurSdSRMYYNsZC3DXQSr9LLdy6moL82pt28IO39XLw3DQf/vwBvnP4QkFZ4xOjs+w7Mc5cUuUUIqCgWEQWWRa0bl3fGt4g3PDv4a1/BF03wAv/AF/+r3D6WXf2CDByCCZPubeeSJH5PBbbOhu5c0srrS60cLMsw/dc08lHvv9aeltCfPKJE/zJNw8zGs+/JGJqLsWTx0bZf2KcQ+enOTMxx1QipQyy1CX3ZlaKSPVr6nEysenE+tZp6ITX/SqcfQH2fxIe/e/QfTPc/B+gqXv9+zz3shOAR9rWv5ZIiUQCXm7ua2YkPs+hc9PMrjND29EY5L+8cQffPniBf372FB/6/AHec2sP925vx8ojLZ3J2ozPJBlfUophDIT9XhqDXhoCXhoW3gd97rSeE6lECopF5JLFbPH5l91Zb8ON8Jb/7ky/e+mf4Sv/FXa81Smx8IXWsbANZ56D3tshGHVnryIl0tYQoGWLn6HxWY6NzJDJFJ6VtYzhgZ0d7NoY5e+eGOTvnzrJvhPjvPeuTbQ3FlgOhXOmdWY+zcx8+rLP+7wWDYErgmW/F8ulVnRSu7JZm0Q6w1wyw1wqQ09zuNxbuoqCYhG5XNNGGDvmtEJzg8cLO98K/Xc75RSvfh4GvwM3/jBsuoeCCy2zaaeHcf+edQbYIqVnWYb+1ghd0SBHhuOcnVjfT2faGwP8yhu28+jhEf5p/xAf/sIB3nXzRh7Y2ZFX1ng1qXSW8bSyynI127aZT2cvBr1zKScATix8PJ+61LLTGBQUi0gVWMwWn3vR3XVDMbjzZ2Dr98D+v4Un/xyOfANu/YnCpuoBZJJOn+S+uwobQCJSZgGvh+u6o/Q0hzl0fprJ2cIPphpjuG97O7u6m/i7J0/wD88Mse/EOD++ZxOdTe70Tl7OWrPKWdsmm7WVVa5i8+kMiWT28qA3nSGx8L4YrepLSUGxiFytqRvGjhZnxHLbNnjj78CxbzuZ4699AAYehBv/PQSa8l8vOQOn90PP7U5AL1KFoiEfu/ubOTeV4Mhw/LKsWr5aGwL80uu38djRUf7xmSE++oVXeMfN3XzPzs6SBqRXZpXn5jM8cnBYWeUKlspkL2Z2rwp+UxkyNX4AU0GxiFzNGCdbfPaFIq1vwcADTk3wy/8Mh74GJ5+EG94DW9/g9E3Ox9w4nH3eOczn4o+KRUrJGMOGaIj2hgCDozOcHJstOPNmjOGerW1c193E/3vyBJ/dd4r9C1njDdHylRupVrm8sln7YqCbymQ5fH76YtA7l8qQXkd9ey1QUCwiy2vc4HSiSMaLdw1/BG55Lwy83imp2P+3cORhuPW90HldfmvFzzuH75o3QbilCJsVKQ2vx2JrRyPdsRCHz8fXNX2uOeznFx7YypPHx/iHp0/y0S+8wttv6uaN13bhqaCAM1etcsjvoSnoI7IkYFZWOTfbtkmkrs7wLlfXm0hlOTHq0tmRGqGgWESWZ4xT6nDmueJfK9oDD3zQqQ9+7u/g4d+Bvjvhph/Nr+1a/Lzz5gs5Bwabup3AW6QKhf1ebuyNMRqf5+D5aWbnC2vhZozhri2tXLuhib9/6gT/8uxp9p8Y5yfu3szGWOUeUrVtmJ3PXPX79noMjUEvjUuC5YjfW1FBfjEtV9c7l7oU/BYwx0UWKCgWkdwaOiHQCPPTxb+WMU45xYab4LUvwCsPOUM/rn0HXPN94Mlj6EFqDkaPOG+hZic4btygw3hSlVobAtwZ9nNqfI5jI/GCf8QdDfn42fsGeGZwnE8/fZLf+eIrfN8NG3jzri68VVSPn87YjM+kGJ+5dChxMavcGPBdrFNuDFZnVjmVyS7U9GauCnznU9mar+stJwXFIpKbMdC23TnIVipeP+x6F2y+F577e3jps3BsL9zyY7Dx1vxrhufGnbfhVyHS7mSQI+06lCdVxbIMfa3hiy3czkzMFbSOMYbbN7ews6uRTz99koeeP8OzJyd43dY2miN+WhbeIn4Pporq85dmlc9PXfr8Yla5YUmw3BAob1Y5s1jXu6Rd2dJsb73X9ZaTgmIRWVlDhzMgIzFZ2utG2uGeX3am1z37t/CdhdHRt77XCWzzZWcvlVd4fE7muGmj0ypOpEr4vRbXdjfR0xLi0LlpJgps4dYU8vHT9w2w/4STNf7U0yevuk5L+FKQ3Bz2Xfy4JeKnJewnUAVZ2HJklbPZhX69y/TqnUtmSKarvG9ZDVNQLCKra90Gp/eV59pdu+DNfwCHvwEv/RN8+ddgx5udbLKvwObvmRRMnHTe/JFL9ccaAiJVoinoY/emFs5NJjg8PF1wC7db+5u5uS/G1FyKsdkk4zMpRmfmGZ9xfj02k+Sl05NMzaW4Mn8Z8XucgHkhSL4saI74iYV9FVmWsd6s8uKQiuWyvHPJLPNp1fVWKwXFIrK6hnanNnduvDzXt7yw4y3OVLwXPwOvfRkGvws3/pBTZmHW8R9vcgZGDjlvoZYl9cf68iiVrysapL3RaeF2YnSmoBZuljHEwn5iYT/kONeazmSZmEsxNpO8/G3W6RhxdDjOTPLyA3EGJyO9GCQ3ZdK0x8/RGgnQHPHREvbTFPK5OnFvPVbKKjcEvBfLHhKp6h9SIcvTV30RWZvWbXDq6fLuIdgEt7/vUgu3p/4CjnzTmYrXOrD+9efGnLfhV5xDhk0bne4XFfKftshyPJZhoL2B7miIw8PTDE8V3sItF6/Hoq0hQFtDIOdz5lOZi9nlxbfxWSeQPj0+x0vxDMlTp67a+2JpRnPYT+ti5nlJmUa4jPXNuTpgyNpkbZvkQlY9kc4yn8qQSDnZ9Magj9s3V1b7TAXFIrI2kVYnkzo3Vu6dOAHwGz7qZIuf/zR8/YOw5X644QfdqRG2szB91nnz+J3scVO3U1stUqFCfg839MQYm0ly8Nz0VQMyii3g87AhGso5HGT2xItku669FDAvZJoXf330Qpx9gykyV9QeBLwWzRE/reGrA2anfMNHwFv59c3VIJu1SaQzF8tDFgPYRMr59aXPXx7kOr9eeP7CY4mUUz+dq5LkmcFx/uF9d5b097caBcUisnZt22DoqXLvwmEsp3SiZze8/K9w8Ctw8gkno92yxQmcW7ZAeJ2Z3kwSxgedN38DRDdCYzf4gm79TkRc1RLxc+eWFk6Nz3H0QuEt3NxmjLlYp9vXsvx5gGzWZiqRuqw8wwmgnVrnUxNzTM5dfbiwIeBd9jBgc8TJPkcrtL55vTJZ+2KQmiuQTaSdVm6JKz43G0+SeuHAxQB2Pp3N6xBgwGsR9HkIei0CPg9Bn0Us5CPYFCToswh4nc8FfZ5Lz134OOT38Kbruor4J1MYBcUisnbhFifInB0p904u8YXh5h91xkYf/AqMHYODX4Lswo87A41OcNyyBVoWAuVQc2GBcjIOFw46b+G2hfrjrvzHUosUmTGG3pYwnU1Bjo3EOT0+VxWHvyzrUn3zlvbln5POZC+WZSzWNI/OXHp/eDjO7DL1zdEl9c3LHQ5sDHqLXt+cylyZcV05E5tILQ1or35+eo09i42B4EKQGlgIZH0GmiIBAr6rg9ug17Pk857LnhP0efB7rXX9WRkDvTm+MSonBcUikp+2rXCygoLiRU0b4bafdD7OJGFiCMaOOkHy2DF45XNOWQRAMLYkUF54y7fsYnbEeTt/ABoX6o/Drao/lori91rs7GpiYyzEofPxy8YoVyuvx6K9MUB7Y+765kQqs1DTfClgXsw+D43P8uKpSZKZy7OiXsvQHHbKMa4q0Qj7L657WdnAcsHqwueWZmcXSwrWOnjDY4wTiF6RbW0K+q7IvK6ckV18jt9jXVWXPXfyJUJ9W/P8069tCopFJD+hZqeH8MyFcu8kN4/fKZ9YevguPQ8TJ5wAeXQhUD7zHCxWvIVbrw6UA42rX8vOwNQZ580bcIJjW0fTpbI0Bn3c2t/M8FSCQ+fjJFK1fXAs6PPQHQvRnWOMtW3bzMxnLivRuHQ4MMnh83HGZ5OsdXic1zJXBakhn4dY2LdstjVXRnYxuPVapqqGp9QKBcUikr/WrZUdFC/HG3Cm87Vtv/S51JxTKzx27FJW+dQzlx6PdFwRKG92+hrnkp531kimYPCxSwf0vLkzWiKl1NEUpLUhwInRGU6MztbtyGBjjNOLOOilrzV3ffPkQn3z+GwSg7kYtF5ZiuD11F69cj1SUCwi+QvFnEl38eFy72R9fCHouMZ5W5ScgbHjl8ouxo7B0JOXHm/surw+uXnz8ofu5qfgwpRTfxxpczLIDR2qP5ay81iGLe0NdMdCHBmOc24yUe4tVSRrsZxioXRCap+CYhEpTOu26g+Kl+OPOFP0unZd+tz89OVB8oWDcOLxhQeNE/C2bIFWJ6NsZboB38LjtpNVn7ngDCGJtDuHAz0+J4PsCYDX77z3+FSTXCy2Ddm0U2+eSTpTDS/7OOV8w2L5nMEtHv+ljy2fc28sH9RQB4Ogz8OujVF6m8NMJVJksjbprE1myVs6myVr26QzC5+znedks3ZVHNyTEspmMHYGY6cx2QyWncbYGbAzl/3aZDMYMkBnuXd8FQXFIlKYYJOTNZ0+V+6dFF+gETbc6Lwtmpu4PFA+9wIMPgrA67DgUM/lXS9ifc7rps+ucCFzebB88WP/Mp8L1FSAlhfbXiaoXfJxNnXp42TcGfCSSUPOjql5MJ6rA+WcQbR3yXN8FftTgmjYRzTsW/2JV7gqeM5COpu9FDwvCaQzWZtjpy26osHLAu8rX6dAu0RsG7CxMvOY7EKwuvi29NfZNMbOOoHuKo/lpUK/+VdQLCKFa93mHCrLZhbe0s7Bs2waslnn41oVisHGW5w3cP6TmRuHsWOcOHaYTdlBOLUfju11Hrc8EO2D5v5LmeLLAqvlPl4Iti577uLnvOANOyUgvuCSwNl/+ccXP5d/0FMS2ezlQeyywe7C+/Q8pBNOLXg27bwum14IhDNX/DoN2TRtI/MLf0fTl96WPE5mcZ2M0/va8jp/tsbjfGx5FzLIq3280uOeJfctcOl+rRpEL73/lRdQeyyDx1oMblbf3xmfxa6NKw/AyS4JotNZm0xmMTt9RdCdta/ObC++LmM72e2sTWbhdVXPti9mYJ0gNLvk15krPr