From 89a21a9226163ef48e39ce0b839702c556f9c285 Mon Sep 17 00:00:00 2001 From: a081bc04ce9fbc7d062648cfa919b204 Date: Thu, 19 Oct 2023 12:41:53 +0000 Subject: [PATCH] titles to graphics --- module3/exo3/exercice.ipynb | 78 ++++++++++++++++++++++++------------- 1 file changed, 50 insertions(+), 28 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index c5788dc..197a61e 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -6,7 +6,9 @@ "source": [ "# Sujet 4 : Estimation de la latence et de la capacité d’une connexion à partir de mesures asymétriques\n", "\n", - "Un modèle simple et fréquemment utilisé pour décrire la performance d'une connexion de réseau consiste à supposer que le temps d'envoi T pour un message dépend principalement de sa taille S (nombre d'octets) et de deux grandeurs propres à la connexion : la latence L (en secondes) et la capacité C (en octets/seconde). La relation entre ces quatre quantités est T(S) = L + S/C. Ce modèle néglige un grand nombre de détails. D'une part, L et C dépendent bien sûr du protocole de communication choisi mais aussi dans une certaine mesure de S. D'autre part, la mesure de T(S) comporte en général une forte composante aléatoire. Nous nous intéressons ici au temps moyen qu'il faut pour envoyer un message d'une taille donnée." + "Un modèle simple et fréquemment utilisé pour décrire la performance d'une connexion de réseau consiste à supposer que le temps d'envoi T pour un message dépend principalement de sa taille S (nombre d'octets) et de deux grandeurs propres à la connexion : la latence L (en secondes) et la capacité C (en octets/seconde). La relation entre ces quatre quantités est T(S) = L + S/C. Ce modèle néglige un grand nombre de détails. D'une part, L et C dépendent bien sûr du protocole de communication choisi mais aussi dans une certaine mesure de S. D'autre part, la mesure de T(S) comporte en général une forte composante aléatoire. Nous nous intéressons ici au temps moyen qu'il faut pour envoyer un message d'une taille donnée.\n", + "\n", + "Dans tout le document, T(S) (le temps mis par un ping pour faire un aller-retour), sera également appelé [RTT](https://fr.wikipedia.org/wiki/Round-trip_delay_time) (Round Trip Time)." ] }, { @@ -205,7 +207,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 7, @@ -214,7 +216,7 @@ }, { "data": { - "image/png": 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Fhzzt3N3G6Pnrcs9YDAHVJL96aQZn3z++uGkB/vOvE/jqn0fT3Jpc9dPYhY1sb25NbH3GVJMorZgu8fsrRuK6oxtem80Pn5jC/LVbS7L9nbvb2LYr9wVzZ0vx2wgs39AEwKdueCuR9a3c2MSlAybzq4HTQ+db2LANLcfmZh5lnryKsaO5ldmrtnS8n792K3cNm1/2v3+pRBpqw/P3VeAm4NsppqkstbdrvDtb94DLXPQy6jbsAODVqatYv705sfRFderdYwpavqZuIxsipnvV5p1c/mQNTbs7B6TzHn6Xu4ctyDsNu1ra+PKfRvHN+8ezeJ1/c91dLW2s3boLgGFzGvjpM/7jS45d2MgZ947jpdp6NmxvprWtPVIa2tqV3a3R5vWav3Yrtcs3ce+Ihbw+fVWXzycv28hvX54Re72FqFu/g5aI+x2FqjJoan1H7+9y8r/P1HLOXyd0pO2CRyby0OglbNyR/wM0301hjKwtO1v41A1DeWfx+kTXG1eUIqafe/5+DJxIN2n7sr25NfKd/K9fnhH5zvax8UuZUrcJgAmL17Nmy84u8/x93FL63joyemKBnzxdQ+/+g2nctucC/fr0VZ0uwBu2N7O00RmO4YbXZvHI2CWd1pG5aEJ+LXG//8hEzrh3XKR57xw6n5HzGhgxt6HT9Nrlm3hw9OJO0+L0y/jdKzNZvWUX89Zs5fR7/NPynYfe4fxHJna8Hzp7re98C9c62/3D67P5wq0jueVfczs+29Hc2iW41S7fRHu7csHfJ3LcDUOZuGQDx//hLbbsjHaBOOu+8Zz38LvcP2oR17zQNWdzwd8nMrCmPtK6/GxpauHp95ZHviNet3UXp9w9hj969rvvrSPp3X8wO/Ismhu/aD3/N3AGN785JzSdQ2etCfy8dvlGapdvYv32Zh4bv5QVWTdaUUxYtL7j92tta+fq56cxfpFzwW1td76fHbudQPHrl5ygPKt+C2MXRh+hYcP2Zv77sUlc+dw0apdvSiwnMmf1Fppb2/nr24sSWV++8nlgUBNOR7aKd9mAyZx1X7Sy9kFTu97tZcvcUd46eB5vzNjTEXzTjj0Xj9rlm2Kmco9hc5wL7d/GOBfXmrqNXPPCdG5+Y8/J/YVbR3LaX8bS0tbOM++t4I6h8wFYvmEHbe2FHbyZYLphx+6O3NQrtfUdQat3/8H07j84r3W/lXUB996R/fc/3uu03hkrN0dIa7SAM7nOGU9yV4vz23kDyWduHMZnbhzWaf7zHn6Xy5+q6fgd//r2Ipp2t3Uqtojj8idreGj04pzfXc3yaI9f+d0rM/n9a7OZFuE7AtjsBranJi7vmJbJ2X7mxmG8OcN3QIMulq3f0XHBzxRhPj95ZeD8Vz0/lZ8+O5VVm7vePAFc/Nhkznv4Xb5652huHTyPC//xHgDjFjayOmAZr+UbdnDx45Po/8osAOat2dbpnMzInBOZoPCfD07g0gHR++g2u+f8uIWNnPfwuzzz3vIcS0RUJiVeUeog3hSRN9y/wcAC9vSArmg1BVyss41ZsI7jbhjKtBXB63xrdtc7pkJ6NG9z7/BerOl6Ih57/dCO1ys3NvEfd43h1sFzu8wXpn5T57u2Jet2dLxuaXOO4OcnrwD2FJ155TrGe/cfzJYm5wJ1z4iFnT777cszAXhjxmreXeL025i7eiu9+w+mLsfdpDeHlUt27iZ7Wb8bwrdjNDJYu2UXZ98/nnVbd/nemY6c18BdEYrbfvmic4e7avPO0NzKW3OcAJdP8Zefl2v9czO3vDmXL/9pVMf7U+8ew0+fnUrv/oO58rmpgeubvWoLr9TWs3JjU2g6M3Vgmf+rNu+kbv0OLhkwmS/f8Ta9+w/m3SXBxS+ZIJUZ3LDBk3MGutzptysM9DmPwrS0tfOTpzsXXb41Z22nY6i1rb2gXIUEtSQpkig5iLuBv7h/twNfU9X+qaaqDNQu38Sy9V0veq9Oc+6YMwd4xriF6zuWC7Jq864u0/yKGbKt3ryTdZ4DPO7xts49YP/5Tl2n6d5Db/mGHWxu6lwOO3d15+K31vY9J/OUZRvp3X+w753q1c9HH5I66A4yM/3xCcs6pp39QHhu74l3lvGNe8byxdtyF90Nm7OWOp/ft1Brt+zqVG787KTlzF2zlRemrIx1Z5rxb7d33ZcfPTGloDTGMX5R16C2vbmVAe8sY/WWrseznyuequH4PzjFs+f8dQK/eim/OpYxCzoH5mGz16KqkXLGM7NyeK9P75qbyNyU+Jm3ZmuXAD+wZiWzstb7zuINHcefqvLJ64dy85vRb8wWNWyjaXdruWQgItVBjAXmA/sDBwH51+aUida2dm7LcTd93sPv+lboZu7krnt1VuTtZS4YfncSWyOUXX/5jrc56fZROecL0h4hovzHXWP4+l/Gdpne2tbOKXeN5q3Za3jw7T31Bj90L1J+J6dfVj6IX84DYMN25zBbtSl62fNNb85lUcThsH/ydC2nFFhh7+fsB8Zz0WOTEltfw9auuaE5q4vXAs7v2pt9N57L8LkNNO3uXGHtlwvM1Rz5Jp8L7f8NnMEnrhviM3dnD4zqXJa/NmJwy/jm/eO7BPhc9U6Z7+6piXWRtrG7tZ1v3DuO4/8wrOMYmrg03ycrJCNKEdMFOAPnnQ9cAEwSke+nnbA0jZzXwD/GL8s9Y0KeeLcu0fWNX9SIqiaS+Vy7ZVdHlniDT0uObbtaqdvQxP8+M7VTBXc23/Ha3cAkIbXhU+r8y9ZXbd7J4JlrWL89+fuR7JxSkoJaw1RCK8pMcV8xeY+Mr9wZfwzQV6eF1w2m+bUn/ZtGuZErtihFTNfjPFXuUlW9BOdJb79PN1npSrBFX8HyaUm0pHEHR1/b9a4pnw5mX/rTqE5FMmHlpWFJ9duPzJpClwv5NKwsuxB+gTAtaZQgpzUO5MxV0Sq207K5gAC1IKtRgvc7ym6JBqBopzqUNJXfZT+6KAFiL1X1Fv5tiLicyZL0DUL2nXn9ptytOwoRnvxoV61q7ZCkCV4m0qq2nLIsWkupJLef+Vb8+oTEEVY8lR08wDkXo9ah5KO9XX23W2miXOjfEpFhInKZiFwGDAaG5limrGXfgakqD769qEvFc6WZvsL/DjDONTnf67fvXW2EdZXxqOjJqKQdLGFaozTWyBZlRIAg/5oZ3AcjqrCbnYfHLuloVJHkPdEDoxZ19NkohiiV1L8B/g6cAHwOeFRVf5t2woqpftNO7h6+kMufrEll/WHnXZLnZNBxGHQgh9UN+K0zvKgo5DPPh+WQgUgyDaXYH+/vdspdo3l03JKQuctbIYf/oBz1DxB87K9I4GYw7LeP0lcnH/eMWBjY9DgNkYqKVHWQqv6fqv4SeENELko5XUWVqRwqZPyhl2uD21Bnzme/YoZC2jmncb8Xdr2LElA6r6vr2sogPpREWoGkbkMTtw+Zn87KA8Q9DoohO0ne8yqtY64ajuXAACEiB4jItSLyoIicIY6rgKU4rZkqVtDhHVRO3B6hnfXWkOxu5mAt1d1znBM6LNsct/4gM3unkzVrHeV3qYkn11ebSiV1QvMksYzx112CR9jzIJ4GNgETgctxngexL3CuqsYvMCxjue7iW9oLa/a0JweRrrgneJIXhLAg1KmIKcFtxtXS1s779i5O+wpV7fSddJcLRrkqxc1XORSXpi3sbDlGVS9T1b8DFwJ9gXO6Q3BIIodcDtnsLpXtAfPFufPPntO7bGgQ8N1utGnF8quBmcq95BIRtD+ZStBUDpMI68xnD6OmNdkbiwRXVmRJtkwrV2EBoqNRsqq2ActUtfLbbYVI6+KVOQf81p9oJXXMHUhy26EV8Z7XpTyp4vTw9sqnA1mX3sbVcLuZh6S+li51EBUceMpJWBHT50Qk06dfgA+47wVQVT0g9dSVsTgX41LnNuLVQQQvG96Jrus2fCupu6w/ctJK5nO3DA/8LHcdRAXsYDdnsTl/gQFCVfcuZkKKK2ZrnAIPsHybh+Zeb/Kd08Lu8MNbOPltN/gzU7ns93RUQ+CxHtEU4YAPWX8xjrGgbUQJMMn0fPbmQrI+6UZXm9ELgocBT/J3TusbK0VuJ6mfP7BlYgVdxMvxVKjKANG1J3W8+Z1p/r+m3/DVHXUQKYeDJC62Yd9FEsdvOVTspdVRbrln+PA0c0+lDqrlWGyW/ZMW4ysKO4ySPMY2N+3uMux60+7Wgh8AFkVVBoggSfyoYT+abyV1AdvyGzIkTXHXXvpQYOIoxzvYZKR0JBYpe/Ljp2r4weOT2ep5yuLxfxhWlCE3LECQ/olRrDu+4GauQfPHPMDDchcR6yC6FDHFS0HZCfppsx8kU4xtVqKkciOl+EqKdQOUecZJW1vnLeYa6jwJVRkgsg+mJG8E/A7UPc1cfYbaKLOzPTuJnd6GNmWN1keiHMe8T4p3z/JtUpuUNHtSJzt+WNq53vTW340P5Q4lCRAiUicis0RkuojUuNMOFpERIrLI/X9QKdJWScoptPhfNKIM55p0SnKLcl5PWBT8vONO64p4kUj7JsR0VmjOpDXFh8a0trXz3b+94/s413JTyhzEqaraR1X7uu/7A6NU9VhglPs+Fdl37fncEcVZpGOojRLdccS5iwqbN2xMqvARa0OGnCjTu7CLH4//2NCw3KMpLu9xnM95F2WROOfVrpY26t3H5zZub2bais385qXgZ2B32k4Jz5FyKmI6F3jSff0k8J0SpiVR5djqI0hYHcGO3fFGu/UdaqOMnuaXhKjjTCX6wKAyK5YsRNrnRr7rP/b6oUxbsanL9HELGzueZx1+4e784VXPTeUrd46O3dm00+cl+NlLFSAUGC4itSJyhTvto6q6BsD9f2iJ0lYQv5M36jAUlczv4B41f537WeiC3VqpruXlkjHztrwpBUXz/g0GTe1aCXzJgMl8y30QUBwj5wX3kSlnYUNtpOlkVV0tIocCI0Qk8oD2bkC5AuCoo45KK32pKJeTNkyXwfoiLhf1oUjZd9KlyF1V/AOD0lpvCiu+4JGJya80gjSPq0Keaa6af6vCUhxrJclBqOpq9/864FXgJKBBRHoBuP99Q66qPqqqfVW1b8+ePYuU3vJaT4cuzbGCNpzwdgtQhL49JSHE7wOTppY8KlnTKLqaX6TnMoelPd/vvjXHMP9xVuvf2TZeekqh6AFCRD4kIvtnXgNnALOBN4BL3dkuBV5PLQ1prThoe+6R4HuHUGYHSb6d7ULHm+rUD6J7RggF/vzWgi7TS1Vf8IPHJ8deJspvs6ulraA76EoydPZatu5qSfSYLWRN1VIH8VFggojMACYDg1X1LeAO4Bsisgj4hvu+qIKf3ZzeNhNddQIry/cAjvodlWJIhDR507875K490bGYSvid/dffJ/Kdh97Ja9lS3BwUssnNTS2ccNNwnpq4PNF1ZxZrbVeOu2EoL9UEP6641IpeB6GqS4HP+UzfAHy92OlJ2hPv1nWZFvY8iEJ0KWdN4fyLnuawjnLBg/WVQjmMB1WOouR2ZtSn10M8SZldyfRCLsTIeQ2+0/M5jtpVGTrLeZjUjuZWdre2c9uQeZzf98iybO1YTs1ci6bYd2DF2l7gM7VjHMepXMBDKqkrXSk6yuWTVRy3sJGauo1JJiK2NB+YFfos9YLXHX/FQc3FX5iyklsHz4u5/dKdM6VqxVSW4oxlFOfALnUxypotXUeYTVrkfexe8aFD0O6X+rfPuGSAUydRd8e3Ok33HtvlNthjufC7qXmpZmVe+9OwZVeXaVG/9lLkMKoyQHSXxxPmW+7fMd3vg+w7n4jbqNCvMDHFvPhV6vFaqfzOk9+8PJPjPvrhgtYb92csRe67KouYkhDnZisT+SvhDsp7EO5saUukaMR7InSppC589SWV62I9cckGAOav3Ro+Y4kUetHp3X8wCyI2ZS1mUUmSx1VQsrfvai1ovVFbuJWy57wFCPIrHxaBhQ3b2Bahp+iesZhKNJprnufl1p3Re8GG7Yf3s+42mmuu3RnvDvo3eVly5f+C82CqtT7FFaUwucR1G5Duw3uSuHPP1AOuzqO41+ogiiyJsjwBzrh3HCcedSCv/uzknPOmIY31diqTTmidUftIVLJcu7FXgjsqAiff8XZi6ytYxAtYmpfDgm7pAAATVUlEQVS5SrnvqKnbM75T2I2jH6uDKLF8DrJpKzbnninTUS7lgziJ9efdDyLq+rM2sHjd9rzb1ZeTXN9b2qf20sbtTFy6IeWtFKZSLuLZgtId2ns7YLp3kW0FFlEVgwUI8ruLjdXNPs/P4gpujZffmakafdmo32F2EdOwOf5tzNOS9Dj/kSvxE/yhG7Y2d5l27oPvsK05/gWnlDcVlaJSA1sSqrMOIokexwkdNIVcONKov/Bmd+OUfYY+Ua7MipFKMVhf2nVNUYPD4JlrOr1P4rvY3Rot6KbbCkcD3xVaht/cGm+Y+7gyqXtlan3o56VQnQEiAZXUDyJfcTrYRW5yW+K7sbQ2n7sOIv91r9jQlP/CWa58bmrgZ/kGsbgdv9KQ5nFVrN7j1w6aVZTtxFGVASKJ63WsJ8q5/6PcQe1qaeN3L89kY4QB0bLP58BhhOP0pA54XYhyG2qjFAqppL76hWkJpqR0uttvn/aTKAtZJilVGSCCBF3ACz2wNzVFby76ytR6XqxZyd3Du44MWgxp9KwtpxxUlF2Ks9+ZiuGcldQFfAfFuq5W8ki7YSkvpyHmfXNpZZS+bBYgimDZ+h2A/4GaXXafee5z3CKJy/45mZ0t/mWl+R5/qrByYzLDdCxs2IaqlnwsJkVzBol127pWAhcu/whRRvG1bDW3BNeDhD2noxDFykGUUlUGiJWbgi96a7bs5H+emJLKdp/xGTY4u1VP5liO0ubZ+1CYMQsaGbuwsbAE0jUXFbWDV9jJMn3lZs64dxyPT1hW8mKGKNsPu9jkq5A6iDRzYMUM2Gn+9v+auTrws0K++3wF5cby+QqskrrI/C7U4BzAdw1bwNvzcz8/Np8KPb+WJs1ZLUAyASPKQT101trOaYqdonBxLh5h38did8jl6Ss3l3NuusP2PJqLptlRbkuMIsq4oly0+9wyvGOI6nKVVi4haZnShLxUyQODSu7Mz34s+MMiH2fZ142OHESEC0p2kdLeSdwqefY/ViumkM9WuTk2pTLKucMe/BMkzTqIpREuKnHX396uDJpaT2uEH3lzUwu3DSm8pZLfDUdSuaPs3fDmzPPpH1JMkdOX50CahajKjnL7hFxI/cYKSiIb3rv/YN/py7OaMGpHDiL3r5+d1KDdCn5Ievi0OB3lpq7YFPzhnmZcZZGDyLVP+TzPOZdyK3t+YcpKrnt1Ft/pc1ik+RO5+fCR2PPes35Tb9+MXQF1c4Uq1tAX1oqpxLx361GP1yjFUHHUrd9B7/6DGbPAqUcY8M6ynMt0vRv3P5Ty7kkdY7l5a4JHK82kavCsNSxrLCCLnYAoF6SoHb/iSLujXNwL7aYmpxl14/ZoFfJ7J5D+NDOP7VlZiDSCfLZVm9N/zgpYHUTRhR3qpSrKzNyBT1i8vmPawJqVbG4K7g/RlnXGBd3kLY1xUe7czBUeG587UAGs2Rw8sugkT0X35U/VRE5LqeTTczbX5bOcmvreM3wBdw1zmlG3R7yOJpH+NE+t7PN2d2v6J3LR6z1KcAxVZRFT9sGeuWNct625rMrIf/vyTIZ8qmfg59nlx0HFUk8HVMpHEaXDHsCyDaXNGUQVJVeUVw4ix8mbVhFNPh54e3HHa+9NRlguJ630J/bI0az3xchBhCnGVaQYR1R15iCyjso5q/d0pS+j+ABAY0ib/Oxs9V4Bv2acSlfvBTR7/WGSKIIoBtXcv3F2y7IocpVHl+u34/2Nw26OolRm55LmzdfqzTvZ4CkuK3WAiCt7jKxyUZUBIpv3YCp1R65sYedUdoV60B3gxw54f17bi/NNJPm8gzRF2ac0+kGk0/kuXJQLsvcYCps9TjFlsZz8yUM6Xtcu38QXbh3Z8d57TlfCQ6rCxsgKOmiL8bCxqgwQ2d/rLs8Fwa9MtlyPr+x0BR0uB3zAvyRx9qqug5B5LwRx9jso91KJ1m2L/6S2XOdq0+50RwTNV5vnN077euN3OE1YtN5najTvLO76/IvT7h5D0+5WWtq8OeG8N1H1utFpHV12cYC3GVy53W2EjzHT+dMhAZ2ZgirT+j36XpdpM+r3PABpS4xHju6TFSE2Ray7KLYod9V3D18Ye73jFxXeiz1pUQ5lbxGTt4GEnx0F9ifwK7LsP2hWXgE5yNL1O5hSt6nTOd2UUjPXogkI3MXIs1dlJXU2b4ez4XPjP8Am6MKchLCTMvvCn3SjiihNbTOy7z5P/OOIZBOTkLTCv18P2Sklflbzs5NXcPInDuGYnh8OnMd7IX1vaXh6v3T7qILSsyug6G5xw/aC1pvt0gGT+eC+e3e8//1rsxNdf7lIol4ol+rMQYQUMWX747/m5iw//tmzIeWHETwydkngOEorNgY/C6At6/g4JaDFU5zDKJ8ACRVUB5HSOeVXSX3+IxPT2VhEv39tNqf9ZSzD56wNnCe7Qj6sUUShPZKzm2VnpFH8Vq5FenkpYaFGVeYgsk/lsJ6Wj09Yxvy1wZ3AknDH0Pl5Lbc1qwjIe9fkFeeiOGNlhGds+0hioMBiGDm3gU99bP/E15tWb90kXPF0beBn2c2Yv3jbyIA5CxfUfHjp+mRzEOUg0+E1SXFaFSal7HIQInKWiCwQkcUi0j+dbXR+//zkFaHz58p6l0p28dP8tdt85yunvh2ltmhdOhejUQn3rC+WfAYmzFdQEK2U3GepZHJupSi2lXK6eIjI3sBC4BtAPTAFuFBV5