7y1wvPz6QwdhorO4+VTXN+zkv7qcGF52QvZXXt7MVfO59b+uu1Pu/qXxs7e+l1ZCEyAXf+dLn/ZC/jSlBsjLkFeCcQBn7Ltu0ZY8x7caaoR2zb/m03riMiFSbQABtvzf24bTvBxsVAeTFwzl7x68xCcJS+4rm5XpvBlayfm4xZ6OPcwmD6RjZt8i3MiB2B0SWt4U4/B5l5JzBz65uG5QLsi8G1Fyz/pQyzN7jwfiGY9oWcIN23EGD7I5c+9vgXnr/w3uMHFrK06YXfQ2Z+IWBdCFpTs07Qmp67FMAuBrOL7xcD3MXg92JwujTQvfLjhbc87/uu1Z6wNIC9+A1eurgdRIxxrmnyDLoXv1la/MbH419SeuO/dF8X79fS+2wtfe3SvyMLvzbF/6lDw/QxOLvyWF9r4S2vb+EWX5RD1rbJ2E7AvRgs21mbtG07X3YWgmnneQsfZ5d+DJnFb/KzC8Fm1vn3azJpWMyUZlIXywPIJrEySUw2tRCMJrEyKUw2ibXw99zKprGyKec52fRCwJpeCGgXf+1cy5BdIdDMEXheFsRmscqcpLCNhW08C28WDEZqMygGfgj4DWAP8AbgIeAm27Z/2RjzIWNMzLbtCZeuJSLVwhgnKMMLuNyBIVd2emnQtPAjwksf4/x66ceuPHbF84aOOZ0qwGkL13P75a9b+nu4GFguzZAmLwWaqz2eXRqgLn18yevSSUjNOJns5dbLFnMcsLmU2fb4L2U/l2ZBPT4neLsqWFtalpArq77M2kue98zREW7b2Xd5QLl0D7l+jLv4jdtlWeXF0owrs87LBfJXvu7Kj5euk7r8OZetu/B3JDUDifQVr13y+OJ1K9hugP2lv+4qMXN5GA+25VnyEwmP82Y8l74ZWnyOx7PwDZTzEwPbXHqdvfQ15tKv7YXn2QvrXvaahecPjcTZ2NFyaY2Lr/NeXNM2FrblIWu8F9ex8WAv7I/FINeynOcsrJHFAstDdvG6xgJz6cukDWy6ZndZb8Fy3CyfuOJ/i6s+fxljzPuA9wF0dnayd+/eVS8Qj8fX9DwpDd2PyqF7UVniiRR7D5wp4JUeILTwtsrTPIBbh+LtLFY2teQtibFTV3zO+TwYspaPrOXFNs77rOXDNpe/X3zcNlZx6wdtIL3wtoy4x8/es4vdQbLAejotGJw/9Dz+4A2lK1S07Ys/LrcuyzxmFu7n5Y9d/nHxf/Iyl0gQClbvePSlWc7Fj7OLgeKybxa28V71GidALX9NbZw4Z8INKz/JBgpKMK/yDxMYPL+3kIWLytgu/EMwxtwKvAOnfOJF4GvAm3DKJ8K2bf/OSq/fvXu3vW/fvlWvs3fvXu6///71bldcovtROXQvKovuR+XQvagcuheVpV7vhzFmv23by6apXfn+1bbt/Vz9Q5FPurG2iIiIiEixVVyZjYiIiIhIqSkoFhEREZG6p6BYREREROqegmIRERERqXsKikVERESk7ikoFhEREZG6p6BYREREROqegmIRERERqXsKikVERESk7ikoFhEREZG6p6BYREREROqegmIRERERqXsKikVERESk7ikoFhEREZG6p6BYREREROqegmIRERERqXsKikVERESk7ikoFhEREZG6p6BYREREROqesW273HvAGHMBOLGGp7YBI0Xejqyd7kfl0L2oLLoflUP3onLoXlSWer0f/bZtty/3QEUExWtljNln2/bucu9DHLoflUP3orLoflQO3YvKoXtRWXQ/rqbyCRERERGpewqKRURERKTuVVtQ/Ilyb0Auo/tROXQvKovuR+XQvagcuheVRffjClVVUywiIiIiUgzVlikWEREREXGdt9wbWIkx5hbgnUAY+C3btmeMMe/FaSMSsW37t8u6wTqS4178/9u7vxBNxzCO499fVizJirQHSPkTppVWyZ82c7DYE1rlT0tRcrBHIid2pSZH/rQ1SY4oCW3JNlEiUThxIESTbWlK2x6oNf6cbJnN5eB9bOMx72Zr7P1Oz/dTb09dz7z3e81zd817dc/T/ewBDgKHquqtpgkOTJLLgd3AXFXNdTFro4Exc2FtNJJkC3AjcBXwWFUtWhttjJkLa6OBJFPAbcBljL7DD1sX/zbpK8U7gBlgDrili11TVXsAkmxoktUwrTQXPwGnA6e1SWm4quoA8GovbG00MGYurI1GquqzqnoW+AHY0IWtjQbGzIW10UBVzTO69huBpS5sXfRMelMMUL1jP66T5x9zUVXPVdUzwLVJTm2XlnqsjcasjbaS3AcsVNVC75S1cZL158LaaKeq3gBeBi7qn2qQzkSa6NsngL2MVifPAL5JshH4OsnjAFX1a7vUBmelubgVuBD4o6qWjvNerbLu+t8FrE9yNvAB1kYTY+bC2mgkyd3AA8D73b+HrY1GxsyFtdFAkm3A1cAlwKfdk4Stix53n5AkSdLgrYXbJyRJkqT/lU2xJEmSBs+mWJIkSYNnUyxJkqTBsymWpFWW5JEku07wPbPd8d4k00m2/5efH3PujiTrT/Dzj31mkhn3LZU0NJO+JZskrSlJ1jF6MMHv3