/rN37dvX62pid8z99FxS7h9SH537cYYUy7q7vhWXsuJSK2q9s01X7nlIE4CFqvqUlXdDbwAnJv0Rg7+0H5Jr9IYY7qdcgsQhwMrPe/r3WmJ+v4Xjkh6lcYYU1QnHnVg6tsot0pqv8LITmVgInIFcAXAUUcdlfeG8s2aGWNMtSi3HEQ9cKTn/RFAp2cJquqjqtpXVfv27Bk8kJ0xxpjClFuAmAIcKyJHi8i+QD/gjRKnyRhjqlJZFTGpaquIXAUMA/YGBqjqnBInyxhjqlJZBQgAVR0CDCl1OowxptqVWxGTMcaYMmEBwhhjjC8LEMYYY3xZgDDGGOOrrMZiiktEGoHlRdhUDyD/R19VPtt/23/b/+7l46qasyNZRQeIYhGRmigDW3VXtv+2/7b/1bn/VsRkjDHGlwUIY4wxvixARPNoqRNQYrb/1c32v0pZHYQxxhhfloMwxhjjq6oChIgcKCIvi8h8EZknIv8uIne572eKyKsicqBn/mvdZ2MvEJEzPdO/ICKz3M8eEHEeqisi+4nIi+70SSLSu/h7Gcxv/z2f/VpEVER6eKZVxf6LyM/dfZwjIn/2zN/t919E+ojIeyIyXURqROQkz/zdZv9F5FPuPmb+torIL0TkYBEZISKL3P8HeZbpNvufN1Wtmj/gSeBy9/W+wIHAGcA+7rQ7gTvd18cDM4D9gKOBJcDe7meTgX/HecDRUOCb7vSfAY+4r/sBL5Z6n3Ptv/v6SJwRdJcDPapp/4FTgZHAfu70Q6ts/4d70n82MKa77r/ne9gbWAt8HPgz0N+d3r87n/95fVelTkARD4oDgGW49S4B83wXeNZ9fS1wreezYe5B0QuY75l+IfB37zzu631wOtcEbq9c9h94GfgcUMeeAFEV+w8MBE73mb9a9n8Y8F+efXmuO+5/1j6fAbzjvl4A9HJf9wIWdPf9j/NXTUVMxwCNwD9FZJqIPCYiH8qa539w7ggg+PnYh7uvs6d3WkZVW4EtwCFJ7kQBfPdfRL4NrFLVGVnzV8X+A8cBX3WLBMaKyBfd+atl/38B3CUiK4G7cS6M0P3236sf8Lz7+qOqugbA/X+oO707739k1RQg9gE+DzysqicCO3CylACIyPVAK/BsZpLPOjRketgy5cBv/28Crgf+4DN/Nex/f3f6QcCXgN8AA90y5WrZ/58Cv1TVI4FfAo+783e3/QdAnCdVfht4KdesPtMqfv/jqqYAUQ/Uq+ok9/3LOCcMInIpcA5wkbr5Q4Kfj13vvs6e3mkZEdkH+AiwMfE9yU/Q/h8NzBCROpx9mSoiH6N69r8eGKSOyUA7ztg71bL/lwKD3GkvASd55u9O+5/xTWCqqja47xtEpBeA+3+dO7277n8sVRMgVHUtsFJEPuVO+jowV0TOAn4HfFtVmzyLvAH0c1smHA0cC0x2s6HbRORL7p3mJcDrnmUudV9/H3jbE3BKKmD/p6rqoaraW1V74xzgn3fnrYb9nwu8BpwGICLH4VTerqd69n818B/utNOARe7rbrX/Hheyp3gJOqf5UjrvS3fc/3hKXQlSzD+gD1ADzMS5MBwELMYpN5zu/j3imf96nNYLC3BbKrjT+wKz3c8eZE+Hw/fj3IUtxmnpcEyp9znX/md9XodbSV0t+48TEJ5x92cqcFqV7f9XgFqcFjuTgC904/3/ILAB+Ihn2iHAKJzAOAo4uLvufz5/1pPaGGOMr6opYjLGGBOPBQhjjDG+LEAYY4zxZQHCGGOMLwsQxhgTk4icL87gju0iEvo4UhHZ2+29/i/PNN9BQkXkEBEZLSLbReRBz/z7Zw02uF5E7sux3YPcdc8Ukcki8tm4+2kBwpSEeyJkDva1IrLK8/7dlLZ5oog8VsDyt4jI6THm/4WIfNDzfoh4RgtOkjgjtf4sjXVnbaeniLyV9nbKiYicIiJPZE2eDXwPGBdhFdcA87KmjQA+q6onAAvZM8TJLuD3wK+9M6vqNlXtk/nDGVhzEOGuA6a727gEuD9CWjuxAGFKQlU3eA72R4B7PSfAl1Pa7HXAX/NdWFX/oKojYyzyC5y295nlz1bVzfluP4cDcUYTTZWqNgJrROTktLdVzlR1nqouyDWfiBwBfAvodGOiqsPVGa8J4D3c3tmqukNVJ+AEiqB1HoszZtR4931PEXlFRKa4f5nf5nicvh2o6nygt4h8NM5+WoAwZUdEtrv/T3EH0BsoIgtF5A4RucjNLs8SkU+48wWdIN517g+coO6ghCJyk4j82vP5bBHp7f7NE5F/uEUIw0XkA+48T4jI90XkI+I8I+BT7vTnReTHWdu7GjgMGC0io91pdSLSw93GfHEGzJstIs+KyOki8o44zyU4yZ3/QyIywN2naSJyrjv9M+53MN0tPjgWuAP4hDvtLhH5sIiMEpGp7neVWTbqtm8SkadF5G13unf/XgMuKviHrg73Ab/FGcIliHeQ0CguxBlKPNOJ7X6cG6wvAuexJxjNwMnl4P6uH6fzMCG5lbqnnv3ZH86ggb/2vN/u/j8F2IwzxPJ+wCrgZveza4D73NfPAV9xXx8FzPPZxqnAKyHbnA30dv9agT7u9IHAxe7rJ4Dvu6+/AUzEGRn0rYD9qqNzz/Q6nHGeMtv4fzg3abXAAJzB3s4FXnPnv92z7QNxiiI+hJMLusidvi/wAXedsz3b2gc4wH3dA6d3r8TY9k04F5gPuMuvBA5zPzscmFXq46YIx+UknNEVFuOMqZQZbeFMzzxjgL4By58D/M1zLP/LZ57rgVfpOgz7ZcCDAeudS+ce7+s8aZuOc57sjzPE+z/daU8DU4DPxfkO9sGY8jZF3eGYRWQJzgNuAGbhXPQBTgeOF+kYTPMAEdlfVbd51tMLZ7jrKJap6nT3dS3ORbUTVR0hIucDD+E8SyOuZao6C0BE5gCjVFVFZJZne2cA3/bkdN6PEwAnAte7xReDVHWRZ98zBLhdRL6Gc/d6OJApXoiybYDXVXUnsNPNBZ2Ek3tYh5M76tZU9d/AyckCl6nqZTFXcTLO73c2zm93gIg8o6oXu+vNDBL6dXWv9LmIyOdwHnBW65m8F85zKHb6LPJDdznBeR7Isjg7YEVMptw1e163e963Q8cNTuYEydRhHJ4VHAB24pykGa10Pv69n3m32ebZTgcR2Qv4tLvegyPui1eU/RLgPM9+HaVO2fdzOENW7wSGichpPuu/COiJc6fZB2hgzz5G2TZ0Hao68/797rZNCFW9VlWPUGcgzH44g/dlgkPQIKG5ZA82CM5N01WZNyLSx/1/oDjDmwNcDoxT1a1x9sEChOkOfE+QLPOAT3re17FnuPfMsOdx/NJd54XAABF5n88823Cy+vkaBvzcvftDRE50/x8DLFXVB3BGED3BZ1sfAdapaouInIpT/hzXuSLyfhE5BKeIZIo7/TicIrmqJSLfFZF6nKfMDRaRYe70w0RkSIRVPIjze41w640e8ay7DrgHuExE6kXkeM9yF9A1QFwN9HXro+YC/+tO/zQwR0Tm4wxzfk3c/bQiJtMdXA08JCIzcY7pcew5SQCnFYdbuZwpenoFuEREpuNc+BZG3Zg4w4JfDpykqttEZBxwA3Bj1qyPAkNFZI2qnpq9ngj+iFPJOdMNEnU4RRL/BVwsIi04z1a+RVU3uhXNs3EqPO8E3hSRGpwy6Pl5bH8yMBinWOuPqpp57sGp7vSqoKpjcOoavNNexak7yJ53Nc6zvUPXoaqfzJ7H81nvkM+O8Zm2HueYyJ4+EWeY8rzZaK6maojIL4Ftqpp3X4hqISI34TQWuNvns3HAuaq6qegJM0VlRUymmjxM5/J3E5OI9ATuseBQHSwHYYwxxpflIIwxxviyAGGMMcaXBQhjjDG+LEAYY4zxZQHCGGOMLwsQxhhjfP1/R8XGnGKTUTcAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -227,6 +229,7 @@ ], "source": [ "# On affiche toutes les mesures\n", + "plt.title(\"Mesures de RTT au cours du temps\")\n", "plt.xlabel(\"Time (unix timestamp)\")\n", "plt.ylabel(\"Round Trip Time (ms)\")\n", "plt.plot(resDict['timestamps'], resDict['RTT'])" @@ -240,7 +243,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 8, @@ -249,7 +252,7 @@ }, { "data": { - "image/png": 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r6gYA93FUjsswKPSWncxTURa02UeNMXmVs0AgIp8CNqvqgj5uf4OINItIc2tr6wCXLr9iiSR7YgmqynrvI6gqC9jto8aYvOo1EIjIMBG5U0TeEJHXReQ/M+zgPRW4UERWAX8AzhaR+4FNItLo7rsR2Nzdxqo6S1WbVLWpvr6wZ7nYHe19eglPRShIuwUCY0weZVIj+AOwC7gKuNp9/mBvG6nqd1R1rKpOAC4H/qqqV+PkNZjprjYTmNOHcheUTLKTeSpDAdpjCZJJzXWxjDEGyCwfwUhV/W7K6++JSJ+ae1x3AA+JyHXAGuDSfuyrIHQlpcmgs7iyLIgq7IkluiahM8aYXMrkSvOiiFyiqg8DiMhFwNPZHERVXwBecJ9vBaZnV8zClkkuAk9X3uLOuAUCY0xeZHKl+QJwk4jE3NelwE4R+UdsqomMeNnJMmkaqkrNSVCd02IZYwyQYdNQzksxxLVl2VkMlqXMGJM/6TKUTVbV5cCR3b1vyesztyubPoKQl5zGxhIYY/Ij3ZXpVuA64BfdvGfJ67OwNztZBnMNdTUNWY3AGJMfPQYCVb1OREqAW1R1fh7LNOREOmIESoRwae9361amdBYbY0w+9Db7aBJnmgjTD94U1CI9ZyfzdAUCqxEYY/IkkwFlc0VkRs5LMoRlmpQGnAFl4N41ZIwxeZDJ1elrQK2IRIE9WIayrO3KIhBUdHUWW43AGJMf6e4aGq+qa7DbR/utLRqjJoOOYoBQsIRQoIQ2qxEYY/IkXdPQ49BzlrI8lW9IyCRxfaqKsoDVCIwxeZMuEPTes2kykmm+Yk9lKGhTURtj8ibd1ekgEflZT2+q6o05KM+QFMmijwCcsQTt1jRkjMmTdFenPUB/Zhk1Lic7WWZ9BOB0GNs4AmNMvqQLBFtVdXaa900GOmIJOhPJrJqGLG+xMSaf0vURdOatFENYNhPOeSpCAZtryBiTNz0GAlU9KZ8FGaq8eYay6SOoKrPOYmNM/uQseb1xRPoQCJzbR61GYIzJj5wFAhEJuwnv3xaRd0Xke+7y4SIyV0SWu4/DclWGwSASdZLSZNNZXBmyPgJjTP70GAjcC3aPPxnsOwqcrapTgWOAT4jISTjTW89T1cnAPPf1kNWVrzibcQRlQaLxJPFEMlfFMsaYLumuTgtw8g4IMB7Y7j6vw0k6PzHdjlVVgTb3Zan7o8AM4Ex3+WycXMbf7kvhC0FbHwJBhTfxXGeC2nJrvTPG5Fa6zuKJqjoJeBb4tKqOVNURwKeARzPZuYgERGQRsBmYq6qvA6NVdYN7jA3AqB62vUFEmkWkubW1NbuzGkS68hVn2VkMNhW1MSY/Mvm6eYKqPuW9UNWngY9lsnN3XqJjgLHANBH5aKYFU9VZqtqkqk319fWZbjboeHf/ZDfXkM1AaozJn0wCwRYR+T8iMkFEDhaR24Ct2RxEVXfgNAF9AtgkIo0A7uPmLMtcUCIdcULBEsqCgYy3sZwExph8yiQQXAHUA4/hzEg6yl2WlojUi0id+7wcOAd4D3gCmOmuNhOYk32xC0ckGqcmi9oAWJYyY0x+9XqFUtVtwDf6sO9GYLaIBHACzkOq+qSIvAY8JCLX4XQ6X9qHfReMbLKTeSpDXt5iqxEYY3Kv1yuUiBwGfBOYkLq+qp6dbjtVfQc4tpvlW4Hp2Ra0UEU6Yln1D4Az+yhYjcAYkx+ZXKH+CPwSuAewr6hZaovGqS7LfDAZpDQNWWexMSYPMgkEcVW9O+clGaIiHXHGDa/IahtvHIHlJDDG5EMmncV/EpGvikhjliOLDU4gyGYwGexNYG8Tzxlj8iGTK5R3h88tKcsUmDTwxRl6Ih0xqrPsLA6UCOWllrfYGJMfmdw1lHYqCdMzVXXzFWfXRwBOP0GbNQ0ZY/Igk7uGruluuar+ZuCLM7S0dyZIanajij2VZVYjMMbkRyZXqBNSnodxbv1cCFgg6EVfspN5KkNBXl+xjYfeXMuFx4whXJr5yGRjjMlGr53Fqvr1lJ/rccYGhHJftMLXl6Q0nn869zBqy0v51iPvcPK/z+OOp99j3Y49A11EY4zpU2KadmDyQBdkKPJmHu1LjeCcj4zmmZtO54HrT2LaxOHMeulDTv/hX/nyb5uZvyKrqZ4G1K9fWcnFd79KMqm+lcEYM7Ay6SP4E85dQgAB4AjgoVwWaqjY2zSUfWcxgIhw8iEjOPmQEbRsb+f++Wv4w5trePbdTfzXFcfy6aljBrK4vXr8rXV8709LAdjSFmVUTTivxzfG5EYmX1X/I+V5HFitqi05Ks+gpao0r97OkWNquu7z701/mob2N3ZYBbeefzg3nTOZi+9+lTuefo9zPzI6b30Hf1u+hVsefpuRVSG2tHWyfmeHBQJjhohM+ghexJk1tBoYBnTmulCDTTSe4NZHFnPpL19j9qurM96uL9nJehMuDXDbBUewbscefvW3lQO233TeXb+Tr9y/gEPqq/ivK44DYONO668wZqjoNRCIyGXAGzizhF4GvC4il+S6YAPh3fU7eemDVpysmX3TGoly5f+8zoPNawmUCGu2tWe87S6vjyDLuYZ6c8ohIzn3I6P57+f/TmskOqD73t/abe1c++s3qQkHue8L05jSUA3A+h0dOT2uMSZ/Muksvg0nS9lMVb0GmAb8c26LNTDueXkl19z7Bpf9v9d49cMtWW+/uGUnF/78byxdv4tfXHkchzdUs2lX5hfAvmQny9R3zj+caDzJnX/5YMD37dm+u5OZv36DaCzB7C9Oo6E2zLCKUsqCJWywGoExQ0YmgaBEVVOziG3NcDvf3XHxUXx/xpGs2dbOlf/zOlfMms+bq7ZltO2cReu45JevUiLCw/9wMhcc3UhDTZiNOzMPBJGOOBWhAIES6esp9GhSfRVXn3Qwf3hjDe9vjAz4/jtiCb70m2Zatu/hnpknMHm0UxMQERprw6zP4vdgjBncMrmgPyMiz4rItSJyLfBn4OncFmtglAUDfP7kCbx4y1l899MfYfnmNi795Wt8/levs2D1djpiiQN+2jvj3PH0e3zjD4uYOraOOV87lSPH1AIwujbMxixqBJsjUUZWleXq9PjG9MlUlQX5t6eWDeh+E0nlxgfeYuGa7fz0c8cwbeK+cww21pazwcY0GDNkZDLX0C0ichFwGiDALFV9rLftRGQczujjBiDpbvdTd+bSB3ES3awCLlPV7X0+gwyESwN84dSJXH7CeO6fv5q7X/yQi+9+Ne02V544nts/fSSh4N5Y2VATZtvuTqLxREY5iFu2tzN2WHm/y9+TYZUhbpw+mX/98zJeeH8zZ04Z1e99qirffWIJzy3dxPcuPJLzj2o8YJ3GujDzP/RvLIMxZmBl1Hitqo8CjwKISEBErlLV3/WyWRz4X6q6UESqgQUiMhe4FpinqneIyK3ArcC3+3wGWSgPBbj+jElceeJ45ixaz849sW7Xm1RfyXlHNhywvKHWuV1y865oRjkGWrbv4awp9f0rdC8+f/LB/Hb+an7w1DJOO3QkwUD/Wu3++4UPuX/+Gr7ysUOYecqEbtdprA2zKRIlkdScNHsZY/Krx0AgIjXAPwIH4SScn+u+vgVYBKQNBKq6AdjgPo+IyDJ3XzOAM93VZgMvkKdA4KksC3LlieOz3q7BvW9+466OXgNBRyxBayTK2GHZJaXJVlkwwHfOP5yv3L+QB5vXctWJB/d5X39sXsuPn32fzx57EN86b0qP6zXWlpNIKpsjHTTW5q7GY4zJj3RfH38LTAEWA18CnsO5hXSGqs7I5iAiMgFnjqLXgdFukPCCRf/bM/LEqxFsyKCj1JsXKJdNQ57zjmxg2oTh3Dn3g65pLbL1wvubufXRxZx26Eh+ePHRlKT5pj+mzvk92C2kxgwN6QLBJFW9VlX/H3AF0AR8SlUXZXMAEakCHgFuUtVdWWx3g4g0i0hza2trNofMmdFujWBTBoGgZbsXCHJbIwDnTp7bLjiCLW2d3P7EUvZ0ZpfHYHHLTr76u4VMGV3N3Vcft0+/SHe8WkA2d1AZYwavdJ/4rq+WqpoAVqpqVvcpikgpThD4ndvPALBJRBrd9xuBzd1tq6qzVLVJVZvq63Pbzp6pmnCQ8tJARncOtWx3Bp7lo0YAMHVcHV/+2CQeWdjCOT95kWeWbMhoIN2are184b43GF4Z4r4vnJDRvEhj3EBgYwmMGRrSBYKpIrLL/YkAR3vPRaTXb/YiIsCvgGWq+pOUt55gb/rLmcCcvhY+37x76DMLBHsIlkhXLSIfvnP+ETz05ZOpDgf5yv0LuebeN1jR2nbAeomk8sbKbXz/yaVcdPerxJPK7C9Oy3juoJpyJyBa05AxQ0OPncWq2t/ZzE4FPg8sFhGvOel/A3cAD4nIdcAanH6HgjE6w0FlLdv3MKauPO931UybOJwnv34av3ltNXfO/YDz7nqJL50+ia+ccQgL127nuXc3MnfpJra0dRIKlHDa5JHcfM5hHFJflfExRITGurDVCIwZIgZ+7gOXqv4NZ9xBd6bn6ri51lAb5o2VvY9OzvUYgnSCgRK+eNpEPjW1kTuefo+7X/iQu1/4EIDKUICzDh/FeUc2cOaU+j5PkT2mtjyjTnNjzOCXs0AwVI2uCbM50kEyqWnvrMnHGILejKoO85PLjuHKaeOZu2wTJ04czimHjByQqasba8O8tHxwdOIbY/rHAkGWGmvDxBLKtvbOHqePyNcYgkw1TRhO04Thva+YhcbaMJsjUWKJJKX9HMRmjPGXfYKz5HX+pusnyOcYAr801pWjSlazsRpjBicLBFnyBpWlCwT5HEPgl8YMfg/GmMJggSBLqdNM9CTfYwj8MKbOOTebjtqYwmeBIEv11WUESiRtk4gfYwjyrWu6DZuO2piCZ4EgS4ESob6qrNemIT/GEORTTbiUqrKg3UJqzBBggaAPektQ4+cYgnxqrA2z3moExhQ8CwR90FDTe42gKAJBXXlWGduMMYOTBYI+aKjpuUYw2MYQ5NKY2rDNN2TMEGCBoA8aasuJdMTZHY0f8F4xjCHwNNSG2dIWJRrPbtprY8zgYoGgDxpqnRHF3dUKimEMgcebjnrTzqjPJTHG9IcFgj5Il6CmGMYQeBrrvIxt1mFsTCGzQNAH6QaVFcMYAk9jV4Ia6ycwppBZIOiDrmkmeggEQ30MgcebZmK91QiMKWgWCPqgIhSkJhzs9hbSYhlDAFBZ5vweNtidQ8YUNAsEfdRQ232msmIZQ+AZU2cJaowpdDkLBCJyr4hsFpElKcuGi8hcEVnuPg7L1fFzbXRN+ID5hoppDIGnsdZSVhpT6HJZI7gP+MR+y24F5qnqZGCe+7ogdZfEvpjGEHgaLGWlMQUvZ4FAVV8C9k/uOwOY7T6fDXwmV8fPtYaaMK2RKPFEsmtZMY0h8IypDbNtdycdMRtUZkyhyncfwWhV3QDgPo7qaUURuUFEmkWkubV18OXGHV0bJqnQ2rZ3MFUxjSHwNNbZLaTGFLpB21msqrNUtUlVm+rr/U0C352GblJWFtMYAs+YWhtUZkyhy3cg2CQijQDu4+Y8H3/AdI0u3rVvICiWMQSerhqB3UJqTMHKdyB4ApjpPp8JzMnz8QdMdzl7i2kMgcerGVmNwJjClcvbRx8AXgOmiEiLiFwH3AGcKyLLgXPd1wVpeGWIUKCEDfvVCIotEJSHAgyrKLXcxcYUsGCudqyqV/Tw1vRcHTOfRIRRNWVdE88V4xgCT2NtedpEPcaYwW3QdhYXgtQENeuLcAyBZ0ydpaw0ppBZIOiHhtowm3Y5t48W4xgCT0Nt2G4fNaaAWSDoh4YaZ3oFVU0JBMVXI2isLWfnnhjtnQdmbDPGDH4WCPqhoTZMRyzJrj1xWra3F90YAs+YrgQ1ViswphBZIOiH0SkJaopxDIGnK0FNN2MJZr30IZ/971fYuSeW72IZYzJkgaAfGmtTA0HxjSHw9JSg5u4XPuQHT73HW2t28K9PLvWjaMaYDFgg6IeuGsHOPUU5hsDjZWxLrRHMeulDfvjMe3x66hi+/LFJ/HFBCy+8X7ADyY0Z0iwQ9IMXCFZvbWdzkY4hACgLBhhZFeoaXXzPyyv4wVPvccHRjdx52VRuPucwDh1VxXceXUykw5qO84JkAAAU20lEQVSIjBlsLBD0QyhYwojKEAvXbAeK844hT6Obl+C+V1byr39exvkfbeCuzx1DMFBCuDTAjy85mk27OvjBU+/5XVRjzH4sEPTT6Jowi9buAIpzDIGnsTbM6yu3cvuflnLekaP52RXHUhrY++917PhhfOn0STzwxhpe+fsWH0tqjNmfBYJ+anRvIYVirxE4v4dzjhjNf11x3D5BwPNP5x7GpJGVfPuRd9gdtTEHxgwWFgj6abTbUVqsYwg8Fx03li9/bBK/uOpYQsHu/63CpQF+dMnRrNuxhx8+Y01ExgwWOZt0rlh40zAX6xgCz9RxdUwdV9frek0ThnPtKRP49Sur+ORRjZw0aUQeSmeMSccCQT95gaCYm4Wydct5U5i3bDPf+MNbfPsTh3Ph1DEEu2lK6k2kI8ajC9chAhdOHUNdRSgHpc1MMqnMX7GV5tXbOfvwUXz0oNq063fGkzy9ZAPvtOxk+hGjOGniCEoG8ItEpCPGQ80t7Gjv5MSJIzju4DoqQoXxcd/R3sm9f1vJi8u3MP3wUVzWNK7rFuVsqCqvfbiV9Ts7OPeI0dRWlKZdP5lUmldvJ1AiHDe+DpG+/T0WrN7OwwvWcuioaq6cNp7yUCDt+iu37ObP76xnSkMNp08eSbg0/fq5IKqa94Nmq6mpSZubm/0uRrde+qCVa+59g8uaxvKjS6b6XZyCsWTdTm55