RZtdwKbgLOAA4z2CH0T2Ab8ApwPvLJsiBuAeWBTkv3Azqp6tGuCdwPPd+fPSXIe8CRwGPiuqvZ1Y2xmtO3S24y2U7yyqnZ1+U0DDwK/AYtdrl8CPwO3J7kYuB5Yl+RhYAvwYVW9vnpXSZImjyvFkrS6tgPndq8dXWxv9/oRmAWu6+LvAPuArb0xvgc+rqr9y2KnMGquv6iql4AA08BR4BBwwQq5LFTVa0B/1fg94AXgCPAUcFMXf7eqZoHPu3G/AuZtiCUNgU2xJK2um6vqiap6GriCUfO6BPy57Pj33957GK3aftQb4yCwNckUcCTJQ8ClwLfAVJL7u3E/YbTSeyajBrbv6Jgcj+VTVcvz6XsRWEyy+fi/siStfT68Q5IaSDIDzPokKUmaDDbFkiRJGjxvn5AkSdLg2RRLkiRp8GyKJUmSNHg2xZIkSRo8m2JJkiQNnk2xJEmSBu8vOGqF9FlgtHUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 864x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -732,11 +750,11 @@
     "    return ser, std\n",
     "\n",
     "results = {}\n",
+    "st = np.random.RandomState(0)\n",
     "with tqdm(total = 0) as tq:\n",
     "    with multiprocessing.Pool(multiprocessing.cpu_count()//2) as pool:\n",
     "        for nbits, thf, reps, points, duration in [(5, 4.0, 5, 25, 64), (6, 4.0, 5, 25, 64)]: #[(5, 4.0, 50, 25, 128), (6, 4.0, 25, 25, 64), (7, 5.0, 10, 10, 64), (8, 6.0, 5, 10, 32)]:\n",
     "            #print(f'nbits={nbits}')\n",
-    "            st = np.random.RandomState(0)\n",
     "            vs = 0.1e-3 * 10 ** np.linspace(0, 1.5, points)\n",
     "            results[nbits] = [ pool.apply_async(calculate_ser, (v, st.randint(0xffffffff), nbits, thf, reps, duration), callback=lambda _res: tq.update(1)) for v in vs ]\n",
     "            tq.total += len(vs)\n",
@@ -766,13 +784,153 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ea39fcd66b66478c8a0df52afdf9709f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "0it [00:00, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Starting 0.0001/0\n",
+      "Starting 0.000316227766016838/0\n",
+      ">    1 Generating test signalStarting 0.0014677992676220691/0\n",
+      "Starting 0.00046415888336127784/0\n",
+      "Starting 0.001/0\n",
+      "Starting 0.0021544346900318834/0\n",
+      "Starting 0.0006812920690579612/0\n",
+      ">    1 Generating test signalStarting 0.0031622776601683794/0\n",
+      "\n",
+      ">    1 Generating test signal>    1 Generating test signal>    1 Generating test signal>    1 Generating test signal>    1 Generating test signal>    1 Generating test signal\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "Starting 0.00014677992676220695/0\n",
+      ">    1 Generating test signal\n",
+      "Starting 0.0002154434690031884/0\n",
+      ">    1 Generating test signal\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-18-cdc407ab1b04>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     44\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     45\u001b[0m         \u001b[0mpool\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m         \u001b[0mpool\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     47\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'scheduled {tq.total} tasks. waiting...'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/lib/python3.9/multiprocessing/pool.py\u001b[0m in \u001b[0;36mjoin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    660\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mCLOSE\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTERMINATE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    661\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"In unknown state\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 662\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_worker_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    663\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_task_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    664\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_result_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/lib/python3.9/threading.py\u001b[0m in \u001b[0;36mjoin\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1031\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1032\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1033\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_wait_for_tstate_lock\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1034\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1035\u001b[0m             \u001b[0;31m# the behavior of a negative timeout isn't documented, but\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/lib/python3.9/threading.py\u001b[0m in \u001b[0;36m_wait_for_tstate_lock\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m   1047\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlock\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# already determined that the C code is done\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1048\u001b[0m             \u001b[0;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_stopped\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1049\u001b[0;31m         \u001b[0;32melif\u001b[0m \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblock\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1050\u001b[0m             \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1051\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    },
+    {
+     "data": {
+      "application/pdf": 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\n",
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+      "text/plain": [
+       "<Figure size 432x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "default_params = dict(\n",
+    "        decimation=10,\n",
+    "        power_avg_width=2.5,\n",
+    "        max_lookahead=6.5)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(6, 3))\n",
+    "\n",
+    "def calculate_ser(v, seed, nbits, thf, reps, duration):\n",
+    "    st = np.random.RandomState(seed)\n",
+    "    params = dict(default_params)\n",
+    "    params['signal_amplitude'] = v\n",
+    "    params['nbits'] = nbits\n",
+    "    params['threshold_factor'] = thf\n",
+    "    sers, brs = [], []\n",
+    "    for i in range(reps):\n",
+    "        seed = st.randint(0xffffffff)\n",
+    "        try:\n",
+    "            print(f'Starting {v}/{i}\\n', end='', flush=True)\n",
+    "            ser, br = run_ser_test(**params, sample_duration=duration, print=print, seed=seed)\n",
+    "            sers.append(ser)\n",
+    "            brs.append(br)\n",
+    "            print(f'Finishing {v}/{i}\\n', end='', flush=True)\n",
+    "        except Exception as e:\n",
+    "            traceback.print_exc()\n",
+    "            print('got', e, 'seed', seed, 'params', params)\n",
+    "            #sers.append(1.0)\n",
+    "            #brs.append(0.0)\n",
+    "        #print(f'nbits={nbits} ampl={v:>.5f} seed={seed:08x} > ser={ser:.5f}')\n",
+    "    sers, brs = np.array(sers), np.array(brs)\n",
+    "    ser, std = np.mean(sers), np.std(sers)\n",
+    "    #print(f'signal_amplitude={v:<.5f}: ser={ser:<.5f} ±{std:<.5f}, br={np.mean(brs):<.5f}')\n",
+    "    return ser, std\n",
+    "\n",
+    "results = {}\n",
+    "st = np.random.RandomState(0)\n",
+    "with tqdm(total = 0) as tq:\n",
+    "    with multiprocessing.Pool(multiprocessing.cpu_count()) as pool:\n",
+    "        for nbits, thf, reps, points, duration in [(10, 4.0, 5, 10, 10)]:\n",
+    "            #print(f'nbits={nbits}')\n",
+    "            vs = 0.1e-3 * 10 ** np.linspace(0, 1.5, points)\n",
+    "            results[nbits] = [ pool.apply_async(calculate_ser, (v, st.randint(0xffffffff), nbits, thf, reps, duration), callback=lambda _res: tq.update(1)) for v in vs ]\n",
+    "            tq.total += len(vs)\n",
+    "            tq.refresh()\n",
+    "        \n",
+    "        pool.close()\n",
+    "        pool.join()\n",
+    "\n",
+    "        print(f'scheduled {tq.total} tasks. waiting...')\n",