+B2WbdjFpJGV3Dh9Mp+eOiajWlVrJMqvX1nJb+evJtLh9DWEgiWc/9EGPnfCOE6eNKLPH+Jsrdqym0cWtvDownWsS5mB9djxdVx94sFccHTjPh/sTbs6+N3ra/j962vY0halRCCpcFBdORcddxAXHzeWCSMr+1yeTbs6uPeVlfx+/hoi0XjX/ksDwtSxdZw4aTgnTRrBlNHV1FWEemzG88O23Z3c8/IKZr+6it2dCY5orGHZhl2UCJx9+CguP2E8Z06p7/VLQ0cswROL1nPvKyt5b2MEcP4/Pv6R0Vxy/FhOn1zf9X+mqizbEGHOonXMWbS+azbhKaOrueqk8Xz22IOoDqcPIACJpDJ36UZmvbSChWt2UBYsIRpPMqIyxBdPm8g1Jx98wH4WrN7GrJdW8NzSTXiX4aqyINOPGMUnj2rkY4fV9zsoiMgCVW3qdT0LBP3zwaYIH7/zJf7p3MO4cfpkv4tTUJJJ5bmlG7nrL8t5b2OEQ+qdgPCpo7sPCKu27GbWyyt4eEELsUSS8z/awJfPOITSQAkPvrmGx95ax66OOBNGVPC5E8ZzeGM1nfEksUSSzrj7k0iya0+Mbbtj7GjvZFt7J9t3d7K9PYYIlAVLKAsGKAuWEAqWUBYsoSpcSk04SHW4lJpy5zGRSPLkOxtoXr2dEoHTJtdz8XEHcfKkETz5zgbuf301K1p3M6yilMuaxnHSpBE8srCFZ5ZsJKHKWVNGMfOUCZwwYRhzl27i4QUtvPL3LSQVjj94GGdNqSeRhI54go5Ygo5Ykmg8QbBEGDesgnHDKxg3vJxxwyqory7j75vbmPXSCh5ftI5EUjn/qEa+fMYkJtVXsWD1duav2Mr8FVt5p2UnieTez3xlKEBdRYi6ilKGVYQoDQhJhaSq85N0nleWBaktL+36qasopSZcSiKp7O6M096ZYHfUeWzvjFMRClITDlLjru89VpUFqSwLUlkWoKosSHlpgC1tTgD47fzV7IkluOCoRr5+9mSmNFSzZms7Dzav4aHmFlojURpqwlx4zBgmjqykoTbMmNpyGmrD1ISDbN3dyf3zV3P//NVsaetkyuhqrjttIoc1VPP4W+t4fNE6drTHGFVdxmePO4iacClzFq3jg01tBEuEjx1Wz4xjD2JPZ5z7569h8bqdVIQCzDhmDFedeHBXLU9VSapz8d8TS/D4W+u495WVrN7azrjh5Vx36kQubRrH0g27+Plf/86LH7RSEw5y7SkTmHnKBN5ctZ3/eXkFC1Zvp7a8lM+fdDBXnjie5ZvbeOqdDTy7dCM72mNUhgKcfcRovnrmIRzRWNOnz9igDgQi8gngp0AAuEdV02YqG8yBIBpP8KXZzXzz41MyaiM3B0omlWfe3chdf/mADza1URkKEC4NECgRSgMlBEqEYImwautugiUlXHz8WG44YxIT9/vm3BFL8PSSDTzwxlreWLkt7TGryoIMqyxleEWo60IIEI05wSIaTxCNJemIJ2jriBPpiLOrI0Yssffzckh9JZccP47PHnvQAU0XXrPEb+ev5rmlm0gklepwkM81jePzJx/MwSMO/Na/cWcHj721jkcWtvD3zW2A800+HAxQVhogXOp8y2yNRPfZzvv2GS4t4XNN47jutEmMH9H9rcy7o3GaV29n7bZ2drQ7AXB7eyc73MdEUhERSgRKRAiIgEB7Z5yde2LsaI911cL2FywRKsuChEtL2NOZIBKN09vlpUScJE+qyoVTx/C1sw/l0FHVB6wXSySZt2wzf3hzDS8v37JPMAMnoMUSSmciyVlT6rnutEmceui+NcNoPMHz723m4QUtPP9+K4mkcvzBw/jMsQdxwVGNDK/ct2nx7bU7+N3rq3ni7fV0xJKUBoRE0gkC+zt2fB3Xnz6J845sOOBLzOKWnfz8+eU8++4mREDVaUr+0mlOwKgs27fJLpZIMn/FVp5avIFnlmzkvi9M6/O1ZdAGAhEJAB/gpKpsAd4ErlDVHiejGcyBwAycZFJ5eslG3ly1jXgySTyhxJNKPJEknlQmjKjkmlMOZlR17+3Fa7a2s2V3lFCgpOvbfWnAeawOBykLZl/lVlWicadGEY0nGTusPKMmqI07O1i8bienHjoio3Z6VaUjliQULOm2ZtQRS9CyvZ212/awdns7a7e1U1cR4opp4w+4mOVCPJEk0uEEhtJgCZWhABWh4AHNTMmkEonG2bUnxs49MXbtidEWjbO7M05b1Amwu6NxFOWi48ZySH1VxsffHImyYece1u/oYMPOPWzY2UFAhMunjefQUb3vZ2tblGg8yZi63vv2drbHmPP2Otbv6CBYIpSUOAEyGBACJcIJE4Zx/MHDe93P+xsjPLKwhaPH1vKJIxsy6heLJ5IESqTPTZ2DORCcDNyuque5r78DoKr/3tM2FgiMMSZ7mQYCP3qKDgLWprxucZcZY4zxgR+BoLs6zgHVEhG5QUSaRaS5tbU1D8Uyxpji5EcgaAHGpbweC6zffyVVnaWqTaraVF9fn7fCGWNMsfEjELwJTBaRiSISAi4HnvChHMYYY/BhZLGqxkXka8CzOLeP3quq7+a7HMYYYxy+jDlX1aeAp/w4tjHGmH0NnvHlxhhjfGGBwBhjilxBzDUkIq3A6j5sOhIY6umwiuEcwc5zqCmG8xwM53iwqvZ622VBBIK+EpHmTEbVFbJiOEew8xxqiuE8C+kcrWnIGGOKnAUCY4wpckM9EMzyuwB5UAznCHaeQ00xnGfBnOOQ7iMwxhjTu6FeIzDGGNOLIRMIRORmEXlXRJaIyAMiEhaRH4vIeyLyjog8JiIFn0Ksu/NMee+bIqIiMtLPMvZXT+coIl8Xkffd937kdzn7q4f/2WNEZL6ILHJn353mdzn7S0S+4Z7juyJyk7tsuIjMFZHl7uMwv8vZXz2cZ2Fcg1S14H9w8hmsBMrd1w8B1wIfB4Lush8CP/S7rLk4T/f5OJz5m1YDI/0uaw7+lmcBfwHK3OWj/C5rjs7zOeB8d9kngRf8Lms/z/OjwBKgAmdKm78Ak4EfAbe669w6BD6bPZ1nQVyDhkyNAOeXXy4iQZw/xnpVfU5VvQSr83GmvC50B5ynu/xO4Ft0k9uhAHV3jv8A3KGqUQBV3exj+QZKd+epgJepvJZupmgvMEcA81W13f0svgh8FpgBzHbXmQ18xqfyDZRuz7NQrkFDIhCo6jrgP4A1wAZgp6o+t99qXwSeznfZBlJP5ykiFwLrVPVtXws4ANL8LQ8DTheR10XkRRE5wc9y9lea87wJ+LGIrHXf/45/pRwQS4AzRGSEiFTg1HLGAaNVdQOA+zjKxzIOhJ7OM9WgvQYNiUDgti/OACYCY4BKEbk65f3bgDjwO39KODB6OM9rgNuA/+tn2QZKmr9lEBgGnATcAjwkfc3oPQikOc9/AG5W1XHAzcCv/Ctl/6nqMpwmkbnAM8DbOJ/FIaW38xzs16AhEQiAc4CVqtqqqjHgUeAUABGZCXwKuErdhroC1t15fgHnYvK2iKzCqXouFJEG/4rZLz39LVuAR9XxBpDEmculUPV0njPd5wB/BAq+s1hVf6Wqx6nqGcA2YDmwSUQaAdzHgm/q6+E8C+IaNFQCwRrgJBGpcL8lTgeWicgngG8DF6pqu68lHBjdneejqjpKVSeo6gScC+ZxqrrRz4L2Q7d/S+Bx4GwAETkMCOH/hF790dN5rgc+5q5zNu7FpJCJyCj3cTxwEfAATlbCme4qM4E5/pRu4HR3noVyDfIlMc1AU9XXReRhYCFO9estnFF97wJlwFy3FWG+qn7Ft4L2U5rzHDLSnKMC94rIEqATmDlYv11lIs15vgX81O1A7gBu8K+UA+YRERkBxIB/VNXtInIHTvPedThB8VJfSzgwujvPn1MA1yAbWWyMMUVuqDQNGWOM6SMLBMYYU+QsEBhjTJGzQGCMMUXOAoExZkgRkUvdid+SIpI2VaSIBETkLRF5MmVZtxPFuaOGnxeRNvduIG/9aneSQO9ni4jclfL+ZSKy1C3T71OWPyMiO1KP7S4XEfk3EflARJaJyI29nENIRH4tIotF5G0ROTPjX5bLAoHJGfeD4304NorIupTXr+bomMeKyD392P5fROScLNa/yZ1SwHv9VK5mmBSROhH5ai72vd9x6kXkmVwfZyCIyJkict9+i5fg3Mf/Uga7+AbO+I1Uc4GPqurRwAfsneajA/hn4JupK6tqRFWP8X5wJn581C3fZHf7U1X1SJwpRDw/Bj7fTZmuxZme4nBVPQL4Qy/ncL1bjqOAc4H/FJGsru0WCEzOqOrWlA/HL4E7Uz4wp+TosP8b+K++bqyq/1dV/5LFJjfhTBjnbf9JVd3R1+P3og7IeSBQ1VZgg4icmutj5YKqLlPV93tbT0TGAhcA+3xx6GmiOFXdrap/wwkIPe1zMs68SS+7i64HfqGq2919dI2gVtV5QKSb3fwD8C+qmkzdRkQqReReEXnTrcXMcNf/CDAvZd0dQNqa0P4sEBhfiEib+3imOJPIPeRWhe8QkatE5A23qnuIu169iDzifgje7O4iJSLVwNHe5HsicruIfDPl/SUiMsH9WSYi/+NW158TkXJ3nftE5BIRqRUn98EUd/kDInL9fse7EWeeoOdF5Hl32SoRGeke4z0Rucc97u9E5BwReUWcOfinuet3++EWkSPd38Eit4liMnAHcIi77MciUiUi80Rkofu78rbN9Ni3i8hvReSv7vLU83scuKrff+jB7S6cGXuTadbJdqK4K4AHUwY7HgYc5v7u54sz0rg3hwCfEycfxdPu3x6cOcX+qqon4EzL/mMRqcSZ12iGiARFZCJwPAdOeJderue5th/7UVWA24Fvprxucx/PxPkG04gzAnMd8D33vW8Ad7nPfw+c5j4fDyzr5hhnAY+kOeYSYIL7EweOcZc/BFztPr8PuMR9fi7wGnA58EwP57WKlPwP3uuUYxyF84VrAXAvIDiTzT3urv+DlGPX4TRFVOLUaq5yl4eAcnefS1KOFQRq3Ocjgb+7+8/02LfjXETK3e3XAmPc9w4CFvv9f5Pm/+l1YJF7ztvc54uA81LWeQFo6mH7TwH/nfI/+GQ369wGPIY78DZl+bXAz3vY71Lg+JTXT7r7KMWZE6wFqEt5/4BjA23A/3KfXwS87D5vxvkf9s51Dc7010GcaegX4UzV8RQwI5vf55CYYsIUvDfVnZJYRD7ESc4CsBjn4g7OJG0fkb0TjtaISLWqplatG4HWDI+5UlUXuc8X4Fw896Gqc0XkUuAXwNQM97v/MRYDiMi7wDxVVRFZnHK8jwMXptRcwjiB7jXgNrf54lFVXS4HTrYqwA9E5Aycb7UHAaOzODbAHFXdA+xxazXTcGoDm3FqO4OSqp4ITo0SJznTtVnu4lSc3/sncX7nNSJyv6pe7e7XmyhuurpX4d6IyFScJDQLUha34EwrEQNWisj7OAlr3kyzqxbgEff5Y8CvvUMAF2v3zV43p5TjVbKco8qahsxgEE15nkx5nWTvfFglwMm6t4/hoP2CAMAenA+1J86+/+Op76UeM0E38265HW5HuPsdnuG5pMrkvLwPt3de49Vp4/49cKF77GdF5Oxu9n8VUI/zDfQYYBN7zzGTY8OBiYy812H32EOSqn5HVceqM1Hj5ThNLl4Q6OtEcVfgTKiX6nHcLzPipJA9DFjRy366JljEmYDwA/f5s8DXxf1GICLHuo8VbhMRInIuEFfVpVmU2wKBKRjPAV/zXojIMd2ssww4NOX1KuA4d/3jcKrm2bjZ3ecVOBPelXazTgSoznK/qXr6cE8CVqjqz3Bm6jy6m2PVAptVNSYiZwEH9+H4M8TJlTwCp5nC+6Z6GE4zRMERkc+KSAtwMvBnEXnWXT5GRJ7KYBc/x/k9z3X7Y36Zsu9VwE+Aa0WkRUQ+krLdZRwYCJ4FtorIUuB54BZV3eru62Wcqcanu/s6z93mDuBit/b278CX3OXfx2liekecyRe/7y4fhTP1/DKcANbdnUhpWdOQKRQ3Ar8QkXdw/m9fAvaZxVFV33M7eb0mo0eAa0RkEc4F7oP9d9oTcaa6/hIwTVUjIvIS8H+A7+636izgaRHZoKpn7b+fDHwfp9PyHTcYrMJpkvgccLWIxICNOHeRbHM7HZfgdGD+EPiTiDTjtA+/14fjvwH8Gac56vuq6qXGPMtdPqip6gs4fQGpyx7DaVLZf931OJnD0u5DVQ/df52U9yakeW9SN8sU+Cf3Z//3Tu9hPztw7mbaf/ke4MvdLF8FTOmpXJmw2UfNkCIiNwMRVe3zWIJiISK343Ta/0c3772E0+G4Pe8FM3lnTUNmqLmbfdvHTZZEpB74iQWB4mE1AmOMKXJWIzDGmCJngcAYY4qcBQJjjClyFgiMMabIWSAwxpgiZ4HAGGOK3P8HGpMjYUBDthQAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -262,6 +265,7 @@ ], "source": [ "# On affiche seulement les 10 premières mesures\n", + "plt.title(\"10 premiéres mesures de RTT au cours du temps\")\n", "plt.xlabel(\"Time (unix timestamp)\")\n", "plt.ylabel(\"Round Trip Time (ms)\")\n", "plt.plot(resDict['timestamps'][:50], resDict['RTT'][:50])" @@ -282,7 +286,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 9, @@ -291,7 +295,7 @@ }, { "data": { - "image/png": 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t0Zs7vTJc3kdVC1txdk2qYwuCGI9KXdI9CjdWyurfr92/Q0k7L71uilSttwj2zeRw474pfO4HL/c8ce4lYf5PABgR7YeasL4CwD+6PYmI7gHwKIDLiegsEb0XwIe0stunAbwewO8AAGPsOQBfAPA8gPsAfMDg7bwfwCehJtFPArjXx++3ZShWReSTMUQijUjeXCGFTUHSdy1blbrcCNnwC0Rw48HDVv03HowxfYfrdtHgnkfKcIHs9EwP42d6erm9BHCvqZjCVnP5FBLRiO9eD0VhqIkKVsuCp4sx//u16wHqYSuvnocoI6P9vu+4fjfOrFbx8MneJs5j7g+BwhgTiejnAfw1Y+yjRPSk25MYY++wOPz3Do+/C8BdFsePALjSwzq3NFyO3ci2MbUA7kKxhv0zuX4sqyfo8f5YtO1qK36xLQ5Af8RGVYSkXaDcw1YWnkeXwlYAcHp5MAoKvFKry0jHG59NJELYGUCanRtQhQHrVRGT2YTj47nn0a4R58/3el4bPa03H5rDRCaOex5/Gbcc6F243ovnIRHR2wG8G8D/0Y7FHR4f0gWMulYcfSjUFg9d8Z6OVDyCTFzd7wQ1HoPkefCQFdCQFLfDaEA5uWS8o+G3Zs9juMJWFVHSd+KcIL0eRg9wpeQuPMpzHu1WvXHjUfHoeVREGSltI5WMRfG2a3bi/ucWsbTZO7FUL8bjV6GGmD7EGDul5STu6e6yQsyocuzNX45OdJlX63LfNXLcMF44U1pSNGjYquF59N94LG024upuv4+eMDfsrgsdDlvxkMlsPjl0YStzzgNAoLkexrCRl7wHf0xJkNr6HpV9eh5mT+v263ZDUhi+1MPEuavxYIw9yxj7DcbY/9L+f1oLMYX0ECvPo90uc0GSceOfP4j/1ac6ca8YQzZ6ziOw56E+ryYq+uv2Cx7yAAKGrTqcMOcG7OCOAl5cHq55GDVR0UOanN2TGRRrkq/KsSbPo+zd81BY8ApAIFjOw2gs98/kcP3eyZ4mzl2NBxHdSkQ/0HSqVolojYi8do6HdAirnEcmEUMhFQssjriwXsN6RcT9Ay5HURMbyeK2E+aG8FC/FWmXN41hqwCluprn0amLfLWuvscV2wsoCRKWPIRtBoVKXWrxPHYFKNc1hg+9lOuulATEo2oRSzteoB628tHnYTaW77x+N15aqeCRkyuB1+EHL2GrvwXw61A7u2cATGv/hvSQYk3Sda2MbBsLPlGQN1D94MXVQJ24vcK4645FI0hEI22HrYD+5z2MYRG3WDcP3SWaEuZxyFp1UCfQPY/tBQDAi0OUNFerj0zGY8K/8TB6gMsuxlOSFaxXRf192sl7cI/Y63mthq2aw9hvPrQN41rivBd4MR5nATzFGBO1Bj/Z2DQY0n0kWVFneaRajcdcIXiX+TnNeNREBU++vNbWGruJWRQw3cY0QWNZc78rrlbKQkPo0UPYKh4lRA2l2p2WKKkZwlbA8JTr8vLaVIvn4b/Xo1L3nvNYq4hgDLhkihuP4OeTn7AVY0wrTW6+fKfiUfzCa3bim89d6Eni3Eup7u8D+AYR/SsAfUWMsY92a1GDSqXeWtHRC/hJaU6YA2rS/NjiZqDXPb+uGp0IAY+cXMH1+6aCL7KL6J6HdnFoZ5pgeYA8j6XNOnZOpHFsseQarqiJSlPICmjMdtkUJMx2YD3VuoxohLBnKotENIJTQ1JxxavxzGGcfCqOyWzCn/HQLt7xKLlWW/GcyCVTWQBLPQtbiTKDrLCWMB0A3HHjHtx86bRriXEn8OJ5/CkAGcA41HAVv40Uj51awdV/+kBftKSsdK0428ZSWNoUIMn+Qxfn16uYySfxyvkxPNLjBiM/NHIeDc/Da0mjmbIgYzyjfo7tVFwxxnTPLSjLJQGz+RQSsQgqokupriTrvz9Hn2PeIQ+KiwtGI4TdUxm8OCTGwzjLw8wunxVXVS3nMT+edp3Suap5Jns0z6Odv4Ofaiuz/LyR3VMZvP4Vs00earfwYjxmGWNvYYz9IWPsj/it6ysbMI4tbqIuKzi71n2ZZzMNRV3rsJXCvJUVmjm/UcWO8TRuunQaT7687tpr0C8aOY8OeB51CdvH1HBGO+KIj5xcwc1/8W08e86bgJ4VyyUB07mEOlrXQ8Lc7Hl0eqZHVZT1C9KeqezQ9Hrwz87yYjqZwZk1/2GrXZMZV89jWTMul0xnAQT/OygKQ7nOqwDdz2v+GLOn1Wu8GI8HiejfdX0lA85SqTMCaEFoeB7WYSsAWNjwb9TOrVexczyNm/ZPQVIYHj89mEV0jT6PhucRVFW3JEjYrpU4t+N5nFwqgTHg2y9cDPwaK6U6pnNJZDwYQ9V4NH9d+SjaUodG0dYMcfR9M1m8uFIJVPYpSDL+5sHjPduM8J24leexezKNc2tVz545f62dExnXaqtVzbjsmdKMR8Brg9GL9hK2qjp4Wr3Ei/H4DwC+RUSlUS7V5ZUXnZyf4BUemx/LWIetAPgOpzHGcH69ih3jKRy+ZBKJaASP9qjEzy9mXad0PBr4wlQWJMzkkohFqK2cB69we+hYMOn/siChKsqYyiWR8hCGE0S5qdIKaAyE6lTi39hot3c6i7qk4HyATcnDJ5bxVw8cC/zZ+MU4v9zMrokMJIV5Vp+u1mUQAfPjqm6c0yZlpVxHhNQQFxA8bMVDVl6rCPljrH7fXuLFeExDlSMZwwiX6vLqhX70BpinCBrRGwV9luuuVUTURAU7xtNIJ6J49e7xngurecWsKJtORPUxnH4pCzKyyRgK6Xhbsuy8MfPJM+uBPBi+GfEVtoqbE8KdzXkYG8/4bjpI6Or4olqldbFHUhlVhzAOl2b3mveo1GVk4lFM51TduFWHvMdKuY7JbAIJrXk16MaSRzOmcwlPxqPiEKbrJU6TBHcBgLE813jTJg3u6N1S+wv/sndSiM4retjKIucxmUkgHiVcKPr7op7Tcjc7tF3Tay+dxnPni1iv+M+ddJuWUt14sLAVYwzluoRcMoqxdLytHftisYZUPAJZYXjkhH+PTTce+SQy8Zi7tpU2DMtINtnZUbTGnMe+mTaMx0XNePg8J4Pi6Hn4bBSs1FV13inNeDiFrlZKgl7V1I7CMb+mzOSTqEsKZJdQYW0IPI//TkSfJ6J3EtHlRDRJRDuI6HVE9McAvgfglT1aZ9/pb9hKQoSArMXOKhIhzOb993rwSiHuct+0fwqMAd8/NXihK0FSS0hj0YbxCBK2qtRlMKZedAupWNthq5svnUE2EcVDx/2HZ3iBw0wu6cmTssp5xKMRpOKRjvZ58N37bD6JTCLalvHoVWViI+fRmhPcPpZCLEKejUe1LiGTiGIqpxqFZQeJktVyHVNZ1cjkUrHAOY+y7nmor+XmfejGclBzHoyxn4cqkX4VVCn1HwD4JoDfBPASgDcyxr7Zi0UOAsuaiF0/GsuKNVWahM9nNhOky5x3l3PP41U7x5FJRHsmbeAHQVSQMlw4gzYJ8i8pD1u1kzBfLArYOZHGjfun8dCxJd8SIXwzMpVLaNVj7qq65morQE2ad8zzMOQ8iChQxRVjDCe0vqNeha0qDp5HLBrB/IR3afZKXe1Un8568TzqmNSMTDtTHUtm4+FybjsVCPQSx443xtjTAJ7u0VoGFp7cBPqT8yhWW0URjWwrpHB0oejrNc+vV5GKRzChJeETsQiu2zuJh08MXt6jJslN8X612sp/zoN/SXPJGAqpeKD51vx1SoKEuUIK+2ey+NbRRby4UsFerWTTC3wzMpVVd/iuTYKS3KSoy8knOyeOaBbb2zuTxXM+S5HPb9T0stNe5zxSCeu98K6JDM54LLHnoTvueTiV666U65jWwlaqSGWwzQjXW5vJ+zMeA5vzaBci+pQmpvis4dhfEtELRPQ0EX2ViMa143uIqEpET2m3vzM85xpt+uAJIvoo2W2/u4hR46ZTZZF+sNO14sxps8z97H55j4fx47xp/xROLpX70gjphLrrNnge8SjqsuK7MZLrB6meRyywF8k/n21jSX34jt/KopWygLF0XE22ekmYiwpSlp5H54xHzTAjAgD2TWdxZq3qS/fsuOZ17J/J4mKvwlbaxddO/WEim/AcouSeRyYRRSoesW0UFGUFG1URk5qHkk8G9wD5CFrdeHgNW21V4wHg0wBuNR17AMCVjLFXATgG4IOG+04yxq7Wbu8zHP8EgDuhzjU/YPGaXcdoPPpVbWUlTcLZNpZEVZR9XQzPrdf0fAfnpv3TADBw3ebmeD931/2KI5b0sFUUhVQ8cM6DD9+aK6SwZzqL3ZMZ/JvPvAdvEATU38fLPA8rzyPXwZke5pkYe6aykBXmq8nuhJbvuPnSaayU6xADKB/4hasB211Mc8mo58+oqhkPIsJUNmkrjrimGRXuoeRSwcNWvnMeQ9QkGAjG2EMAVk3H7meM8U/4+wB2Or0GEW0HUGCMPcrUbfVnAby1G+t1gg/tmc0nBzNspXVM+/EYzq9XsWOs2Xgc3F7AeCYeqHqom9QMVUBAw133azzKxrBVOg5BUgJVbfEyXd6g+brLpvHoyRVfO/Tlzbpe0ZOOq8bDyXO0qrYC1N+lEwlzxphl2AqAL5mS44slTOcSuGxbHoC7Mm0nqIgSErGIrSRHJhFr0jRzomqYhT6dS9jmPHjBwxQPW7URPiwLakHMRFb9jrsVg+gd9RaeaC/xZDyI6HYi+kPt511EdE0H3vtXAdxr+P9eInqSiL5LRLdox+ahqvpyzmrHegr/Auydzvatw9wt5wF47/UQJBlLm4KeLOdEIoQb903hkZMrAzUIyNbz8Jk057FlXm0FBPMkdeOh9djccmAG5bqMH/pQJl4uCZjhxiMRA2NwzONYyZMAWsK8AxuauqxAYc272b0Bej2OX9zEpbM5zOV582r3jUfNYoqgkWwyhkpd9tQtX6lLyGivNZVL2g6E4sf5BqCQiqFUlwJ15JcECdlEDFnNaLltaGqiupGI9EC/ygkvw6D+FuoY2l/WDpUB/J39M9zRDJEE4H9rhxYA7GaMvRrA7wL4RyIqALD6dGz/OkR0JxEdIaIjS0ud625dLgkgUt34fpXqOoatfI6j5UZmx3iq5b6b9k/h3HrV9+znbqLuug0J88Ceh/p47nkAwSRKFjdqyKdieoz9pv1TiEXIV97DHLYC7HecjDHULUp1AW3H24ENTa3e3MUPqLmC8Uzcs7ouYwzHF0s4MJvHbEG9qPYi78HzFHbkktrn67EBjxvQqay958GbBycNCXPGvM8gN1IWJGSTMf19eRjODqvZJf3Ai+dxE2Ps1wHUAIAxtgogsN4vEd0B4GcAvEsLRYExJjDGVrSfnwBwEsBlUD0NY2hrJ4Dzdq/NGLubMXaYMXZ4ZqZzTfBLmwImMgmMZ9trLAtCXVJQFWVHz4N/URc9eh56j8dEuuW+my5V8x4PD1DoyhzvT+kX22Bhq0wiqn+eQfIei0UBc4WG4c2n4njN7gnP/R6CpOan9LCVSw7Han55473VnEe7o0ftJC/2Tmc9h60WiwI2BQkH5nL659OLiitzuM0Mb6b0ErqqGgzRVC6JlVLd0gvnYSu+AcglNZ2xANcHVfWgMSXTS9iq38lywJvxEIkoAm3HT0RTAAJlwYjoVgD/GcBbGGMVw/EZIopqP++Dmhg/xRhbALBJRDdoVVbvAfC1IO/dDnyXmE/GUJd6O/ua74ytdK04qXgUE5k4Fjzu8vgcD3PCHFArbOYKyYFKmptnWfCwgtsAJTN6wjwR0z25IJuBC8Wa7u1xbjkwjWfPFV2VWIFG78C0IecB2IfhrEbQcvJt7HiNNJKwzZeEvT56PY5fVCutDszmMZVNgKg3noexudEKHg5yCznXJQWSwnTjMZ1LoC4rlp7dallANEL6JqSdwVwlQULO4Hm4ha0qpqq4fuHFeHwMwJcBzBDRn0LtLP8LtycR0T0AHgVwORGdJaL3Qh1pmwfwgKkk93UAniaiHwH4EoD3aR4OALwfwCcBnIDqkRjzJD1hWVM/1VVMe+h9FB10rYzMFVLePQ+t5p3H7I0QEV67X00At7ub7RSCqcfBbaduR1lQu4cjhi99MM+j1uR5AMDrLlM93e956JNZMe1aMy6elGDS9jJGS6yoAAAgAElEQVTSzo7XiF35597pLBY2ap7yS1zT6sBcDrFoBFPZZE88j4qHnAfg7nmYpd25cV+2+B1WSqquFc875A2Dufyih608hmPdcjy9wnUsHmPss0T0BIA3Qs1BvJ0x9qzL08AYe4fF4b+3eeyXoRooq/uOALjS7f26yXJJwFU7xxsniCHk0G34ztgp5wFoXeaePQ91CJTVThYAbtw/ha88eQ7HLm7iFdsK/hbcBaz6PIAAYau6pF9IguY8ZIXh4qaAbWPNf/8r58cwkYnju8eWcNvVzjUdRl0rwEfYysJ45A07XqvNgFfsGs/0iquVMq7Y7nwuHL9YwkQmrlcgzRV6YzyqoqzPNrEiq+U8eM7LDj6Qi+ey9EbBch37TFHwlXJd/z0BtVkTCGbES4KEXdmM/tm7ndduYbpe4bVU9wzUHo1vA4gQ0au6t6TBY3lTwHQu2fHhO17w6nlsH/Oub8UbBO0YtLyHIDXPpw7qeZSExkWm4Xn4+1uulATICmsJW0UjhNdeOo1/O77sWqm2xI2H1mDGL1b2YavmMbxGcm3seI3Yie35Udc9vriJA7N5vfF0Np/sScOpWw4g59Pz0HMeukSJlech6MYFMIatghmPXDKGaISQjLnLslddwnS9wku11R8DOArgbqghrI9BDT+NBNW6jHJdxnQ+oYetNnvYZe6kqGtkrpDCcqnuqdfg3HoV8xaVVpz58TT2TGXw6IDkPQRRtvQ8/PZoqOEB9bmpeASJaMS358G9O3PYClBDV0ubAl644DxTvuF5qBcfN09KH8Nr5Xl0aENjJ7bHJVfcjAdjDMcvlnDpXE4/NptP9S5h7nAx5ca57JKIrpg+Ax5WtJrSaRRFBNobzGU8L9OJqGsub5gS5u8EsI8xdjNj7Bbt9rpuL2xQaMxdSDaFrXqFPoLWxfPYple3OO/09CFQY/aeBwDcfGAaD59YGYjRtOYeh3TAaiteTw+ouZ1COuZ7pseFDQfjoUmVuHWbr5TqmgSGuha3Ut1GtZV1nwfQgZyHjeeRTcYwm0+6Go+lkoCNqojLZhvGY66QxEpJ8C0j4xf3Ul1vCXOz4OBElutbtRoPnvMwv0eQawOfMQNwxegt4nkAeA5qknsk4SGGmVxSv4D30njwi5uTthUAzHmcKGgcAuXEz7xqB6qijAeeX/Sx2s6jKAx1uTnnwTtrfTcJauEBThCJkkVtJ22VX9g2lsJlczk8dMzZY1Or9xq7Vrcqm8YMd2t5EqB9zTUnsb290+4VVyf0ZHnjUjFTSEFhsNWH6hS1uuwoEsh39RW3nIcpbBWPRjCeibc0CgqSjE1B0j0TwLuBMlOXFNRlBTltI5H2IFUzTJ7HXQCeJKJ/JqKv8Fu3FzYo8EqL6Vyy8UXtYaNgsSYiHiWkLGr8jTRmmTsbD7MUux3X7ZnEtkIK3/iRbVtNTzCPoAXUTvhUPBIwbNUwHvkAA6EWN2qIRqjp4m/kdQdm8PiLq46GbdkUL3ettnJImHcqD6fnPCx2tPtm3Hs9+AyPA7PGsBVvFOxe6IoxhopL01zGY6kuF1hMxxvniFWjYKNBsHEORCOETCLq++9gHBOgvrf7oDPj0K5+4sV4fAbARwD8NRo5j491c1GDhD60J9+vsJUqTeImJrxd2wm7yYybh0DZEYkQfuZV2/HdY0t9nS5ot+vOJGIBqq3kJuMRZCDUhWINM7mkrY7SDfumUJcUPL9gL2W+vFlvMj7ck7Iv1bXv8+iU8XBSat0zlcVKuY6Niv1ndWxxE4VUTFeGBWBoFOxe0lyUGWSFOe7EoxFCOh51TZibPQ9AbRQ063NxY2LcAABaw6bPv4NxTADgLWzl1tfSK7wYj1XG2IcZYw8wxh7kt66vbEDgs8unconG5LY2K1tEWcHChrf5AsWa5JosB4DxTAI7J9L44Uvrjo9reB7uZZ23XT0PUWa479kLntbaDey6q7mYoB/UsFXjSxdkINRisaaHCK04NK+Wsz533n6+ykq5OWzFPSn7Ul1ebdX6dY1GCNmEd9VYO9zCVgBwesXe+zh+sYTL5vJNmxzueXRT36rR3Ohcyp5NxnwnzAFNHNEUduP/N5bqAqoB8Pt34GviUQ23sJUoKxBlpjfK9hMvxuMHRPRfiOhaInoVv3V9ZQPCcknAeCaOuDYCNZeMB+oiZYzhqTPr+JOvP4cb/uuDuPkvvuNpGJHqebi24wAArt87hcdfXHUsFeVDoCaz7gozV84XsHc6i6/3MXQl6JVGzV+WVDziK+ehKExLrJpzHv6+7Bc2athWsO/x2VZIYSqbwLM2Q5RkhWG1XG+KlwOqJ2Vbqivah60ANWneruZaVZRtlWkb88xLts8/cbGEA4ZKK6DRZNdNz8PrbItcMura52FVcTaVTbaU6q6aRBH190jFfW8srcJWTue1U3ix13i5Kl2n/fuThmMMalf4lsec3Cz4HL7z0koZ//TkefzTU+dwermMRCyCK3cUsPLyOl5cKbvmHvgIWi9cv28SX/7hWX0XaMX59VrLECg7iAg/e9UO/M23j+NisYZZiwqjblOz2XVnEjFfnoe+wzOGrdKxQKW6N+6fsr2fiHBwR8HW81gt16EwtORMnMIVjdCdzbyKDsz0cOpa3j2ZxVg6jvuevYCfe3XrFIWVkoDVch2Xzjafc4lYBFPZRE88DzehwGzSXZZdf624MWyVwFpFhCQriGkbSB62Mm/ACgGmCZZ0sc5Gqa7TeW3ugu8nrp6HoTz3llEt1TXuEv1Mbnv23AZe/9/+FR/51jHMFZL4i194JX7wh2/EX779KgDeEonqIChvxuOGvepF7fun7Jv71B4PZ4Nl5C1X7QBjwDeeXvD8nE5iF+9326GZMU4R5BRScdR9zPSo1CVs1iTLMl0jV86P4djipmXPDa/caTEeiSiqoluprvXXtZ1ZEhynruVELIJ333AJ7n9+EaeWWr0Pq2Q5ZyafxFIXPQ9e3ux2Mc0m3A1spS4jEY3oRgJoeBerhrzfcqmOeJRaIgK5AHPMzZ5HxmWqpF1JdT+wNR5E9A7t39+yuvVuif2F61px/MwqPrVchsKAL73vRnzuzhvxS9fuxlg67iuRWKxKrj0enF2TaWwfS+GxU6u2jznnocfDyKWzORzcXuhb6MouYZ5KRH2JARqnCHL8SpTwHbS5u9zMoR0FiDLDscXWZkE+u7w1bOXkeViH7jidGEVbFRXHUMgdN+1BPBrBJ793uuU+PnrWHLYC1KR5NxsFvYZxssmoa86jWpdaXmfaotdjtSxgMpto8d6D5DyMYp2AagQ9GY8BCFs5eR7j2r8zNreRgEuTcPzMKuZVSnu0hCMnl4whk4h6cufVsJW3nAcR4fq9k3jstPUwJ7shUG685eod+NGZdbzkkDDtFlaluoAaWvCjqlsWLMJW2s7Ra96DNwi6aUgd2jEGAHjufGveg1fumOPlTp6UIMogAuJR61BjvgNhK7fegZl8Er/wmnl86YmzLdVHxy+WkE/GLI1qtyVKrCqkrMgmY576PMyvw/9ORuOxUmruLufkAhhx83npVghipwTQD7yErf7I6taLxfWbmqg2AxnLD/3s8ng9+LhF2Gmu4K5FVRNl1CXFs+cBANfvm8JyqY6TS60XeqchUE787FU7AKAvPR98Z2n2PLw0UxkxhweAIJ6HfXe5kUsmM8glY5Z5j2VD06kRp9+HT1K0y1PlAxZxGPFS/vlrt+yDKCv47CMvNh0/vqjKklitb7aQxHKpDtlBoflHZ9bx1o89HOh38J4w9xC2svgMGuKIDYO5Uq63lOkC2lRHn7NVrMJWksJsZ78PRdgKwH/o2SoGlIY0SbMAmlfjsV5RK6WMMVTObN5dcdSrrpWRG/apeY/HTrfmPbz2eJiZH0/j2j0TfQld2cX7Ux7q4Y2Y6+kB+JZlN4+ftSMSIRzcXrCsuFou1ZGIRlq8SbewlV2yHNAS5l3MeXD2z+Twxivm8Nnvv9QkpXL8Ysky3wGohpZXmNnxraOLeOrMOp4641xmbrduwH0n7mWOedXC8+DilUZ9q5Wy0FKmCzR0xtzCY0Y2BQmJaAQJbXPkpqzr1Vj2Aq+quiPJsmloD+Bvd7FartuWxM4WUq6Dcng4xU2axMieqQxm80nLvAcfAuU3bAWoifNjiyW8cMG+f6Eb2FUaZRLunbhGjPPLOWO65+E9bJVNRB3lvzmH5gs4urDZsuPm3eXmXXo67lCqK8m2ZbqAahDLddlxd+9G1UXig/Prr9uH9YqILx45CwBYK9exXBJwYNa6uq/R62F/rh9dUM8pp94YO3yV6rrMMa/UpZbXKaRjiEepqVx3tVRv6i7X3yPlrZPdiFEUEXCXqhmWnMeriGjV4rZGRPYZ2S0ElyYxhq14nLzkYXexVqljPGNtPObySSwWBceejA1djt1bzgPQ8h77pizzHryvJMjch59+5XZEI4SvP9Vb70NXlLVpEnSTP+eU9GorY8Kc5zy8eR4XN50bBI0c2jGGqii39EaYpUk4GaewlajYVloBjZke7eQ9vHYtH94zidfsHscnv3cKkqw0Kq0skuUAMJNXP68lBy/76IKacA9kPHyU6hofb/ladbml2ZCItF4PdSNZE1WVbeuwlf9uf6MoItD4Pew2EsPieTwD60T5NEYkYb5Uai2r9HOCrFXsPY+5QgpVUXb8wgcJWwHA9XsnsVgU8NJKpen4+fUqpnPJQDXiU7kkXnvpNL7x9HnPF+xO0JiiZyrVTUQha6KJXqg4ha08xtrVBkFvxuNKm05zc98QJ52I2qrq1iTZMWzVCeOhhq28BSLufN1+nFmt4r7nLjRGz9r0Fc0VnBsFNyqiHk61KjBwo+Kx78HLNMGqKFt2bk/lEnrOw667HAgmFcNneXDc5fmHw/MAY0y2u7m9MBF9ioguEtGzhmOTRPQAER3X/p0w3PdBIjpBRD8mojcbjl9DRM9o932UvHS3dYhlgzQJh4/99JLcWyuLGLeZPT5bcJdu8DoIyswN+yYBtPZ7uM3xcOMtV+3AmdUqnvQRm1YUhpdWyr6b8Th2ooD6TI+6N+NRFiQQNe/YUvEoErGIZ1n2xaLg2Xjsn8khEYu05D1WTKXfHFUQT7EMq5gnKZrxc07a4Wc63ZsOzmHvdBZ3P3QKxxdLyCai2GHjkc24SJQc1cKgr949jtPLZde8hJmaKCNC9t33HO5xOhlYO2n3qVwSS5rnsWJTLQcEM+JmsU5uBO08pGFJmLernPtpALeajv0BgAcZYwcAPKj9H0R0EMDtAA5pz/k4EfFP5xMA7gRwQLuZX7NrLJcEFFKxpl2ffoJ49TxswlazmjvvlPfwOoLWzP6ZHKZzCTx2ujm6eH7deYKgG28+NIdELGIZumKMYWGjin/98UXc/dBJ/Kcv/Ag/+zffw8E/vg8/8Zf/it+658lA72lrPLgSrU1jnZmSICObiLXkGrxKlCgKc9W1MhKPRnDFtnyT58EYU8s8bcJWgPVFg1db2eHnnLSjWpeR8ribjUYIv3bLXjx9dgPf+NF5XDprXWkFqB7jeCZu63nwfMfbrtkJxuA7p8bnl7vtKXkfhZNEiRq2av0MprMJ3WislK27y4FgRtxsPLh8jm3Oo25dut4PbK9KjLH/0s4LM8YeIqI9psO3oSFz8hkA/wrgP2vHP8cYEwCcJqITAK4johcBFBhjjwIAEX0WwFsB3NvO2ryyXKrrc6Y5XsNWNVFGpS7rA2XMcHd+0aFRMKjnQUS4bu8kHjul5j2ISBsCVcNPXj7r67WM5FNxvOEVs/g/Ty/gpw7O4djiJn68WMKxxU0cu7DZpOszV0jisrk83nX9JXjk5IonHS8raqKMWIRaKtbcYsNmzIlJjleJkpVyHZLF+FknDu4Ywz9rYT4iQrEqoS4rLWW6QLPxyJoS8oLknMxudxStojAIkuJrN/sLr9mJD99/DCvluus5NZdP2aopHF0oYiqbwOu113jufBHXXDLpeR1eByPlPFRC2XseDVn2lZJ1kycQzIiXBAnzE40NnVvYqiJKthpkvcbflrZ95hhjCwDAGFsgIn7WzQP4vuFxZ7Vjovaz+XhPWLKIT/MTxO2Cs67JV0/YeR68y9wpbFUTkYxFAu0ybtg3hX955gLOrlWxazKD9YqIqij7LtM1c9vVO3Dvsxfwzk8+BgAYz8Rx+VweP/eaeVw2l9duuaZCgd//0o/wb8eDjbS123W7ufdmSnWp5aIMeB8I1ejxsBdFNHPlfAH3PP6y/jdYtpEmAQy/j8VFQ5AUxwqvQoBErRGuH+bHeKTiUdxx0x58+IFjuMwmWc6ZLST1IVpmnl8o4ortBWwfS2EiE8dz5/x5Hnbeghm3nIeiMM0QtX7OU7kkqqKMSl3SRREtPY9AYStZ94qAhkdtd147aZD1ml4bDzuszChzOG79IkR3Qg1xYffu3W0varkk4IpthaZjjVnFzicIr2ufsMl55JIxZF26zIs+dK3MXG/Qudo1mdGTku2ErQDgpw5uw3+//WpMZZO4bFsOM7mka8ggH2BiH0eQZMvxq2mHi60V5imCnEI67inn4TR+1g5jp/muyUzTYDEzPFxhteNUcx5OY1bbG0UbtGv5PTdegidfXsO/e4Wz5zGTT+LkxVZNLElWcGyxhDtuvAREhEM7xvCcwxwUK7xO1XPLeXADaul5GCRKVkp1JGIRy3OJGwF/1VaSbnQAQ6muXbWVj9xUt3EtryCiCSL6CBE9TkSPEdFfGRPdPlkkou3a624HcFE7fhbALsPjdgI4rx3faXHcEsbY3Yyxw4yxwzMz7ReEqdIkrQNfAPcThEuT2IWtAK3L3DFsJfkq0zVyYDaHiUxcz3sEbRA0E4kQbrt6HjcfmMZsPuVJnbeQiqNclwPNshZEBSkLz8MpR2BF2TC/vHltMWx68Tw2vTUIGnnFtjyiEdLzHss2Q4QA5znmqgF1SJi3OYrWaZaHE+OZBP6/f3+dbaUVZ66QwlJJaCkGOLVcRl1ScMV2dYN2aEcBxy6UbLurrajYeAtmGp6HTTjIoQSWG/vlkoDlUh1TFrpWgJoL8iNSyRhDuW5XbWX9GlVRcS1L7hVeavM+B6AI4F0Afln7+fMB3+/rAO7Qfr4DwNcMx28noiQR7YWaGH9cC3FtEtENWpXVewzP6SqCJKNYkyyls6MRck2KcRVOp7kZM/kkllzCVkE9j0hEy3toneZ+hkB1Gp7wDxJWqUmKpefhFOaxoiS05hLUtXkbCLW4UUOEWmVFnEjFo7h0JmcwHvaeh1O4wi1hnk1EQdRG2KrLFTyz+SREmWHNNJGSJ8u58Ti4o4C6rOD4ov3cEDNqGMf9Msb/9rYXZQfvS5coKdWxWrbu0+GoMijejHhVlKEwWPd5iDbyJB6bOXuBF+MxzRj7Y8bYce32pwDsBxpoENE9AB4FcDkRnSWi9wL4cwBvIqLjAN6k/R+MsecAfAHA8wDuA/ABQznw+wF8EsAJACfRo2S5nhgzJcyJyJP08pqW87Ar1QW8eB6i72S5kev3TuHMahXn1qs4v15FMuZtCFSn8dtPYUQQrbur3WLDZsxTBI1rK1Yl196VC8UapnNJS6kZJw7taMiUrJQERMh6Q+EUhnOTJ+HnZFDjwSt4umc8uIp080bp+YUi4lHC/hk1Z+IkKGlHVWwe8GVH1mWOuVOzoS6OWBZUXSuL7nKOn9kqDaXnxvr5uW5fqtuq/NsvvMREvktEb2OMfQkAiOjn4eECzhh7h81db7B5/F0A7rI4fgTAlR7W2VGcdolexBHX9JyHU9hKVRzl1ThmijUJu6eyFs/0xvVav8djp1Zwfr2GeY9DoDqNLkDoc2ofYL/rDlZtZeV5xFCXFQiS4riju1AUAnXmH5ofw1eePIeLmzUsldSmUatKmUbYqvX3qdkYUCOFVDy48ehy41mjUVDAFdsbx48ubOLS2byu67R3Oot0PIrnzhfxdo+vrUqKZFwfF9VG/dolzJ3UeXnOY1nLeVw6Y18g4MeIl02DoAB1I6AqLNt7SF6MZS/wso369wC+QEQCEQkAvgTgA1tdpmTJQpqEk0/FXfWQ1ip15JMxfXytFbP5FGqiYltiWayKGPPZ42HkFdsKKKRieOzUqjrHo818R1AaeaIAnodbwtxrtZVdwtyjOOLiRk3fQfvh0I5Gp/lySbDdtaYdjKEgOcuTAOpF69x6xVEGxI6gOQ+v8M/NrG91dKGIg9sbBSnRCOGK7Xk870OmpOYyh8SIGlKyy3mo38F0vPUcScVVPbOVUl0VRXQIW/lR3ebRC3Muzkmqpio6b3J6iZcr03TXVzGAWCnqcvJJ94FQa+W6Y7IcaHSZXyzWWsJTjDF1imAbYatohHDdXlXnqlKX8ZOX90dVpp2wVU1UdONjxE191IikeRZ2OQ++NqcxuxeKNVy713+dyEHNeDx/voiVkoDpvPU5wXeT5ouGJCuQFeYYtgKA+Yk0vv3CRVx717cwm0/i4I4CDu0o4OD2Mbzusmm9StCKbusl8fPcaNiWNgUsbQq4Yntzsv3QjjF89clzUBSGiIdeBisxQzuyyZhrzsMuGT2VS+DMWgU1UbEUReTkUzEsbHibX2Kl9AzwgVDWOY+aaN2L0g9sjQcRHWCMHYfa9d0CY+zprq1qALBS1OXkUzFdntuOtYpoW6bLaezIhJb5z1VRhqSwwAlzzg37JvGto4sA2i/TDUpDgDBY2Gra4sKZjEUQIftOXCPleusIWg5X1t1wWFtNlLFRFX01CHIKqTgumcrg2XMbWC7V8erd45aPs2sOawzDcvY8PvbO1+DJM2t4/nxRvS0U8W/HlyErDL94eCc+9LarbJ/bbb2kVDyKQirWpKbAk+VGzwNQPbV/+P5LeHm10jJEzQqvTYKAusMPErYC1NAVnwzpmjD3HLZqzXkAziOJvZYm9wInz+MPALwXwMcs7mMAtvQc86VNAflkzNJFzKdiOH7RPWzllpx2Eo3jF9p2PA+g0e8B9NN4tJEwl2TLC2cjNuzBeOijPq0S5u5Nn16HQNlx5Y4xPHNuwzFslYpHQISWWHdDnsX5gpFORHHT/mnctL8RKKiJMn7u44+4TqzshV7SbCHVtA5zpRWnkTQvuhoPRWFq2Mqz5xG1T5i79LpM55K6ppuVKCInn/I+mMtqTADgPMfcj7HsNrbbGcbYe4koAuD3GGO3mG5b2nAAmvqpRb4D8DbHfK1Sd0yWA40uc6svd0NRt73k2MEdBX1ITbs9HkHJJWIg8i59bsSpQS6diHmaY263wwOMyXz7tXkdP2vHwR0FvLxaQaUu24atuDFs9TysJyl6IRWPYjqXcG2C7IXM91wh2bRJOrpQxLZCqiW0e2Auh1iEPFVc6Z3xXj2PZMyhz4PnPOzCVknwgjwrUUSOn9kqjmErW22