+    "        results = { nbits: [ res.get() for res in series ] for nbits, series in results.items() }\n",
+    "        print('done')\n",
+    "\n",
+    "with open(f'dsss_experiments_res-{datetime.datetime.now():%Y-%m-%d %H:%M:%S}.json', 'w') as f:\n",
+    "    json.dump(results, f)\n",
+    "    \n",
+    "for nbits, res in results.items():\n",
+    "    data = np.array(res)\n",
+    "    sers, stds = data[:,0], data[:,1]\n",
+    "\n",
+    "    l, = ax.plot(vs*1e3, np.clip(sers, 0, 1), label=f'{nbits} bit')\n",
+    "    ax.fill_between(vs*1e3, np.clip(sers + stds, 0, 1), np.clip(sers - stds, 0, 1), facecolor=l.get_color(), alpha=0.3)\n",
+    "ax.grid()\n",
+    "ax.set_xlabel('Amplitude in mHz')\n",
+    "ax.set_ylabel('Symbol error rate')\n",
+    "ax.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
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\n",
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\n",
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\n",
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\n",
       "text/plain": [
        "<Figure size 216x144 with 1 Axes>"
       ]
@@ -799,7 +957,7 @@
     "    stds = np.array([ np.std(values)  for values in series ])\n",
     "\n",
     "    # FIXME HACK HACK HACK\n",
-    "    vs = 0.1e-3 * 10 ** np.linspace(0, 1.5, 25)\n",
+    "    vs = 0.1 * 10 ** np.linspace(0, 1.5, 25)\n",
     "    \n",
     "    l, = ax.plot(vs, np.clip(sers, 0, 1), label=f'{nbits} bit')\n",
     "    ax.fill_between(vs, np.clip(sers + stds, 0, 1), np.clip(sers - stds, 0, 1), facecolor=l.get_color(), alpha=0.3)\n",
@@ -1048,8 +1206,8 @@
     "#plot_gold_sensitivity(load_results(*default_files))\\\n",
     "#.savefig('fig_out/dsss_gold_nbits_sensitivity.pdf');\n",
     "\n",
-    "plot_amplitude_ber(load_results(*default_files), figsize=(7, 4))\\\n",
-    ".savefig('fig_out/dsss_thf_amplitude_5678.pdf');\n",
+    "#plot_amplitude_ber(load_results(*default_files), figsize=(7, 4))\\\n",
+    "#.savefig('fig_out/dsss_thf_amplitude_5678.pdf');\n",
     "\n",
     "#plot_thf_graph(load_results(*default_files), figsize=(7, 4))\\\n",
     "#.savefig('fig_out/dsss_thf_sensitivity_5678.pdf')\n",
@@ -1551,9 +1709,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "labenv",
+   "display_name": "ma-thesis-env",
    "language": "python",
-   "name": "labenv"
+   "name": "ma-thesis-env"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1565,7 +1723,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.9.2"
   }
  },
  "nbformat": 4,