rISnVZYwpAP66R2sZKFTpbOsvOh8I5VTeuVYWXY1Ho8vcyvMIpmtlJhohHN6jxur75XlEtOYpr0OXjDg1yKUTEU9zzO2+pIAxH2O/Nn2CYFDPY35M/9kqDMqxml8tiNaTFL1SSLn3segJ80T3ZsPN5lNNpbpHFzZb8h2A1hszm/M028Pr/HJONhmz1bbifRV2lUzGa4Gz5+F9mmBjU2MaN2DjUUuygrrsT4Osm3g5Wx4gotu6vpIBY9lGOhtQTxBRZnpIwUxdUlASJNecB6CGQqzG0fIvvJ8pgna88eAcJjLxvjQIcrxcxKxwkiO32qlbURbscx66VpnD7pwbd6eEuhO84gpwbjJMW4QrvIat7Cik3aVhuKx5wmcPix9m80lc1IafCZKMk0ullpAV5+COAp5fcDce/LPyuhPPOeQ8qnVVst8ut2Q0GG45D8Bbw6Y+oMxjtVVNOxfSXTTyfvCyit8E8FUiqo7SJEG7oT1AY1ax3cXQizQJZ7aQtJRl16cIdsB4vPO63Xj0g28IfAHqBOpFLFjC3O7ikE7EPJXqlmx2eIB64UnGIi5hKwFpLekbhOlcUvdanC48VnPM2wlbAermw60Jkidhu9kDNFtIoS4r2KiKOL5YgqQwvRLNzKEdY1jaFGxl3Dk1h8Y+KzLJqKM8idNnwENVqXjEsc9C177zYDzKgoRMItpSVWblgQLGvMyA93kQEVcWnAYQB5DDiEwSFGUF6xXRwfNwPkG4NIlb2ApQ3XnLnIeeMG//RCGivsdJCylv0udG+KRAe88j4sl4lB3CVoC7RMlisYZtY950vOzg3odj2MrCGPIxvME9D7UJsmYjdwH0JgnLZ5lf3BRsk+UcY2+ME056VFbktLCVlSGtuJTAcqPv1F0O+NMZs2tcTdkkzLstI+MXp+3MPwH20wR7tL6+0JAmsct5OLuma2VNjj3rJWylJhLNJzTfCTvV5w8TXsInZuouIRvP1VY2VS362lIxR69osVjzJcVuxWsumUA6HnX0PNLxiEXYSvM8AuY8GqXI9p99Vex+EnZWnyhYw/MLRaTiEeyxUU8w9sY44bczPpuMgTHrxlI3aXdu9J3+foDfsJV142rG5rz2ayy7jdMZ2f9pI32CNwjaxaf5Bd3WePjwPOYKape5OWFbrIlIa2NStwJB5DPcQjYZn2GroJ7HhaL32eV2vPfmvbj3t29x9CAyiVjLZEQ9YR7wPPDSoFnrgcz3nGF+zdGFIi7fVrAdaFRIxbF7MuNaceW3SoxvHqzKdSt1CRmL7nIOz3k4JcsBf7NV7AaUpbWch3lD2TCWg3FNcIqJzBPRR+3uZIz9VhfWMxDwTljbUl19d2H9hVzzoKjL4fInF4u1puR4sSq1XaY7SOQDhK0aDXLWF4eUjz6PaIRsL8CFVFzPU5lhjOFiUfA8ftaOVDzq2reQtsx5tDd21JPn4XGgUjvMGiZnHl3YxE+/cpvj4w/tKLiGrXx7HtrjyoIMmAq9Ki6fwXgmoYlaeg1beTEesuWGJhWPQmGt+T6/BQLdxunqVAXwRJPN1OkAACAASURBVK8WMkgsuXoezmM/uSiik6IuR9+RbQpNcxGKNbEjlVaDQiGtljd7lZ0AGjFe25xHwmvOQ9Zky212uuk4Xl6tWN63Wq6jLiuYC6Br5ZdMPNpSetxuwtxLH0svwlaZRAy5ZAxPn9nARlW0zXdwDu0o4N5nL6hjCWxCt3qproPHYMRpmqBb53Y0Qrj1ym24+YCzoDg3Bl4S5iVBsqyA5LmXmunv0igQGIxNpdMqVhhjn+nZSgYIJ0VdoBEKsA9bicgmop6SnHMFa9G4dnWtBo1CSo03bwqSZ6Ool6naxPsziZhnz8NtjKvdxVXv8WjT8/BCOhFtaXpst1TXW85DwXgPNiqzhSQePqGOI3Y3HmpvzNHzRVy/z/qC7bc/JedkPETZ9bz8+LuucX2PrNYQ62WefMkmYW4U/TSK2fRCCcAPTp+6tR8/Aixv1pFNRG3dWB6ntA1bletNM7ydaCQSmyuu2hkENYh42QGb4fH+lM2Fk3fius3iKNvMLzeurVgTLV+Hz+K4dNZ5TncnsAxbuXhfbox5+Nx7NRd7Np/UL6qv2OY8fdBLxRWXcvG6E9c9D4sGvk6F7iIRQi7hrkAB2Fdb8XWYz4VeKAH4wUme5IZeLmSQcJImAYBYNIJMImrrmnrRteJkk6o7b65pb2cE7SASRFm35lJpxL9ETmWogNqMlXH0POIQZWb5Og+fWMFMPokDPTAemXgMdUlpkrZw877c4CFWJ+HHXuklcS9792TGtYpwtpDCdC7pYjz8DbHiOQ8rWfZKvXNqtbmUN3FEu2oru8FglR4oAfih56sgosuJ6CnDrUhE/5GI/oSIzhmO/7ThOR8kohNE9GMienO31+jUIMhx0u1frYieGgQ5aqPgFvc8fFShcASXHgevc8ztpghyxmyEGxljeOTkCm7aP9WTIVpWvw83aEG7v+PRCLKJaN9LdYGGl20lS2KFmjS3r7iqiBISsYht1ZYZp5xHpS51LJegzg1xPs/1MQEW75k25DyM1IbF8+gWjLEfM8auZoxdDeAaABUAX9Xu/gi/jzH2LwBARAcB3A5VGv5WAB8noq5+ek66VpxcMoZNm0ag9UrdkzQJZzafbMp5MMbaHkE7aAQKW7kkixsy5s5f1LIgWX5JG2uzlig5tljCcknAa/f3ZqRNKtH6+wiSjFiEfI+/NeJWity7sJXqebjlOziHdhRw4mJJPw/M+F23Y8K8g96Xl4FQDckc+0FnLWGrYcl5ENGk061D7/8GACcZYy85POY2AJ9jjAmMsdNQZ5lf16H3t8RJ14qTd+hbWC27K+oaMetblesyFNYZXatBwYsAoRm3MlW7HZoZu/BA69qaL7A8uXvTpc4VNp0iYxGusBvD64exdNzV8+hF7wAv1/VqPPZOZyEpDAvr1jIlVZ+DkZpKdQ2IsgJRZvrn3y65VNw1YV6q2/cepW086qooIxGNtLWR6CROq3gCwBHt3yUAxwAc137uVAnv7QDuMfz/N4noaSL6FBHxsW3zAM4YHnNWO9YVJFnBWsWL8bDeXYiygs2a5Nt48FnmgFHXagvlPGx29064lurqF1vnnIddYrKxNusZ64+cXMbuyQx2TrjPyO4EVnPM7cbw+sGpu1+UFUgK68lu9qb90/j5V8/jpv3ejDH/3M+uVS3vr/j0PGLRCJKxSEvCXO/c7pTnkYyh5JLbcxoT0MjltSbM3YaC9RKnhPlextg+AN8E8LOMsWnG2BSAnwHwlXbfmIgSAN4C4IvaoU8A2A/gagALAP6KP9RqeTaveScRHSGiI0tLS4HWtVqugzHr2eVGCjZDX9Yr6rFJD9IknNl8EoKk6BevTsmxDxJ8h+UnYe6WLE5bhHmsKAuys/GwGAglyQoeO7WK1/bI6wCsd5yCqCDVpudRSNl7Ht2eX25kJp/Eh3/pas+SOzsn1BEC59ate3BqAUJNVvkIt0FQfsmn3HMeTqoHTtVWgzIICvCW87iW5x8AgDF2L4Cf6MB7/18AfsgYW9Red1HTzVIA/E80QlNnAewyPG8ngPNWL8gYu5sxdpgxdnhmJph2Iw8fuXkeuaS158E7lb2W6gINqW9ecVXsoKLuoBDTErd+lHUbZarOYSunhHldUmcgOCXMrfIxT5/bwKYgNU3m6zZWVTaCpLTteYw5eB61Dl84O8m2sRQi1DnPA+ADoUzGw6c6rxt21wYjTp4Hb3o0V1tVeyAj4wcvxmOZiP5fItpDRJcQ0R8CWOnAe78DhpAVEW033PdzAJ7Vfv46gNuJKElEewEcAPB4B97fEl3XykYUkWO3u1gte5cm4cyZej14XmAreR6AepH2OqITcJ/fbefeG3H6knIa5ayNtT16Uj3FvYZYOgGv9mkJW7XreaTtB3ENWhLWSDwawbZCCudsjEeQJLfVNMHGFMEOVVulYqi4TBO0GwQFNEpxrXIegyJNAngzHu+AKsH+VahKu7PascAQUQbAm9Ac/voQET1DRE8DeD2A3wEAxthzAL4A4HkA9wH4QDdVfZe5oq6HhHmlLkOSm+Pta1rYyos0CWfW1GVe3II5D8D/QCi3MlW7qhQjJQ/GIxmLIhWPNF1gHz6xjFdsyzuOHO00VmG4TiXMS4LUcq4Cg208ADXvYed5uEmKWJFNRFs9D58TCd3QJUocQle818QqbJWIRhChVs+j5rNAoNu4Xp0YY6sAfruTb8oYqwCYMh17t8Pj7wJwVyfXYIebNAnHKIBmDFH5EUXkGGcdAJ2dIjhIFNLO0udm3MpUvfR5cMPiVG0FaIZNM9o1UcaRl9bw7hsu8bzWTpCxqB5zmuHuFX4ebdaklv4jXWxvgC5KRuYn0nj8tPXsuaCex5pJBNPvOFs3GvJF9vp0Th4xEVkqRg9dzoOILiOiu4nofiL6Nr/1YnH9YHlTnRrntFMF7Gd6+JFj52STMeSTMd3z4OETtwvesOHX83CaIgg0LnhO+lZePA+guRfiiZfWUJeUnibLAWtPquYww90r/GJmlTQffM8jjYWNKkQLrylIV7hVwrzT1VZelHXdxgRw6R0jg5bz8HJ1+iKAvwPwSQBbeggUwKVJ3C/8dh3Ta+U60vGo79jkjDYUClBLRnPJ2MDUc3eKfCqGYxf9NQk6hWzsZByM6Ds8lwuDcSDUwyeWEYsQrtvbY+NhVaorKpjKth+2Aqwr3QZtOp2Z+fE0FAZc2Khh12RzyXSt7j8HkE1GURHMF2V/GllueFHWLQkSYg5jAtKJ1sFg1QC/bzfx8mlJjLFPdH0lA4KXBkEAyCUbrqmR1bLoq7ucM5dP6RIlqgz11vI6AJ4w9x62qonO8f54NIJ4lBzDVl4S5nxtvNjh4ZMruGrXeM89v2SsNdatGtD2+zwAG8+D60MNUDjECO/1OLdebTEefpsEAdVAmHMenZ7Q5zayAWj0HtnJ3mTirYrRg+Z5eNnSfIOIfoOItnehw3zg8KJrBdiHrdYrdV+6VpzZQhKLhlLdrVSmy+F5BTcVXI6XMlUr996IW3jAvLaNqohnzq7jtT2ssuIQkTpa15jz6FDCHBjOsNW81uthTprXpWDNjVZzzLvR5wE467i5qR6kEtZhq6FKmAO4Q/v39wzHGIB9nV9O/3n/T+73dOHO28Q1Vyv+pEk4ape5oOpaOQzAGWYK6RgUpsqveNnVC6J7mWom4TxN0LvnoZazPnZqBQoDbrq0d/0dRtKJmKlUtzN9HkBrBz3Q2ybBIPBhSeZy3cYUQX/eYTapnoPqhbi5n6Jz1Vbq5+0UtrIbQcuxmmdfrcsDVdjgpdpqby8WMijcdrU35ZOcvrto3s2tV8RAchaz+STqWpd5sSphx3ja92sMOrqGVFX0ZDxqHi6c5p26mXLdXoDOCG+ke+TkClLxCF69e9zx8d1CNYaGUl0PBtQNXvJt5XkMcpMgoJZRz+aTOLvW3GUedLYFbxYtCw3jURFlxKOEeIdyjI2EuX1+z031IJOI6eOwAUBRGARJGSgP0fUbTETvsTrOGPts55czPNgJ/amiiP69Br3XY7OGjaqIV3iUrR4mCobE7Q64G0cvF85UvHWAkpGSICEeJde8QSEVh6QwfOvoIq7dM9l2niEoGdNAKNXzaO+ilo5HEY+SZcJc9zzaNFDdZOdEGufW7TwPf+vmBqMsSLoEUZB+ESfUkcfuYau8Q17TvCkaxPCiF5/vWsPPKahKuD8EMNLGIxlTk7XGsJUkKyjWxGBhK73LvLZlw1b8y+K110OQFMcvGKBebN06zN1CVkDDsJ1dq+Jd1/e2v8OIMYfDGNNyHu1dMIjIVt9q0JRarZifyOBHZ9abjgXtCs9aNPB1cpYHoH7ebhIlZUHCtoL9aONUvDkc2zCWQ2Q8GGP/t/H/RDQG4B+6tqIhgYg0WfbGF3KjKoIxBKu20k6kCxs1lARpyybMAfvxvWYEScGMW9jKJedRcpnlYV4bgJ73dxgx5nDqMh+G1f6F3U6WfdCUWq3YOZHGfc8uQFaYPvipFvBiajXHvJNTBDl5l4FQbpuajClhrjdzDpDnEeSsqUDVlxp5zLsLLk0StNoKAE4ulcEYtmypLuBdWddL2CrtErYqu1S1NNamPqaQiuHQjjFP6+sGxrBVTeyc8bCTZQ+iTNtr5sfTEGXWNKo5aFc4z30Zz5ludG7nU3HXPg8nsU7zpogby6GqtiKib6AhgR4FcAVUramRJ2+aVRxEmoSTSahd5icubgLYWoq6nEKAsJVbyCadiLmErWTXZLm6NvXzvnH/lOexpt0gbZCl0CcpdmC3WUjHsWGS5QAGr3fACl2afa2K7WPqz0ET5tZhq85/BrmU/aRRxhjKdeeEOQ9fKgpDJEJDm/P4b4afJQAvMcbOdmk9Q4V5INRa2b80iZHZQhInLpYAbD1dKwD6HAevA6EEyT2kko5HXKqtvHke01rO6ZYDwaT8O4WxRFPooOcxlo7jzGrrXIxB61q2Yqeh1+PwHvVY0ByA1Sjaiih33NPPJWP6eAYzgqRAVphr2Io/1uiFDJLxcD0rGWPfBfACgDyACQDWn8gIkks2azXpulYBPA9AnfH8kvYF34oJ80QsoqnXeg1befA8PIStvOQ85sfT+OL7bsTt1+5yfWw3ySRiejJYH4bVibBVKmabMB/8sFWjy5wTuFQ30ep51LqQ81A9D2sP20vjqi69oxnJCq+KG6C/lRdhxF+EOj/j7QB+EcBjRPS2bi9sGCiYPQ+e8wiQMAeAuUISvPF1q8mxcwoOs9/NeBEFTFuojxpxq6c3cu2eyb5XHaUNiVIetuqEZ8D7WMzd/bUhCFulE1FMZRNNvR5BBzhlLHIeFbGz1VZA67XBiJfG1YZIpvrY2gB6Hl4+sT+EOk3wIgAQ0QyAbwH4UjcXNgyYB0KtletIxiKB/8BzhtK9reh5AM3qtU7ICoMoM08J87oWBrDKVbglJgeNTDwKUWYQZaWznkda7WOpmGLtVVEeinNt50S6SaKkErD6KB6NIBGLNIWtupEwzyVjtglzblTcEuZAI1He6WmHncDLWRnhhkNjxePztjw5zXjw3dyaJk1iJ3bmhnFu+lZMmAPN6rVO1PUpgm4Jc+upa4CWmPTY5zEoGEfrNnIenfE8gNYu80GTvLBj50SmSaKkJsogCmZYzbLslbqMTKcT5sk4qmLrsDjAr+fRbDwGyfPw8snfR0TfJKJfIaJfAfDPAO7t7rKGg3wqDlnbzQGaom7AfAfQ8DyI1DrxrYhXz4PvuFw9D5M+kRFBE88bSuNRlw3VVp1JmAOtZdI1cbAkL+yY17rM+UaNX/CDbNSyycY0QcZYVwQHeXOreeQtoBZxAC45D9OsmkEc2uUlYf57AP4HgFcBuArA3Yyx32/nTYnoRW3k7FNEdEQ7NklEDxDRce3fCcPjP0hEJ4jox0T05nbeu5OYxRHXK8GkSTjceOSTMUT6WC7aTfIp634DM42QjXvCHLA2HmUPiclBg1/EKnW5wwlzzfOomDyPIch5AGrYSpAULGmTPttJ9GcTMV3zrCYqYMy/wKIbXN/KaqPkNIKWY/RAgeAFAt3E01nJGPsKY+x3GWO/A+DrRPSuDrz36xljVzPGDmv//wMADzLGDgB4UPs/iOgggNsBHAJwK4CPE9FAfIJ5U8f0akA5dg4fR7tVQ1aAFrbykDDXd90eVHUB67AV3/UNlecRb3hSDe+rc2Er82c/aKNN7Zgfb/R6AO2tO5tszPRoyJx0NhKft+gn4fgJW1UNYatYpHPijZ3AdiVEVNB2/H9LRD9FKr8J4BTUqqtOcxuAz2g/fwbAWw3HP8cYExhjpwGcAHBdF97fN/wE4V/I9UqwQVAc3mU+DAnMoKgDodxneghecx5xe+PRKIkc/Isjp7HjlDqcMG9V1lUUNWQz6H0eQGMo1Fmj8Qi47mbjwRPR3fE8ghoP86ZoEEuqnc7KfwBwOYBnAPwagPuhluvexhi7rc33ZQDuJ6IniOhO7dgcY2wBALR/Z7Xj8wDOGJ57VjvWAhHdSURHiOjI0tJSm0t0xzj0RVEY1it1TAZsEAS0LvNUbMuW6QKqYRRlpktv2OE155EylTQa4bHlYfI8LMNWHcx5GI0Hf/1BCoXYwYdC8V4P9WIa7O+aS0b1i3pQjSw3eFTCquKKv7fTaGTzpmgQS6qdPv19jLFXAgARfRLAMoDdjLHNDrzvaxlj54loFsADRPSCw2Otgv+W21bG2N0A7gaAw4cPextX1wbGE6RYE6EwYLwN4wEAuyczmM3bq20OO9wwFmui4xfW64UzYyppNFLysMMbNIxVNkIHw1ZW3f2NCp7BCYXYkUvGMJ6J670equcRbN1Zw8CtoBpZbuSS9jmPsiAhFXdWMk5ZJMwHzfNw+lbpvzVjTCai0x0yHGCMndf+vUhEX4Uahlokou2MsQUi2g6AlwefBWBs+90J4Hwn1tEuxoFQfP51EF0rI3/3y9cMRRghKMaL2JyDJDUvU3Uv1eVfslZPpuIhMTloGI1hI3TX/sU9GiHkk81d5oMo8+3E/Hi6kfMQ5abSdj9kDaW6+vzyDn8G41r4+qWVVkmYkuA+SdMq5zFonofTWXkVERW12yaAV/GfiagY9A2JKEtEef4zgJ8C8CyAr6Mx8vYOAF/Tfv46gNuJKElEe6Eq+j4e9P07iTFsxaVJxtvIeQDArslM4C/FMFBwqEIx4jVhbu7ENcJjy4PUWOVG2iJslehQktRcJj2IMt9OGBsFK3WpjZyHWqqrlunyc6SzG4zpXBK3HJjGpx95sakhEfA2YyYeVecF6fIkA6hBZntWMsaijLGCdsszxmKGnwttvOccgO8R0Y+gGoF/ZozdB+DPAbyJiI4DeJP2fzDGnoOq4vs8gPsAfIAxZq9H0UO4Ts6mIGGtrH4p2/U8tjoFm6ofMzWPDXLmTlwjXjSEBo2MVm1V0fo8krFI4KZTM2ZZ9toANp45MT+e0Xs9aqIS+GLK55jXRKVrYSsA+N03XYbVch2ffuTFpuNe9daMUzKHLefRFRhjp6D2i5iPr0CdUmj1nLsA3NXlpfkmEuETw0SsVtpT1B0VCh6Vdf16HtalukOY89DDcJImDNm5fMRYurm7f9jCVjsn0qjUZaxVRG36X7B16wOh6lIjbNWFC/Ord0/gDa+Yxd0PncK7b7xEP/dLHmfMGKdkVkUZc/nBqsIc/EzZgMNl2dfbVNQdFRoJc2fPw2upbsqQYDZTqktIxCIDVRvvRjxKiGrzGwRJ7sgsD455muAgNp45Mf//t3fmUXJV1R7+fl1dna5O0kkgYUqABEiYIgQEZNLHIA/l+YioCCxQcADFAYiiPuQNPFn4UFT0KepCQVwq8FAGJ0YRZZIhYIBAmCQBAiEEQiBJp+f9/jjndt/urq6u6qrqurfrfGvVqlvnTufcW/fsu/c+Z+9YXo9yhq7G85hvqpLPI2LREfN4c1MXl921vK9sY2d3UTlm4nnMkxhGJj1PVUKJEkKt3dhFU6ah4PC7QPGaR7FDdTMNYkJj/pwexWYRTBKSaPHmikprHoPzmEfXLGm29OGI8nq8sLatrLAq0byfDR3dVQ84OH/mFN47fysuu3t5X76fDe3FxVsbaLZKXhiZIDzKZHJzlvUdXaxr62RqS7Zi9unxSnM2Q1Nm5JwepcxxyDVl+kJWxyk2i2DSiJL/uEyKlTRbDXSYV2uOQ7WY5fN6/GONS5hWzgxzcP+Pvui8FRgOPRyLjpjHxs5uLr3rOaC40VYw1GwVhMc4I8pjvnZjZ3CWF0lrbuTIuqVElG3JZnh+bRu9vQOn9mwo0jGZNKI85s5hXrkOozWXpa2zhy4f6TVtZqvWnEvV/IzPtjlabWFizOexyY/aqmYsuXlbTuboPbfhintWsGZ9R9GRnuMZBNs6uxMn5IPwKJN+n0dX2cN06wWXEGpkh3lk/x+JhXvN5C9PreEL1yzpC+UO6TRbQX/+6o7u3orMLo/oi2/lTVdJDPNdCEnMnJbjmdVuutmoR1vFfB5tVcgimI8zD59LR3cPl9zxLJu6iktQFmXJ7O21YLYaj0z2mfHWtgXNo1gm57JFDdUt9q37y0fuzJeO3JkblrzMyZc/0GfXT1suj4iWyGzV1VtRc8rgECVpG20Fzu/x3GsbgXI0D7df5DAfi/bvMGMSH9x7Fr+873mguHhruabGAZNFk3afgvAoE6d5RD6PIDyKwSWEGlnzKNbeL4nPHroTFx+3J4ufX8uxP76Xl9dtKnpIZNKI8ph3FJGGtxQGB0ds7xx9QqVaMXNqrk+7HL3DPApa2DNmmgfAGYfPjdVhZCtFLusGgiRVQ0zPvyahTJ7QSEd3r/N5BOFRFK3NIyeE6ugufRLYMXvN4ucf249V69o55of38OpbHal1mLdVyWEO/cOkIydsmgZ5RNF1YfSdaTRUt62jm7YyAiyWyrabtfDhfV2kpWKH6rZ1BuExbolClLigiMHnUQxFOcxH2XEeuNN0fn36ATRIrE+p2SqXzfSZKyrqMG8earZKWoc0EtFcDxi9GaepsYGmTAMb+hzmY9cNnnHYXA7ccXP2nDV1xG1zTY1O8/Chd8I8j3HGpFjujeDzKI5iHObtXT00jfKte5etWrnuMwfyzrnTececzUd1jFoSjbZq7yredFcMQxzmnaMP8VErZlVAeEB/fCuXgnbsXjC2mtLMlafuz+zpE0fcNpfN0Nnd25d5MGmCPn2vZQkj0jwghCYpltZclo7uXtoLJCJyI41G/7BsPSXHLz7xjlHvX0uiIZrZxoYK+zwGah7tCUwwNBJRRkHojwM2GlxCKOfzSOo1yDW5ex9NLkxagM+geZTJAOERNI+iaI1FIx6Ojq4emlPkyK0kLU0Z2roizaNyHUZzNkNTY8OAobpJe5sdic0mNvXVublp9P+PST6b4KbOHloSeg0iX0yU7iFpWmJ9Pp0VJJ4ytpwUtPVEX06PAqarcjWPNJPLZujpNdo6K2u2goGzzMtJ5VororkeUF4Y9ZamTF9gxKS90UdE9yZK95C0exWER5nEh4IGzaM4+oIjFhiuW2l7f5qIj/6ppOYBTuuLO8yT5oQthsjvUU5n6hJC9fh5Hsm03kfte91rHkkzr9Xn01lBIrNVo8/UFhiZvuCIBcxWnRUeppom4m/ClcgiGGdKLts30s3liEjfNZ41LceExoaiog8Mx6QJbq5RZ09vYjWPqF5rNyRT8wi9XZlEqWintjSlarx8LYkct4VGXI1mnsd4Id6ZVVqAtuayvO47ozT6PAA+ftAc9p29WVnHmDihkdfWdwDJc0RHRP//KFdQ3WsekraVdIekZZIel3SmLz9P0kuSlvjPUbF9zpH0rKSnJB051nUuxIRG54QM/o7i6Q/LPrzmUc9mq7jQrLTfZ4jPI2EdUjHsMGMSCxfMLOsYE5syrPfJwpL6khLdm8hhnjRBXwvNoxv4opk97HOZPyTpNr/uYjP7VnxjSbsBxwO7A9sAf5I0LympaMHZkYO/o3gmF5HHvNIT5NJENTWPeEKoTQWGSo934pNHk6p5RPV6Y2MnmQaRzSTLsjHmr3ZmtsrMHvbL64FlQKHXiIXA1WbWYWbLgWeB/apf0+KZ1tLEjMkTal2N1NDSlCHToIIO847unorb+9PCQOFRaYe5y2PuIrWm02xVCdIgPHIxs1USw8jU9OmUNBvYC7jfF31O0qOSLpc0zZfNBF6M7baSwsJmzLn4uAV85chdal2N1CDJBUccRvPo6TW6eqxuNY9cNj7aqvKaR6+5iYJdPVa3wiM+SjKpo60irXBdW1ciNcSaCQ9Jk4BrgbPM7C3gR8COwAJgFfDtaNM8u1ueMiSdJmmxpMVr1qypQq3zM3/mFLbbvGXkDQN9tMZG/Qymo9unoK1TzSPuh6j0NYiGSa9e3z7kXPVEGjSPeL2SWMeaPJ2SsjjB8Sszuw7AzFabWY+Z9QI/od80tRLYNrb7LODlfMc1s0vNbB8z22fGjBnVa0CgbArFt+rPIlifwqOaZqsovtXqt9xIoyS+0Y4FE2PXOKnaV/zeJLGOtRhtJeAyYJmZfSdWvnVss2OApX75d8DxkiZImgPMBR4Yq/oGqkNrrnHYeR5R8pt67dhyVR6qC7D6Ta951Ok1ToPmkWlQX3DQJE7mrIWx7yDgI8Bjkpb4sq8CJ0hagDNJrQA+BWBmj0u6BngCN1Lrs0kaaRUYHZMnZHn1rQ151/WZrepU84h36JUWoNEw6VfeCmariLGMqlsqLU0usm4SJ3OO+VUzs7vJ78e4scA+FwAXVK1SgTHHaR75zVbtfWar+uzYspkGshn5QQOVd5gDrH6rvjWPAQ7zBF+DXDbDOroSWcfkibNAXeCGjI7gMK9TzQP6O7TKO8wHCo96NQ3GTVVJ1r6i/0ES61i/T2egprTmsmzq6qGrp3fIunr3eUC/KaXS2tfkCY1I/Q7zJHZKY0GkeTTG/ApJJLo/uTJyl1SLrrudlQAADmhJREFU5F61wLimUE6P9q76HqoL/Z1GpbWvhgbR2pzt93nUqYCOfB5JF579mkfynoXk1ShQF/Tl9Mgzy7zeh+pCzGxVhWvQmmvktQ0dA85Tb0R5zJM60iqiX/NIXj3r9+kM1JTI9p7PaR7MVv0hXBozlX9Ep+SymJ9mW042vrTTMiGT6JFWENM8Evgs1O8/J1BTIrNVPqd5cJi7N85qtT+e/TKJndJYMbGpMfHtjzSPJM7zqN+nM1BTCmke9T5UF1ynXi3hEQ3XhfrW7iZNaEy+2crfnyTmWU+2zhYYtxRKCBU0D+fQrVbHHgmPbEZkq2AWSwvbbpYbMFkwifT5PBIo5JJ95QLjlskFzVbB5/GJg+dw5O5bVuXYkeCu5+sL8P0T9iZhUc6HEGkeSbxXQXgEasKkJjffIK/D3Jutkjz+vtrMnzmF+TOnVOXYkeaRdHt/tUni2/xggsM8EBhEQ4OYPKEx71Dd9u4eshmRaUj4a2FKiQYrpKHzrHeSbLYKwiNQM1pz2byRdTu6emmuY2d5tWkNmkdqCPM8AoE8tDZneemNTfT0Dszt1dHdU9ezy6vNlODzSA0htlUgkIeD507ngRVref8l9/DYyjf7yju6e+t6mG61CZpHethru2nsv8NmbL/5xFpXZQhBeARqxjnv3YXvn7AXq95sZ+Eld/O13z/Bho5u2rt66nqYbrXpc5gn8G02MJA50ydy9WkHDAghnxSSV6NA3SCJf91zG941bwbfvPlJfnbvcm5auspNkAtvxVUjmmEeNI9AOYTXu0DNmZLLcsExb+M3nz6QKbksz722MWgeVaQ1594Zg88jUA6p0TwkvQf4HpABfmpmF9a4SoEK8/btp/H7zx/MVQ+8wNZTcrWuzrhlQmOG5mwDzWFQQqAMUiE8JGWAS4AjgJXAg5J+Z2ZP1LZmgUqTzTTw0QNm17oa455zj9qVPWZNrXU1AikmFcID2A941syeA5B0NbAQCMIjEBgFHwkCOlAmadFbZwIvxn6v9GUDkHSapMWSFq9Zs2bMKhcIBAL1RlqER744FTakwOxSM9vHzPaZMWPGGFQrEAgE6pO0CI+VwLax37OAl2tUl0AgEKh70iI8HgTmSpojqQk4HvhdjesUCAQCdUsqHOZm1i3pc8AtuKG6l5vZ4zWuViAQCNQtqRAeAGZ2I3BjresRCAQCgfSYrQKBQCCQIILwCAQCgUDJyGzIiNdxgaQ1wPMl7jYdeK0K1UkaoZ3ji3poZz20EZLRzu3NbMS5DuNWeIwGSYvNbJ9a16PahHaOL+qhnfXQRkhXO4PZKhAIBAIlE4RHIBAIBEomCI+BXFrrCowRoZ3ji3poZz20EVLUzuDzCAQCgUDJBM0jEAgEAiVT18JD0iJJj0taKukqSc2SLpL0pKRHJV0vKdUZc/K1MbbubEkmaXot61gJhmunpM9Lesqv+2at61kuw/xnF0i6T9ISn5Jgv1rXs1wknenb+Liks3zZZpJuk/SM/55W63qWwzBtTE3/U7fCQ9JM4AxgHzObj4uZdTxwGzDfzPYAngbOqV0ty6NAG5G0LS4z4wu1q2FlGK6dkg7FJQ3bw8x2B75Vw2qWTYH7+U3gv81sAfCf/ndqkTQfOBWXBG5P4H2S5gL/BtxuZnOB2/3vVFKgjanpf+pWeHgagZykRqAFeNnMbjWzbr/+Plz49zQzpI2+/GLgy+TJi5JS8rXzdOBCM+sAMLNXa1i/SpGvnQa0+vVTSH+6gl2B+8yszT+LfwWOwb0I/Nxv83Pg/TWqXyXI28Y09T91KzzM7CXcm+gLwCrgTTO7ddBmHwduGuu6VYrh2ijpaOAlM3ukphWsEAXu5TzgnZLul/RXSfvWsp7lUqCdZwEXSXrRr0/s22qRLAXeJWlzSS3AUbh8Plua2SoA/71FDetYLsO1MU6i+5+6FR7eXroQmANsA0yUdFJs/blAN/Cr2tSwfIZp40eBc3HmjXFBgXvZCEwD9ge+BFwjKV9WylRQoJ2nA4vMbFtgEXBZ7WpZPma2DPgGzoRzM/AI7lkcN4zUxjT0P3UrPIB3A8vNbI2ZdQHXAQcCSDoZeB9woqV7LHO+Nn4M1/k8ImkFTi1+WNJWtatm2Qx3L1cC15njAaAXFzsorQzXzpP9MsCvcXb0VGNml5nZ3mb2LmAt8AywWtLWAP471WbIYdqYmv6nnoXHC8D+klr82+jhwDJJ7wG+AhxtZm01rWH55GvjdWa2hZnNNrPZuA52bzN7pZYVLZO89xK4ATgMQNI8oInaB50rh+Ha+TLwT36bw/CdUJqRtIX/3g74AHAVLnvoyX6Tk4Hf1qZ2lSFfG9PU/6QmGVSlMbP7Jf0GeBinHv4dN7vzcWACcJu3cNxnZp+uWUXLoEAbxxUF2mnA5ZKWAp3AyUl+kxuJAu38O/A970RvB06rXS0rxrWSNge6gM+a2RuSLsSZHj+BE6TH1rSG5ZOvjT8gJf1PmGEeCAQCgZKpZ7NVIBAIBEZJEB6BQCAQKJkgPAKBQCBQMkF4BAKBQKBkgvAIBAJ1jaRjfXDCXkkFU8BKykj6u6Q/xMryBjP0s8fvkLTBj6KKtp/sg1hGn9ckfTe2/sOSnvB1ujJWfrOkdfFz+3JJukDS05KWSTpjhDY0SfqZpMckPSLpkKIvVowgPAKJwj9w0UP1iqSXYr/vrdI595L00zL2/5qkd5ew/Vk+JEX0+0ZVKXqqpKmSPlONYw86zwxJN1f7POUi6RBJVwwqXoqbZ3FnEYc4Eze3Js5wwQzbgf8Azo5vbGbrzWxB9AGex0/ylAuOeA5wkA/meVZs14uAj+Sp0ym40Ca7mNmuwNUjtOFUX4+34YKjfltSybIgCI9AojCz12MP1Y+Bi2MP2oFVOu1Xge+Pdmcz+08z+1MJu5yFC2oY7X+Uma0b7flHYCpQdeFhZmuAVZIOqva5Ko2ZLTOzp0baTtIs4F+AAS8awwUzNLONZnY3TogMd8y5uBhdd/miU4FLzOwNf4y+WfRmdjuwPs9hTge+Zma98X0kTZR0uaQHvba00G+/Gy4qcbTtOqCgxpWPIDwCqUHSBv99iFygw2u8qn6hpBMlPeBV8R39djMkXesfngfzdWySJuNCtj/if58n6ezY+qWSZvvPMkk/8eaEWyXl/DZXSPqQpClyuUN29uVXSTp10PnOwMWlukPSHb5shaTp/hxPSvqpP++vJL1b0j1yOSz289vn7RQk7e6vwRJvQpkLXAjs6MsukjRJ0u2SHvbXKtq32HOfJ+kXkv7sy+PtuwE4sewbnVy+i4tE3Vtgm1KDGZ4A/F9s8uo8YJ6/7vfJzTgfiR2B4+Ryudzk7zu4GHZ/NrN9gUNxwTMn4uJoLZTUKGkO8HaGBmUcGTMLn/BJ5Ac4Dzg79nuD/z4E97a0NW427ku4fBbgzArf9ctXAgf75e2AZXnOcShwbYFzLgVm+083sMCXXwOc5JevAD7kl48A/obLs3HzMO1aAUwf/Dt2jrfhXuweAi4HhAuIeIPf/uuxc0/FmUom4rSnE315E5Dzx1waO1cj0OqXpwPP+uMXe+7zcJ1Pzu//IrCNXzcTeKzW/5thrvn9wBLf3rV+eQlwZGybv+BypeTb/33AD2P/vz/k2eZc4Hr85OtY+SnAD4Y57hPA22O//+CPkcXFoFsJTI2tH3JuYAPwRb/8AeAuv7wY9/+N2voCLhR8Iy4lwxJciJcbgYWlXtO6DU8SSD0Pmg/PLekfQBRO/zGcQAAXSHA39QfSbZU02cziqv/WwJoiz7nczJb45YdwHe4AzOw2SccCl+CS/JTKcjN7DEDS47jkRybpsdj5/hk4OqYhNeOE49+Ac7155Toze0ZDgwgL+Lqkd+HeoGcCW5ZwboDfmtkmYJPXnvbDaR2v4rSqxGFm7wCntQKnmNkpJR7iINw1Pwp3vVsl/dLMTvLHjYIZHm6+5x4JSXsCjWb2UKx4JS4kSRewXNJTwFzgwQKHWglc65evB34WnQL4oOU3yS2K1eNeRhEPLZitAmmlI7bcG/vdS3/MtgbgAOv3mcwcJDgANuE6g4huBj4X8XXxc/aQJzacdzzu6o+7WZFtiVNMu6JOIWrXdubs9lcCR/tz3yLpsDzHPxGYgXvbXQCspr+NxZwbhiYQi343+3OPO8zsHDObZS6Y6PE4c1AkOEYbzPAEXMDHODfgX37k0kPPA54b4Th9AUBxATKf9su3AJ+Xf4OQtJf/bvHmKyQdAXSb2RMl1BsIwiMwvrkV+Fz0Q9KCPNssA3aK/V4B7O233xtnOiiFRf6YJ+CCMmbzbLMemFziceMM1ynsADxnZv+Li0C7R55zTQFeNbMuuTS924/i/AvlcqdvjjOjRG/F83BmklQh6RhJK4EDgD9KusWXbyPpxiIO8QPcNb7N+5Z+HDv2CuA7wCmSVkraLbbfhxkqPG4BXpf0BHAH8CUze90f6y5cyP3D/bGO9PtcCHzQa4j/A3zSl5+PM389Khcc9HxfvgUuDcMynNDLN4JrRILZKjCeOQO4RNKjuP/6ncCACKVm9qR3dEfmrGuBj0pagusUnx580OGQC/v+SWA/M1sv6U7g34H/GrTppcBNklaZ2aGDj1ME5+Oct496AbICZzI5DjhJUhfwCm4EzlrvfF2Kc+R+A/i9pMU4m/eTozj/A8Afcaay880sSnt7qC9PLGb2F5xvI152Pc7cM3jbl3EZ/goew8x2GrxNbN3sAut2yFNmwBf8Z/C6dw5znHW4UWCDyzcBn8pTvgLYebh6FUuIqhuoeyQtAtab2ajnetQLks7DDVz4Vp51d+Icr2+MecUCY04wWwUC8CMG2vsDJSJpBvCdIDjqh6B5BAKBQKBkguYRCAQCgZIJwiMQCAQCJROERyAQCARKJgiPQCAQCJRMEB6BQCAQKJkgPAKBQCBQMv8PRqiEF+R1EKwAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -304,6 +308,7 @@ ], "source": [ "# On affiche seulement les 10 premières mesures\n", + "plt.title(\"taille des 10 premiers paquets\")\n", "plt.xlabel(\"Time (unix timestamp)\")\n", "plt.ylabel(\"Round Trip Time (ms)\")\n", "plt.plot(resDict['timestamps'][:50], resDict['size'][:50])" @@ -331,7 +336,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 10, @@ -340,7 +345,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -352,6 +357,7 @@ } ], "source": [ + "plt.title(\"distribution des RTT en fonction de la taille des paquets\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict['size'], resDict['RTT'], ls=\"\", marker=\"*\")" @@ -402,6 +408,13 @@ "resDict_sub_1500, resDict_over_1500 = split_datas_at_value(resDict, 1492)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On affiche le résultat du découpage :" + ] + }, { "cell_type": "code", "execution_count": 12, @@ -410,7 +423,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 12, @@ -419,7 +432,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -431,6 +444,7 @@ } ], "source": [ + "plt.title(\"distribution des RTT après découpage\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict_sub_1500['size'], resDict_sub_1500['RTT'], ls=\"\", marker=\"*\")\n", @@ -517,7 +531,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 15, @@ -526,7 +540,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -544,6 +558,7 @@ "y1 = reg1[0]*x1 + reg1[1]*np.ones(x1.shape)\n", "y2 = reg2[0]*x2 + reg2[1]*np.ones(x2.shape)\n", "\n", + "plt.title(\"Régression linéaire des RTT par rapport à la taille\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict_sub_1500['size'], resDict_sub_1500['RTT'], ls=\"\", marker=\"*\", alpha=0.1, color='lightblue')\n", @@ -631,7 +646,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 17, @@ -640,7 +655,7 @@ }, { "data": { - "image/png": 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6x63wV33/LitodMHX104ZhQub52EB4gk9ryfuRVhnF95Vuio8i+sY9I46SPYQ6t8rIg8q5947vMjK1vrhz/Jwq16AMRa2uprRVEphd0x0ThiKIqoUePB6AEMutE4Yc2E+RgrU152C1M6Y2AiO4BzLmIhJ2GwD43Tu9+HhBeKq79hx37uD460TxqIPbj96f1Vld4wMsSCi+Clja90sQDyh5+HEvSzr7MKzxIKrRVXZXY7sDpE2BIZUc1PeWwxst00NHjEzpkQXPLEUXtzowTt2lyOLmOlbz42uBVWWKRGHzJgLrW9AhPvzBW/NI9uN48asYydmdoZIFzwf2OoBWMbMfsksckEK4GA5ZkYKDULrPWOExnu8F/ZjYZ4SsSi9dzig1D+IsRRUBVFFRei8Y0yZ3SEiXUPXhAcBQKb/k0AqMObMVhPYXY7cHxM320ATPHfnA+8tIze6QNc0vLeIBBfZbMNaxz0tQJgrZx1deJZYcPXMx8hb+wOLGMkq9GNkUHClcC9lUobtPrCImWXOJIWiwnuLkT5ndoaMlsI8ZRZjZkyRRQZBCc7x+/f28c4xjJHkHPeWS8LeSONga9ahKfK79xI5KwHYjZmitUXgRbg/RBzgHNxpG3bGGlS6EHBecAjBObJXFqlwfznUMreONgTG5JmnTOsdjRN2hkjOmWUqxJLpm8B8iHhf53AgMKbaithZDowp8ZY4bvUtyxjZVyilsJ0Ly1z4t25urL2ryc4McyU97S48Syy4WhYxcW8RmQ8j94cRFceXF5kEbHjoW8cbu/uk+zBk6D30jacPjnfmhaJK6z3bfcP+kPjyGJGi9F0gFwg4dtMIGeYFApkMCInOA6JQaosyi7LlPYuYESekrCxS7YJqHCwT7I+RDGzETN8WRMALaHEEp+zHQkrQNLA3QsGx4YUbXUPJwpfnAzmD98r+oPSN8OIM3lskxjIQRGiCR0rmy4MiWvP9E5n3lguyggf2BO66kRAcL2y0bPbdWj8nCxDmSnraXXjPWmLBszZW8jgWMZFKIWvm3jDwlSUImYNpgPczMBYW00yohlpRz2Mmp0wRmHmHR7m3GLk/TwjgAzAmIvXzzgmWCiMwTM8tQMyQ9mswaqldQ/vU3xvq+MRiur8rcHh64o7CYlAytfJ05Af3BegiNAJZC4PAfMwMCeZAplbyGXCD8s6wJE1l6tAHZT86AWw8fHWkEDLc0sJX9kcWCVovfPWNjcf/IM7AAoR5bjxLiQXXeaykD54v3Z3zxu6cu8v6uRz9LO7nusyDo+57/HZ8eNs2kFNdmO/+oQf6VIOJAhnFUYPDYUq9Mt+bfl8eus3xMJAcODp3XQ8956qZvAMw6MM77x6Z7HzwmHLouXUqh3DMAnRHJCAJDKlQmsQHb2yd4VFPxgKEeW48C4kFz8NYycHyNPtLfV+FfNhBJXq0E3CfmvZ6VJ7+PRgwfkyXvZDJ41ywzDOk+cimK3i/vu+ydcCatbL1qh7Pdd/fYBETe0NknpS+Pdtjjlbcp1Xkl13RXwQBVKEN671osABxDV2lStkWmns8131/gz54trsGL7B/tP/nKRAOxgautwJstTAg/H9v7/DGznwtr3M92qzmEVeh//p56CpZl2dprORxiQj3lyPzmFZuAnPU43YX9dQxi+t+OeKo2V0pKzdnwgc315PNZGfqNXKVKmVLK31yz8JYyXnc6BoWfcMyJsZB3zeQDA8HbM9a0W8CfQNjfJgptDjlMYc11MACq4OSTK/xuM97Gn/o/5FaIcuhshxHARzEkhAJaxuHsABxjVylSvlZSys1F0iEWJRRlYZaGR8k+xx8U2fUCWqpPBx4TtSflVpZF2rW0Ay42XtUCzT6IL31fS/LowPB7fS7TP/66TkPV86OWnk7QBxsBGjSNOuZR7ORTvyTD712Oz1nnJ73ICh0Am2oUzSWqQ7GH9d6FKAX2HKebo2D1BYgrpGrVilf564S8+T64LnVNyzGzL0yoqlWmDPqXIZYZ7Sx2TXEFNmPNTjMXJ2c5hxIgRuzht7D7pgZUubOZscQCzs5sumBUivyg+DT8DDAhHozC2qw8QJeYZeHlXlDrcBbajDQUv8FX+dlkB5W8unQ/Y7anJ7v4L4Hz9/yMOhtBXACi1hvL0DHwWS51cQ5tmcNL26tZw4EWIC4dq5SpXzdu0rMk1mmzFhqhdk2DUqcKklP2zhyVgSleIeoR1wmKMxaz5iVO7OOvmlIpTDmQmgEH2owmOeC87DdBnKpy1uUAq2rgaXV2hW1OwBaK++XNhv2U2aIhW0PfQgMMREzZAdZIZSHV/eF+nzJw8G2Zoka5Frq39XwsNvKAd7BRgPjUANCF+BOFxApvDcUggMngS1JRIVYatAa0sMWzLIWGc/U6lFlZ0i0+8u6H/caupEtQFwzVimbq64PHrRmaG22gY1G2F2OIBDE0XceSiFqZrNvcNKymJa53mwds66hFCUVpQ2CTzXls/EQUDb6hjY0LMbEjd6xGTwO4d4w1iUrnGerB8mZ7B2F2tq+0Xmcd5RcmLUNTYmkLMxax+4y07la4W86GIvgUbxAnAKNBzYbIUYFV4PCVnAULQwDpARtU1sKZZrh3UrgRle4PyQ0J7pW2PSOvSHTt47Gg1BwIuwMSuNq8CgKgmOjbaaU1/VcClqAMMZcmINEiq4J3Jn1zFOG4tjoOl6YNWx3DbtDZLNrmXnPv9ldcG9ItN6RSqnrKGm9eg4CKSrbXcuQCw5l1jUEqYvj3bo5YzFG+iYwaxvavQV7MUFxiBaccxQVUslsNw2z4BDvWIwZUaFpAo2DRVZSC6VkFKELniBCQJjHxCIWNtrAIiX6INxoPYusxFLweGIqbHWC9477Q0YVOg8pZZZaaLyjcx7fCmVa0fXFrY4XN3remy9ZpsRGaFikJd7VAKOu/rs/JLwIL2xYFpMx5hl3kEixxNE3DsHReWHMeVpK23Nz5pgFP62qWrt4hpRom4ZFKZRY2AiOplHeWwzoWNhuG7rGk3NhzBkRpYlSA03jUXW8sNnTDondYSRnYYiZrhE6X+dl7MSMT0obapnuLwZ671nGRCrKMtXF9u6OicY3CHUPi7713Jg1bGRPK0rG04TMbnQ4zaiA844x16CGQHEOHHTe4YpDmtoKujXz9L4nhLqKayNCLHVNruCEIWcWqQYVJ46NIGx36xtntABhnqpnbZG5Z628l+lpvFcHiRSNF8DTdrDZePYGJeZa8Ret+0GIOPZTIaDMM2RNDDmzHQr3EWbTmAXiGUthd5650TXkWPuc5ikTgTEVvHfElFnETFalFcEFj1NonXCz7/AsyQp3Zh37MdGEwFZbV5DdTRnvld4J+zHSS+Z215FFCCL0XUPvhZ3lyFiUMcHtLgCBLmTGVHOdgncELzjn0VxoRZBQWzzzlGmcY6tv2WoDCmz3tXvNAx+9vc0yJf7N7pKiyqwN3GgDfdM8nQ94BQsQ5qm6CpP0HsdZynueivE6BaCn9dkeJFJsdw0pF4acSeoYNbGIieA9jUDUTAiOUpRGC10QHJ7eO3IuRC1shICo0HaONtXZ58XVDX4QxSmIFlpxtI1jkSKdc2z2DXeXI6gyawKKsD3r2F2MvLscyEDrHPu5TBv5FATPsiSKCF0I9H3Dja5ho23YXY4khbYJlJhY4nAiLGJtGUWUJsM4ZPYGuNErL212NYlEhJuzlvuLRB8cs8aTDm216p2wGBPLnClFeXGzRXEIheDcI+OOT5sFiDO6Tif6OlylSXpn8TjlPU/F+KwFzFWe9md7UKEtYuLd/YG9lBAVuuB4c2+om+l4x1Zb93aY50JWRYvQNp6hKCE83JbUiVAiOATVwjImBk0gwqwNeGA/12Ayaxp2hkwZU81AmjbhGUlsB0+z0SAI81gHhvdiYtY4XMkscgZ1bLWgCGMqvJ0Gbk71wv4QWaaCIogIw9RiuRWEznk2Gseer+lbs9Zza9axTIV5KuyPhY0mEEvi7iKyERyzNjAkJVPYjwqa2e48RYW+cRR1iNT3cV3n2NU7c6+o63Cir9NFT9I7b8A+S3nPUzFedsBctc/zk1rXZ9t5R+dhbyzMozIWoWTHVudxTvjK3kCmcLP1pKwoTF0vDkdhOWaaRljEQlRlFhypQBsci2WcjgnOh7pPdVECStFC6wLBK1lc3Vu6KCE47vQz9oaRZamDv73Wx37oxib3x0RMhdbXwWynEBzkooTGEQTmKYFCKkocBooLpKzcHyL3FLx3zDzME7x2b44ryge2O5IWdsfMMmW+asuDwJu7c4aYCSEAShDhnf2aEvzCRsssNGufCGsB4hRnOdGtdXHxk/TOG7DPUt7zVIyXPas95sL+WLPw3Tk3uF/XFrB3lwM7y8yy1PGHOAWBzaZls23xPbS+9snvDYmidTvORS4E8RQRAgVaT065ToorSuc90RcEoSBkoHe171+nndlyUZIqWQvvzgutD6AJ5xz7Y2Lma7ZSI8ruEBlKYIiZrIXdsc61zqVws2/YaBqyCnvLkTFmlmMkiiOOcGfTkYHbfWA+jiyygnpE4LZ33NluURHGmPAONttAKjDkRCmFF2ct2Tn2liN7sW6P6qUwJk9RUHV0YX27ylmAOMVZTnRrXVQXMUnvaV6Zn1be81SMlzWrfRET+2MiFUBqFfneYsQ7Oddkqqf52R7sKBfE0ZC5G0d6F+qVuavLcETNBO8oquSi05yCwJgLjUitpBV2U2az8XV/hJxZpki/Ua/It5rwYAxjHiPbvqVvPK2vQWBeCmOu7ZHNbQcijCnTBTdlLSlIHVBejJk+OGKC5JVOhEUSYoalq/vC7Y+57lPhHC1CdHVnuZQdt/vAMmayZnJOiAjzomxpS+8dG02AAotc2BsTbfDc6luGrOzOl+yNiaSCQwmu1kmz4Nc6/gAWIE510ol+2d0I53HeVs+qx1/EJL2neWV+lvKep2K8jFntffAIsDfW9EqK4HzNFDpPZfI0P9v6GQo7y8huihQNNEHomgaPouLYDI7dIeGdo/MP014324YxFzrvmefI/ZiJWelC7brZajpSBofDO2HmhFnnaX39HHaH+r7spwziCKKMWXl3PuBE8KLcnvXEoixTJJWCqDLmQlaI05hHdHVOc06ZRSw4Rpzz3Ggcu1Ir1mXJ07iIMsTEPGVaga2+YxgjizGRuoxrPFvBcXcRudEGijqG6fV2Y4RSWyu5KAlBxHF/SLTO4ZyjX2Ndc7VrsSviuBP9srsRzuO8rZ7jHr/u7raLvjI/T8V4GbPaRaaNhiiMGQSlVY8TuTLdnyLCveXA3cXI/hiZhYahQBozrYONzvHeIqEIm8ExFsWJ4qe/YRkTi1xYjDVNNJVayQuZW7OODmiCMOQ6mFxU8N7jBGahBqZWlOAD+1q7k2be0zo3fZ+EPtSK3YvSSF0fdiyFWRvovOPdYcST8cHhxXN/PuKCMg4wquBKZjME+sYRnKMRYbtv2Yu1lXFrY8Z2F9hs66Bz0sxm17LVeu7OB/ZjYm9MdYvUUmiDp8QyrcukUAqocrNbbxV+KQFCRH6fui5WBpKqviIid4D/BXgZ+H3gu1T17mWU76jjTvSrtjjeWZy31XPa488beM4SYNZ1Zf44we0qjzsp0HvPVlsvVGK5WgslLmLCITWdM3fgYHcYaV1dRsM5x5AyIjCkzFiUreDYaAOqShc8XoRcCpTMmOvYQR88sShJM404glNSKSQVYs7sZyXnzG4sbHjHIidygcY5mlC7npwTFjGyPy/EkqclPOr4RTeNaSy1dvM03pFUWY6JZYYNXy8Utz2o87RNoBHPh270UJTdmAkxMygMKaLUMZA2+LpqbUl13EjrwoF1pVllPxdmztP6AlkIDrwLjKrcHyOzoNcyi+k/VNV3Dv3+g8AvqeqPiMgPTr//15dTtLO7SovjncV5Wz3HPT6Xwt4Yz93ddpYA8zSvzA9X9I8T3K7yuFN3pG+6v8SyrKKqOOeIqZBRcil0ri4xscieNhdGLWx5D0VZ5simb+pyGiL0TWCUDENCnYMSuNUE+s5zb38gq9A2jr6BONbV9N7bX7LIQucUcXB/TGQVeg83Z820GpMiKsSUaYOjl8DemJhNYyN940gKitK4zN5yRBAGzeCm1NfVw49VAAAgAElEQVQyLd3dBG5ttFBgb0j1OZs69+OWq93TQ4ZxTAiCqrDdBfaGyP6YGRVizjTeIUDSgneOVpXN0NA0jlwgl9rCWFeq61XqYvo48K3Tz58F/gnPQIC4aovjnXZle95Wz3GPnzXhXIHnssZzYi7cX440zk2zXE9+7XWX8yq3TJ6WWRMoJdZur2k3hbYNdKXggmN/SNwbBnzf4r2jAHeHRFdgGesYwDwmNhrPrGm5t4xTJQnbfSAgjDiKZnZTYkRpRMia2RkKm12DqmPWOjyC4mqKrE7LgUtd3K/u/9CSNSMIy5Ip1HTWja5hkQpOlU4DGzPPmBMe6IPjZtey3QSWqS5FPmsCs+C4N6bpu+YpZGKC3XkkOCVmzzJnxqxoKXXAPmU6J9zoG+7MOsacGAsgrqbwSp0UuK5u7csKEAr8gogo8D+o6meAD6rqmwCq+qaIfOCSyvZMO9PMYM7X6ln1+PMGnosezzlc0W+29USex0Tna5/yca/9tMt5NCBc5ZbJ0yIiqMD2rMF76uJ4zuF9IGmhb4QXff+gqx0goRAT4j03u2kuhAi5KCUr2+3UpePg3fmAiOK9o3XC/hjZDi2thyEqO8uRpIU2tHRdoKDEkgkibHUtWjL7MbM3ZARHI3BnWkH27f0FWYWv2p5xe9awu4h1HXFVnDpmvrDZBJwU3txbEJynbxwq8PZ8yV4s3GwD95eReUw4lBe2OvbHwruLzGKMtesNRxojinC7b1imQtJC8IG+EWIBLUpW1rpn+WUFiG9R1TemIPCLIvKvz/pAEfkU8CmAj370o+sq3zPjoIIph6bmn3Zle95Wz8HjVbVubDJVjucJPGcNME/rCvtwRe+9IFrfKyeCUo4NbucNhMcFhCGmerX8DGbEPa5FTMRcJ5w1fUvKAwmtS1YriHhe2mq4vxzZGSIxF4L3bDWBRcqMOTNrahbTvWWk8XU12D4EhpzZaFtSSSCO7a6t+03IwXODEyGon8ZBmtpPQx20zqq166cUvDh6J+yVmnoqItyeddyPifvDSCMOdcJN5+lbx735wJiVEjMveUczRbgxFtQ3jKmwHCNOa4aSE2U3Qd4baZynDZCbQCxK0Ugu4FVJWjcPGmPmpa2W/ZjrYoXBr71b+1K+ear6xvT/WyLyD4BvBr4iIh+aWg8fAt465rGfAT4D8Morr6y9y/+0Cung9tYJY9EL7xo4qGB67/Aia7sCX/U+HL3aPS5wnPk1OD3APK0r7KMVfaHmlW+0zYPXPu6zP08gfBAQUk3hPAgIKRfGlMkKW11z4RlxF9m11YeaVTUkRaXgnLDtPDf7wP0hMZTCIhYWoyIKM+fI06J6eQrqpShDqc/Ve8db+wOtT/TBs9kF7s0T++NIKUrXeO4vY93eVAsbocV78OK4v1g+6PKRnNkdFSew2TQUrXM1Zrmmmao6omRySmQRIvU8yy7zxk5dQC8qtGT+YExkUbTUPbhLjgyq9MGxN4w4V1tBnS+kUj/3XGrLKpb8YHyh+DoWsVuUZYFB5/ShefAerruVeeEBQkQ2Aaequ9PPfwr4a8DPA58EfmT6/+cuumyrnFYhHdyepmWJL6pr4Ghf+FCUmBLzVLgxfaxPM6Pq8PuQVdeSyXRSy+bo37tImd0xPqjUn8Thir73bsoa4UFwO+7veJIW2NHyp1wYUiGX2m8u1M1hXKnv9UVnxB39Wx83YDzO/Q9SVeepUFTxThiK8s4iMqTEzb72+yMFEG5u1HGG+VjwTmlCrZjHkvBFyFnZbOoS3Z2fKk4fCC5Pqa5KDnXXNkmOrb7Oil7EyEsbLd57kjKlAtd02s0usD8qTgqzJtB6uL9M7A51We6Ua2V/q/fc2x8ZFFocuWR2p1ndM1+XK99ZjowRVGC20eB9YMx157jNpmWzA6gL+2VkWo5DUGAomVwEJwpSyLkGqbtLZbMNa29hXkYL4oPAP5i+RAH4e6r6f4nIrwGfE5HvBb4EfOcllO2BVYORQ86kotzqW5apLhs8r8nmpKIEB0MqbLTr7xpY1RcuKL2Xusa8yBM1PY+e6KveB6HObnXi15LJdJa/N+WpI+gcFeiqin5MuV5tegjOP7W/42j5BUfnCkn0QUBwChvN6pbJuq7wjxt0z7nUWcScLQiuCqYnlbkLnjHX93pnTCRVNqdlNPaGOZtdwIsi4hlSfY6txiNO8MDOkPAoQ9G6A1yoG/4MOYHUFNRFzMyCp6DQKbuLcZqFrOyOGabVUBsf6oVP0bpmUy60qdB5YattGXPm3iIyT4lIYcjCMkXuD5Gd0VGy0jnqRVqhDiIzDXgrdc0mXwPEbsqMsdAH+MBGxzIrO2PmRhu4vdmDKntDnf+QycToCQJt4/B+2jSJmubbOLf2FuaFBwhV/V3gj684/i7wbRddnuMcVwEL9WQ4uL3zgChpOhHgYj64w10ke0MhqdI6YWNaeOxgYtHjOnqir3of2uDAKcv8dDOZzvL3LlJkHoWshc1pZc84xnMHoUcHrT2LmBlTpg1COGHQ+nHLf3jsQgU2QsA7YT4mgncPKtejlfK6Bq+Pfr7zlPAC3p2e0QUwHyOLlAkr7l+7PFeXWQEnDh88LmVSLLwbRxChd57WeZY5Ib7uHrfdBTovBB+4uxj4ymJAcp241gbh7pDYT5mNJvDVbWB/jCxT4oWZJ/hAENhdJoaUiKV+jpsh8PYyMqYFrXN8+OYW+ymzSJk7s4Y+1OSF1jte2ux4c7cwpnoh2DlHCAIO5iWhpe4fLQfjBcCYoXFAqUuH163gYLPz9OLZ6lpuekdOuc7QBl7Y6hnTHllh5hqkRIoWYnLsL+tYzQtFcd4jomw0zbVrQTwTjquA+ya87yqrrt1eyFnwfr1ZBYcddJFsNp57y5FSeOKK+aT0TT8N3MYsFC2MSWim5Q+eZibTWf7eW12DAvsx1+dVeSpB6OigtZMCrg5UnjRo/bjlP/qetcEzpkyBaQb0o55WWu1xV/NHP7PGObyri8Cd5bvkpc5UTrnuD50VUsmoq330x5W58453U0Kn5ICcM0NUQgP7ORJi3X7zRgdN8AxjYq5K39bg9VV9y90xMhaHkGh9w402sNF63pmPzMeMc/CHOwta73EO+q5hq3iWuYAKfed5dz/SiEJR7i9GCjBrG+4NGTdk9sZIH/y0HWpL0YG7Qx30biSQUqQPAYfQ+kKKdZMil2DWCmXaFnVZCttNoPeCFwihzqDunKdvPdpk3ltGdpcDzgVudQ7vAm3w7A2RzdazM2TuDXUv7841iE77e6+RBYgTHJzQW21gHhNDUtC6uuMLfUOY1r1ZqHKz9QTvp8r0YnSHukXAIVKeuP/6pPTNg4XBgnfTFaPSBVl5tXvwnh1cFZenuJn64b83uLrsgmqBae2ap7HT2cNAyPsGrZ9W+aG+Z4uYTu2Se9y02uMCQcyFZawZQNttc+Kgew1YJwf5w4GrcTVgx4UiotzqGjglYSIVra2EWHdL22wblETvhaw1YGx0DS9t9uwMI/Nc+PBWh/eBd+cR3wSGxRJKnr5/yr1lZCz17xegpMLOWLjRKl4cbRCaxlMo7AyJN3ciMWe8q0twjMuR4B2zouyNdeXWAIxZpz0qArPGkYpnXpRURlSVm6GtFX5R7jLQiGPuE42ve15vbtSZ7X3j2R8zinK7b2h8bakOqsyHkUGVnAtZhDf2Il3IlFLYGSPvLiNJC1Lg3UVmnpYsc6Bt1jsOYQHiBIdP6M77OvFmiHU54CDc2Zgxpnol24Xa73lwcl6EwyepdzULAmoQe9wK7aSr/26qzMaYKAgb7fFXsocr8eOuis9rVYVWQ+Tjdb8crUwfHbQuUzfI+jJFzlL5P26rbEz1OypdQ9eER74joOwOmZSVWeMfXs0fCVwKtHBiltbhsotIzR5q6gUTJ5T5kfJITQuYNXWSWeuFPgSCr1twFi28uTcgqrTBcz8qZRxY5rrPRVHYbh2bXUNJhYwwC8L9RUSoKaiOwv5QBwU2G0fre/bHROPqAHjJEBVmwBgTiwQ0nt1FpDjYaAIzB/eHxEISm40nOMeLW10dVB8j85y51Xi61oF0LGMkZaGROqP6xiyQk3J3iDVbCmVnGRFJdK5+7vOY6dvAfiy0TvFA45Q2NEjJ7I11VnXnPUMWtr0jOAjT+bkuFiDO6L3FMC2hDFtd4J15ZGcoeIE7mx3LXNiLkZjhdt+sPZNJtY6HBKnT+/smEJPSeaFtH+9K+qCiRPXY9M2zXslexIzowzuSZdW6L4CTx36t49J04WIy0c489wPqNpswzfx9v4P3YkiZRF0OezdmZr5OJpunul1lnZms71ue4XCwPMv7cLjsInV9IAFUapLE4Vbn0QUud5Yji1y77xBYpFyXslBhY2qJo4WigijEDE1wxKSknPAIsRQ8NeNsPxVKVvqpi2uj9cSp4u9cHfhuUTbbhpgKs7allMw8FSKC5sJQpjkLBaQNtO20rWmBOCRyydycdSzHzL0c6Z1DFVQcY6q9Cn1wDEnZjwnnAo33daXVAipaV531haieeU70PnCjb1jkwm4KoEJRRVztvu18bYlvznqSLBlT/eycKM4LXWhIpdCLjUFcug9s1iuP3bEwaxw6rePixdcFxZJOG374M1VU581KGVNmZ0g4qQuHnafP/6CinAX/vm6jR8rJ6ZXZRc6IftLXOm8Qe5q7tZ1lTkU3jVPElAmHPqOjZRpSYUjQNcL+kIFMaBtmjWc/Fhap0As08ujyDKrK7hjJWRm9vK8L6qxlf6QlN7WmhfcvcNkHz1hgf0wUasu3DR4/PVcQauppqbOJl6lQlnXfhttdgwi8vjNHcSzGTNd4GqeUDG/vLeuAMIW9ZQIHnfNk6kC2o6awxmnhPjK46V13Du7Mat9+ykrKkGLt9lJV7g2R5ZTCuiDXVg7KzbZFVNgbY10KZBrDSirsxZENH5inyFCUnZ0B1witCE0vvLkXiSVPS4jAMmf6UNOeU85sty2dV4alo28F7xzzmAFhqwssUwE5f5LGcSxAnJFzdf/XQmEZp4W9pK7X4hG8KzUrwzlK0lMrqifNSjmo3JYxM+TCkBLbbW3VNN4/VtfSWSrKw+U8S2V2kSvcHrxW0cL+oHVc4gyv9aT9+geTIUV15W5t7+uyOsNFwGlX62cNZgfrG+2kSFJhKIUbnWfIpe5EVgobjSeVzH7JNRMndCxiYhFr5k7jhHlSYip4J9zs2xPfy5Nacie2pqXOXA8O5kPd67mTulrp3li40QZEQZxjPyYWKdO5lq5R7i6XLLNO4wKlppKOI74LuOBwWjOLFkPhZhfou6YGrgJ3NlpSUWbesZMdXROYtRCcY8z1nOpDw93FiDjBFaVroBMF70mlgHNsemWZlZSULDBPkVkIdKEGtaKFUWumX5eF7Aq51AvKFISSlSTKLDQ4JzSpcLvriFqYjZ7tzhMk0ASYhZoUc2OjRRVuz1piKdxdRBrncAiNW9+ESgsQJ3j/CQ+3ulAzmWJ6cNXtnXBvkclFTxwkVlXuL+vuXnpChsdJZSil8M7+QEZpvMdJbc7Px8RW93gpb4/0IwNjLGx1/sGYw9GKydVz78FEsuMqwceZaXzWmerH3k7dF/jw/6d5/4B0XV7huJPsIEjupczetFhcGzxHd2s7mtb5uBcBq/7Wg89omWoCglAzyA6X9cFyKyhbbQABLfXCpQmBDZkCnHcUhIDWyYbTzm6LmOoubqU+8GDlURlGbvYnb2d5tKvzLK3pLni0a+inbs3lfkG1sNn2hGkYbT7WQDYW6qZHDlBHSsq781S3Dp36mIqHvZhpS0SLMlDIznGjCaQMwdU5FXtjIohwLyVEHLe6luBrJbuzHIhF2Bsi9xeJ7QBd6+mcsDcknFBTXL0wap3lHDzMHMSoLEpkfzz4gjmCq5lSIQj7MbGfCgHBO8GrghPeG0Za5wlSoDjGae7FmOFuWiJZ2ZvVsYfdoQZ1lqlmVqZMP0RmTVjrhEoLEEccdB+gtbIvgKOmm2337YP7bXUtW9O5UwdkHRtNnYdw0jIRtacWUHlfpXzw+ict3naQJaX1+4c4ITjHVls3V1fVJ1qZdRELi5yRsdTlor1jb0yUQu0Xnb7sY8qUXB68J6sqweOuis+yXMeq92xIGVFFRR5Z0qQ29wuLmPGuZr9QCiWevj7+4SB2kMvf+0e7bw6C5HzKPJnHRBBYxrp2j5v6iv3Up3+Q1nlvGVEiAmx24dhZ36UUdsfEdhsQqZVTVsURHkl4OJh7M5ZM6zyz8GhwZnqe3jtu9k3NHFNlTIUsNYCFqXU5xoQ0js2DZIIsdL6gUthdRryDUuq8A6jdJo7agj5IvjiciHFQ5uDq99LL1JqmbuRzXEBbTGMiy1yYBUcRIcdCFuWFjZZlSviiBHHganfUwilDrBcqUaHkerHSFPjgRmBQYS8nBNhwdatRkToW4sXx3mKgAG3T0oe6Sux+jGy6ml0UHEQKG62DUlgmpQlaNyHywlt7mVwKW42n7RyLMdaNiJxSULwK4oRcoPWCVygqdaKbBJImSlFaL9yZzQhOp/PZ473w3iKTSia4wGaA3ZTY2820XqDuTVcvUFS40fs6hpIjC5/4qu2NE7/vT8oCxBExF96dj3XpXue40TfHXuXPx8g8FRpXB9dyqZXI0fs9khIYHPMhMk8jXgBx9EUeDDSNKbMzZlqndUng6Qr+oNJJuWZk5KIgdXeqrp2Wv6i7mDMUZavxdZBuxZU+8KAPfT7Wq8c2ODonvDsf2Bsz261nURQpijqHFmWRlEWqJ9xwEOxUaYJjf4y8s7+kC547G92jaZRHKjLpGrIq+zGjRXGu/t39lCEyO5R9k0td1mN3rCmMlMKsaRjcNPmoKPNYr7J6X/u3PcrbewvuzOoyCkfL0U6VWS71cy3Uz2tniHQ510X7pgoxFqXzEEsiZaFvhRDqDNkakKFvPGPROmvWC61z9USfln1YNeu7lMJX9hbErOwPI13j66YzjXuki6YPQsqFmJWtLjCmwjvzBbMQEIFF1il4OkZVZJqfM2s8WZW784GucbywUWcWz2OdKDYLNQgdpLQGqYO7y+XIe0Oss4j7ji1x7I2RjON2X8cmhpRZjCO7Q92oZ2PK0e+8o288Xjw7Y4JSHgloh8+xIdVsqtY5NjZqi9w7wVH3g77RNbUCHwaWCo0Weq0TJJsG8jhNQlPwjWegBr2kym6MzFzgRtewN0ZShgWFjdCwKMoyJ5ZJcKosFRY+kkr9fszH2gNQRNBSWGQhak0RdiGw3dRu5Pkwcn8J4up55ByAsj1NfNwIjiBSV6gtHnEF1DOmgnhH33o2QgCU+0Pk3n5EtX6H5mNiEQteakrCmAtDqTvfbYeWvnVsNg33Y+RW23BrdnIr7zwsQEwONnuvG4/XAb95HNldRrrgeaFvcN49qHCHPO1VGxMypbiOKRMEnHcsY3p4Ja1KjIn9mOm98MbOnMaH2nLwwjxmlmlZJ5tRr+DidDIcTEAaUl1HPmthMUaGmPnAdo+Iw0sduPJOuDevFem88fz/7Z17kG1Zfdc/v7X24/Trzh1mJjgCw2MCsRArZJgKQgiWJCYBFTBCRKPBEiuV0lhSVhInRRWVf/wD8VVqIkXiCGoIJGUoRyUJKUuCZTRmQGZ4TmCAhMe87tzbt+/pc87ee63184/fOrfPbbr7dt/bjzvT61PV1efs3metX6+z9/rt9fh9f0tNxRCElaZisw+Xn06By3PorRfGfc/6TFmpPbOQWJ9NeVyT7Qmva9shlZ9gY1Kmg6VTXGpsDn4865kOIXceAafJksvnyOD12WABhTGBsw6idsL56ZCfvBLiPd/mWxBh2g82ZQQ8MelM3TIGSyvpHGtRGQ9mv6jtNFltHBtqUguaEk9MeiZdz7PPrpqAmhPGg42IgrN9+KJq8p44giTGXaQS24UyGRK3ry1ZW4ZEHwIhRS5MzDGutRVn6opHN2d4amw3f4TgmQw9SZXxZocTSCLctlRzsUvIrOf8tEMQJjGBRiaDsuw9S61nc5bXulLi9jNLJIXN3hZGl1ssL8GgTIee2glDMmmG5doTE7SVyWNMok3bXBqUUUw8vtkRk41onjFqeXQ8oxLTDxtVwnja4ZynU3vq/6ONCcuTgVEFSEUjW9/pLARiiKz3kdXKEdSUSrWx62ljiDTO0da2uL4x64jJpkTraq5DZQ9Sg0IYIppHGquNLbz2MRKCPWG3XvFRGJJN9TSuopNgUzxVhfOWNGeMifm1YnkVHh1HGm8LzsmDiqcbwuUMdJqUSuBCMCe/2QVEoXICTlh2ni5FvAYiNo02xMS4C4y7HOjobSQzDaa9tNpUqNr22C6aQ+5TIkSbmjw7amxUle8V7y3wr60dcUikIAiWf0KcTWXFqDiEylU2XTXYbqva+3x9RnzWjDpsioPAbsZusI7NiUnxhmgSv2MdeOZyS5/sycYLTIM90fXBthKOvGNpsGC6lBKjumKlqWljJMXIE+POFDzVVE5nQ2K1DiSB1kPlEq0o4yFRV461UWOL0F3EqXJ+YuPp5abiwnRgYwj0SbklJZ510zLjPvDopSl9Spyf9dw2ajgfI2naocBa0+QpFeGxjQnTvAWx9p7NIdAPHeud/W95EGJDcZ/Y6AO3tg2zaBdm6x04z+asp608sxCZpkiMsOyFqmp4ZDwzJ+AdZ9qa6ZCoXWJIto4TknVeXQ9kjZolbxGjbeUZeY8IVN6C7cZDYBgCnQIJwrI9XS55Zb3r6ZMjJtPI7wePqjCNgfVu4MlpjxfhmWtLPDmZ0Q2Rm5capsm0j4YEo1poq4rpMLAxS6x3/eURhk0J5amApHQh2B77xvP19U3O9wnRxGrbsNkFuhjpY2LkHeOYGPrAoIqGlqb2XOx6Qkj0qjhxDDEyGWAmkbN4+jxqqKuaJycdToT1ScfQDzx+yTq5s6MKJ56L054L0wGAM609KIh6psPANFoQYZeUJ20zDw4gKdM+0qXIc1aXuGnU8I2NKZNhAE1MownMTQaY5umlUR0401Z0mNOtnT0Y9CHy2CzhZh3L3hNDxaVJT1sJHY7NDlpfMYTA45OBW5drVpqa9UnHelDWvLC2PGKpsgecPiRmRGYxMsSIYBLcIw8XZz2zHlZa4UzrgcAs2BTOSo7qn4QETUVMSjdElmtPW3s2+8RsCIRoI6GRs/iEad5FlTTROsdEbMFaUCrxqIOYPK1XluuGjVnHpS6hyTrOAbt+Qs4iV3nbbu6wRXjERrmVU7SyfBKrdUWXYK2pWGlrNvtA13eQp8xqD4rHRHscIjYSvWnUoAKzrmOphtuWWiRrvx2ltI/oIUa6Hjd333233n///dddzrjreXw8Y9INzKIyDQPj3sS2IrDmYKlxNJWjEpv7jinixDHuE3UFZ+qK9WlgAFayxLwTmPamy9JhqR8H8rwp0LjsoQWWPaz3dvyFt65wftZzYTZQYU8356aRLn92CS4/YTfe6vLOFmknCTy2d7xycPuqLcSNB3vae3zaESLcOqo4PwlME4y8OY/1TpkslL2U7dX8m/w/SLY/5mO532bKzovE8x1Qjq0nki7/FszeKpdXAzc1EMT2oQc1TZuQz5vXF4FlwFd2fBqhy9M+81tlbnML3NLCJNg5Ltnn1mpBEKZDwgGXAjm/2Za9rcBSA6rCLCgiMIlmrxObWoiWcZKwUHe38Hqx/Vbz+82FtpHcfvO2qPOP8+TFUftM9qc8Y8kxpMS5bsveNtfhc/mS3883Fczx2Pcq+aeprZNrgfVodTQLfw/ZluUGGnEMQ6JphAszpV/4HlwuuwdubiEIbHZQSS4nwSzb5oEzDYx8xdqoZq2t8WDO3Dvayln8wxA51/WsVBWXup7awVLdMIuRGGw7aes9XYLG2bZU9Q6XYDwMLFWOlbbh4tRGWwGQGJlEkxHHQSN23ZoUOCzXQtfbOsHSqKYWeOxSj/N2jznnmHaJWdq6jwHWalhqKpZrzxASzjtUzNlsDmavOuFMU1M5G0msjWpiTGz2AxcmA11K3LJUMw22uLI6qgnJRsuVeGYpUamp/640FU1lOboXt6fvFxH5hKrefdXzTrODOD/pbJTQD4xnHZsxMe63buZFHNY51gIz3erglrGb6PIGBraeLq7GfMk7cOVNXOVjc/LGjquSJzmu4GyeRph3WPPOPC7UOe/wew5Gw1Znna5y7kFosf8/suWkIju3QYPZvrnD3/bDvG13ars5i3+b34bz99s74J3YzzlPJWr2d33vxVkP4oW1ynF21NDUNdNhyKP3SIyKR5kkxWMd8pL3FmOgwhAjEUeMEe+FCssfERWWK5gqtF5YrlvEVovZ6AK1KNNo0zZqM0m2bUTtgU28Y6UxpdmgQiOeS31vu6aw773LDrv2oBGiwM3LjsZ5ahHa2pPydOfGtCMJLHtb9MfBSl6nWWlNaqTK09OzkEjJpj1vXao5uzJifTKzDHk4gihO1UYMtc8xEqYPd9Bo6v06iFM9xXR2VDPuOqaDee9L/ZUd8yIJmMC39FKTbectPi1ejd065O027NeF79TBre/jw/On04NyLZ/ZD93C6+k+bLgeO+bNs5tz2P637eftp+N/OjkHuH7nADZaISpnXOT21REX+8RyUzEdbESf1KEaqcRdXo+bpUiKFvk8JGhr23RQqY2WBzXbKoUzTU0XB8TZjrfNYL16Esu7UXklRNOOqp1HNaI4VuqGPibWJwnx4FoBhc2wNUryHnyuUxXqRhj5mmmMdFFp6wpx0Pc2Aq6dZ6VtQJQhwNqoznUJK5VnM0TWs3qw847bRjWIpSgdOeG5N68yHZLlq+4TdWML8mttdd2BmlfjVDsI2xvuuTAJbDzd7uJC4SnAYzO4ebNDnOP85gznhD5GBFsLpIKuT6y0tUlohEDvIHaJShKXok1BwtaUWJds+2olEFLHTUuNbTWtyIGOMBmSqaE2JpudsDwO474nqktZZJQAABQKSURBVNroIMF0SOQZH1Yd+EroolqArBPEOZZrR1tZHIxWyrlJb9t0nWOtccyCcrEzteWVxtG6EYjFeoyHyGYf6GNkSEoYBlRN+21UO1ZGNSGZQm5SmMVA6B2t8znB0dE5BzjlDkJVeWxzRlecQ6FwIsyAh89PWG5gtWlImnDOWy7ooHR9pPKmrjvpo2k9Vd7kLnqLU5rnX5h3lfMp2xUxFVXEEYjUVY0Gi3dQAdXEshOSd9R4XEgmwxESSRMbnT2xC7ZDaRxBehtznm1t9UgFZiGhybYqi3eMIix7h3jLJSJVZNU5KjHRQSeAWGzKmoNx15FSMoVbUVKKzFBW64Y+Co7IpOuJKrSVbcnWHKR5pq2uOaPifjjVDgLgpqbiSdcXJ1EonBC9QpVTg9bOFndDSqRkc/8isFzDTU1DEGXWR1ZrIYSeM5WtHTzeXzk1qdji+xPTyJkUqX2DiM3zr9SetnI0vmGpcmwOETRyy3LLkBKzpCQVljyMnG1hHfIo4qbK4kW893RR8aKcaSr6qKzPzIKmaqic0kVhENNY6mKicw7UcWtTgQgb3cBsSIjzqNr6g2aJcJ8UEUfSSBctViniWPW2OL3ZDdQ+4eXonAMUB4HzsvXoUSgUjp0eWAELGgwDK01NjTmGpjLVgoQFaTbeWa4JNRVZ8TCgO97CDmgdLHnHcuu5adRycRrwDjyOcZYNv3lU4aWlcia5sdo4kyP3S1zctFWwlcoWo70TZgpVsMBZcY7NoHShJwRlua1waqlHK8lhNsDGELm5UcaD8rWLlmBsrW1ovKNCqOuKqBafUYmy2jZElCcuTZmFwHJdgwaeCJG0aTEszzm7fGgZFXfj1DuIzc7mGPfaxVIoFI4OBcYBkga6BJWLNFXFWl0j3ubbN4eeIdkuwhqLUxKneHVMo7LmLb3EZt5+GrDnvpXa46uKyplj8VmUcZYj9SuxrbIuR8+Lczhgs0/0XUCccMuSJwJNXdGFyGrjWXKCiI0+pjEiCmoDA+rK8kinlLh5VNMrJITIfEuxOZIKoVclqNr0Ul1Ri9In6FNgMg14VSpX0SUL3hXgptbaJiSTgRlVwsqCDNBhcqodxFJdcdtyTdd3PDlJbLD/HUOFQuFwmMeuTGKObXFCxIQJUWGWAlGtcxcnTLuApkjlTJtsJImVuiFoInQBiVyOcl5brnNOicSFcWTc96gIa23D2dbTR2U87W2h2VfElBgPkVkcELUEPVESMZk8+kpdcbb1JIFxFwmoxUupRZluaKSNyQLk8jRUHy1Px8Vo+WMuxcgzGZEam1KrRVka1Zbbfkg4J3hJTFMiJFOJ7qLlvFipHY1zSHZQ3mmWXSlifYfOLEQ2gxLEkVx6+u1HPEb2G6tRODlO+jtqsVF6xVY8zoDFF6V8zOec001WAu5SsEjlLNHyaGf6Z41AknRZK6vyQopCnaOkz9SOkKByJtPdeE/SxKqr2RwSXYx453BeuLU1Ce0QYTIEJr1V6FAuDYFKLViyEk+MplcmIlzqI2u1JQzqcucfgzJDmZC4fVmZDDlbnDNFgxAC50Kkj8qtdWXSIVXNxqxnIEFUqrpC1aTTuwh9igwBlrxJewOcaSp85U2PqmxzPRpGlQmJLeWsT6sh8Ojw1OjoTvpm386NZMth8nQJcrsRrpeBrYj5CnMY8+PzCPKY4Px0oHYWp3S2cmwmZTooDmXc2c4lFWi9iSCu1g2zPrI2qkxuhEQvYmqoIbJcO/ponXIfIkkTtfd0Q6L2UK+09EFRjazWNdN+aqlHsz1JgOToNjtaV9HWwhCVSyGAVmzMAn20Ecty7ZnMItHD+izSE6k9CJ5x16FRqSvPeOj5wrmBNguCVpUSB4f3kdYLmiw5kEmkCG3jrOyQaICgypnaFHpLytEjQsSSokSFbwYLvjnpm2i/PFXsfKozj7KGp+4aVcu1B0MehO0KANtJbMmFwJYUSCNZHdeb+nAXEtMBogzcNmqoFEIIKFtrC52C9LBUY0mFhoj3ilQ1kx6mUxMnvGVU4b3j/GZHN0CqwCdIKVILbCSIl2Cpto563AWSZtUBS1dBEKjySKZLA03Esr4pXBoGuiy10kVQjUwAF+GcJaxjNEDnIynmrHUrjlkvILZYHVRJWrHSKjGZ6u4QI01ti9hRTeivrjwrYvm6ZzFwceZYbY+2Cz/VDgKwHRFDMAmN7uqnP11puXKb4H54ujxd78VcTmSvju84uZY2P2rHMGc/bTQXDZw73pXK5C7UOTaHxPnOdLFWa+ugz816JM/+xrD1YCSYnEalStdFvIONWaSqLb5Bss5SD/R9QJPpToEwUaULtoV1qbGEo9OQmI17mpxTY9xb7gdMpZ7amQy7CIQIF/oAknXQIEvC2z82HyHNdcw6LLq79uZEntgcaGvHihMS2AhEIytVzTSa/lpSJYQO7ytStEC5vhKiOlacR/CX5e2PkqORAHwK0VaWU/rJzZ7xIZd99Gnvr4/FL/9afOPT3TmAtUvPjfO/JrbE9PZDjW0hPcqd3PNFZodpZ+3FfN1hhulnzYJFMA+DSWaYTisEhSHApLcOerXxl0UI53mvB+DSYAKVYGKMk2mk65Vg6SjoU4K8y6gPps/kspdJOVL6wjTQhUA3DDnuQAmamAy2a0oclqjIw3JlCYFwsNYKlTMRv1FTsTwypdi5Plta+J83k/1PbWVquSklhmgZKdcaz5KvGFJCsPzafbIIcVFQHDEpYbBEZuMuEDXRpZRHT0f3+HLqRxDnJybFfRRSGzf6lMSiWF+ZsnrqMFdN3Q8Dh6OdtBdz5duGgzlSwbS2fNxSeK0VZoMFpwWsgxIsR4N4c3abcUs887KjCHkdw8OluOVIq5RQZ2qyUUweG7LiMSa2l7BAuJGzRFwRU/xtfY6jyIF7swAbalIdTsCrA42os3wys/CtSsJzEjadtZpgpRYGsTm1QQXVyKhyXJoOrA9XqiRv5M7fAcMssdIGKl+x2ZvTm8dSHBWn3kFoSrZl7KQNOUGKc3hqcTUBw5MgcnC75krA8w5xuoPX64HzCc6P9/eUPF14KguLleTXk12KWZ8bMmx7rIuwo9tTuDiLC+fsjzEwHhYkImd7f3ixSWYKG7N0xdFvnhtz1wtuO5IgObgBp5hE5IdE5CER+ZKI3HOUdU2HQF05vrrR3zBzzIVCobBfHsM05Y6KG2oEISIe+HngzwFfB35fRO5T1c8dRX2jvP5w1EPwwgmzeAPt8lp2O2f7eRy0rN1tueK8Xcrdt127lsXO5+y3rF3K3W9Zu9af//Dt7/9FRk88RmyX2N5Yu9ah+zxvT5u3n7ZbW24vc5/n7dfGbUXsen1te//oq1/Dl//G2wD4za+cA+CHv+N2DpsbykEA3w18SVW/DCAiHwTeAByug3jwQXjTmxj3kQrlBxb/dtAOZLfOY8+y9nHOPsvan41XFnXwTm6PC39fZXHVc67Xrm+5WQtPGcJoRHfLbfZmW9CXLr7f7TVcqca0fb544dxdy9vrvO2F7nXe4tu9yt+lvKuXb++r6ZWZaF7E0XCjOYhnAV9beP914OWHXsvKCtx9N8PGlE12/xK2v77yvN0u3CuL2s8Fvq9y913W4ieut6z92sXOf9vXjbnPm+Og/+81lbXHTctu5x2wvj3Luha7uPp5+/p+t5e9Hxt3qfuAZU2f+cd44pWvpnDtvOQIRg9w4zmIna7+Kx4NReTHgR8HuOOOO66tljvvhA98gGcAH3vokWsro1AoFJ7m3GgO4uvAcxbePxv45uIJqvpe4L1gOamPz7RCoXBUHMX8eeH6udEcxO8DLxSR5wPfAN4C/LWjrLBcmIVCobAzN5SDUNUgIj8J/BYWy3Kvqn72hM0qFAqFU8kN5SAAVPUjwEdO2o5CoVA47dxwgXKFQqFQuDEoDqJQKBQKO1IcRKFQKBR2pDiIQqFQKOyIHKXQ01EjIk8Af3gdRdwKnDskcw6LG9EmKHYdlGLXwSh2HYzrteu5qnrb1U56SjuI60VE7lfVu0/ajkVuRJug2HVQil0Ho9h1MI7LrjLFVCgUCoUdKQ6iUCgUCjty2h3Ee0/agB24EW2CYtdBKXYdjGLXwTgWu071GkShUCgUdue0jyAKhUKhsAun0kEcZ97rHep+joj8DxH5vIh8VkT+fj7+cyLyDRH5VP553cJnfjbb+pCI/OAR2vZVEfl0rv/+fOwZIvLbIvLF/Pvm47RLRL5joU0+JSIbIvL2k2gvEblXRB4Xkc8sHDtw+4jIy3I7f0lE/qXIHlmArs2md4vIF0TkQRH5sIiczcefJyLThTZ7z1HYtIddB/7OjsmuDy3Y9FUR+VQ+fpzttVu/cKLXF6p6qn4wldiHgRcADfAA8OJjrP924K78eg34A+DFwM8BP7XD+S/ONrbA87Pt/ohs+ypw67Zj/xi4J7++B3jXcdu17bt7FHjuSbQX8GrgLuAz19M+wP8FXoElyPoN4LWHbNMPAFV+/a4Fm563eN62cg7Npj3sOvB3dhx2bfv7PwXeeQLttVu/cKLX12kcQVzOe62qPTDPe30sqOojqvrJ/PoS8Hks1epuvAH4oKp2qvoV4EvY/3BcvAF4f379fuCNJ2jX9wEPq+pewZFHZpeqfhw4v0N9+24fEbkdOKOq/1vtbv73C585FJtU9aOqGvLb/4Ml3tqVw7ZpN7v24Fja6mp25SftHwF+Za8yjsiu3fqFE72+TqOD2Cnv9V4d9JEhIs8Dvgv4vXzoJ/O0wL0LQ8njtFeBj4rIJ8RSuwI8U1UfAbuIgW87AbvmvIUrb96Tbi84ePs8K78+Lvv+FvYUOef5IvL/ROR3ROR7F2w9LpsO8p0dd1t9L/CYqn5x4dixt9e2fuFEr6/T6CCumvf6WIwQWQX+E/B2Vd0A/g1wJ/BS4BFsqAvHa+/3qOpdwGuBvysie2WSP9Z2FJEGeD3wa/nQjdBee7GbHcdmn4i8AwjAL+dDjwB3qOp3Af8A+ICInDlGmw76nR33d/lXufIB5Njba4d+YddTd7HhUG07jQ7iqnmvjxoRqbGL4JdV9dcBVPUxVY2qmoBfZGta5NjsVdVv5t+PAx/ONjyWh63zofXjx21X5rXAJ1X1sWzjibdX5qDt83WunPI5EvtE5K3AXwB+NE81kKcjnsyvP4HNW7/ouGy6hu/sWOwCEJEK+GHgQwv2Hmt77dQvcMLX12l0EJfzXuen0rcA9x1X5Xme898Cn1fVf7ZwfDE59l8C5rss7gPeIiKtWK7uF2KLUIdt14qIrM1fYwudn8n1vzWf9lbgPx+nXQtc8XR30u21wIHaJ08TXBKRP52vhR9b+MyhICI/BPxD4PWqOlk4fpuI+Pz6BdmmLx+HTbnOA31nx2VX5vuBL6jq5emZ42yv3foFTvr6up6V96fqD/A6bJfAw8A7jrnuV2FDvgeBT+Wf1wH/Afh0Pn4fcPvCZ96RbX2I69wtsYddL8B2RTwAfHbeLsAtwH8Hvph/P+M47cr1LANPAjctHDv29sIc1CPAgD2pve1a2ge4G+scHwb+NTlg9RBt+hI2Pz2/vt6Tz/3L+bt9APgk8BePwqY97Drwd3YcduXj7wN+Ytu5x9leu/ULJ3p9lUjqQqFQKOzIaZxiKhQKhcI+KA6iUCgUCjtSHEShUCgUdqQ4iEKhUCjsSHEQhUKhUNiR4iAKpwIReUdWyXwwK3O+PB//JRF58SGU/3YR+bH8+mMisu98wSLyxmu1QUT+lIi871o+WyhcjeqkDSgUjhoReQUWVXyXqnYicium5Iuq/u1DKL/CNI/uusYi3gj8V+BzB/2gqn5aRJ4tIneo6h9dY/2Fwo6UEUThNHA7cE5VOwBVPadZVmT+tC8ir5ct3f+HROQr+e8vy0JtnxCR39oWDTznNZgMSFg49tdF5HdF5DMi8t0i4sQ0/W/L5Toxvf5XYxpT785135l/fjPX+T9F5E/kz7w5l/eAiHx8oa7/gikCFAqHSnEQhdPAR4HniMgfiMgviMif2X6Cqt6nqi9V1ZdikbP/JGvj/CvgTar6MuBe4B/tUP73AJ/YdmxFVV8J/B3gXjX9of8I/Gj++/cDD6jJT98H/HSu/2Es3/Dfy3X+FPAL+TPvBH5QVb8Tcypz7seUSAuFQ6VMMRWe9qjqWERehnWifxb4kIjco6rv236uiPwMMFXVnxeRlwAvAX7bZG3wmEzDdm7H9PsX+ZVc98dF5IxYVrd7MV2cf4FNSf27HepfBV4J/JpsJQJr8+//BbxPRH4V+PWFjz0O/PE9G6FQuAaKgyicClQ1Ah8DPiYin8aEz963eI6IfB/wZizrGJh08mdV9RVXKX4KjLZX+a0m6NdE5DEReQ3wcrZGE4s4YD2PZLYX8BN5cf3PA58SkZeqqY2Osg2FwqFSppgKT3vE8lq/cOHQS4E/3HbOc7GpnB9R1Xln+xBwW17kRkRqEfmTO1TxeeDbtx37K/kzrwIuqurFfPyXsKmmX81OC+ASlmYStRwAXxGRN+fPi4h8Z359p6r+nqq+EzjHltzzi9hSRi0UDo3iIAqngVXg/SLyORF5kK0c4Iv8TUw588N5sfgjailp3wS8S0QewBQ2X7lD+b/B1qhjzgUR+V3gPZiS6Zz7sj2L00sfBH5aLHPZndjI4m25zs+ylRL33WLJ6D8DfBxbKwGbNvtv+2iHQuFAFDXXQuEQEJEPAz+jV6ar3Om8u4F/rqqHsqgsIi3wO8Crtu2iKhSumzKCKBQOh3uwxepdEZF7sIxhP3uI9d4B3FOcQ+EoKCOIQqFQKOxIGUEUCoVCYUeKgygUCoXCjhQHUSgUCoUdKQ6iUCgUCjtSHEShUCgUdqQ4iEKhUCjsyP8HQXayv3wrzuUAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -658,6 +673,7 @@ "y1 = reg1_min[0]*x1 + reg1_min[1]*np.ones(x1.shape)\n", "y2 = reg2_min[0]*x2 + reg2_min[1]*np.ones(x2.shape)\n", "\n", + "plt.title(\"Régression linéaire des RTT minimums pour chaque taille\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict_sub_1500['size'], resDict_sub_1500['RTT'], ls=\"\", marker=\"*\", alpha=0.1, color='lightblue')\n", @@ -776,7 +792,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 22, @@ -785,7 +801,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -798,6 +814,7 @@ ], "source": [ "# On affiche seulement les 10 premières mesures\n", + "plt.title(\"10 premiéres mesures de RTT au cours du temps\")\n", "plt.xlabel(\"Time (unix timestamp)\")\n", "plt.ylabel(\"Round Trip Time (ms)\")\n", "plt.plot(resDict['timestamps'][:50], resDict['RTT'][:50])" @@ -811,7 +828,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 23, @@ -820,7 +837,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -833,6 +850,7 @@ ], "source": [ "# On affiche seulement les 10 premières mesures\n", + "plt.title(\"taille des 10 premiers paquets\")\n", "plt.xlabel(\"Time (unix timestamp)\")\n", "plt.ylabel(\"Round Trip Time (ms)\")\n", "plt.plot(resDict['timestamps'][:50], resDict['size'][:50])" @@ -853,7 +871,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 24, @@ -862,7 +880,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -874,6 +892,7 @@ } ], "source": [ + "plt.title(\"distribution des RTT en fonction de la taille des paquets\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict['size'], resDict['RTT'], ls=\"\", marker=\"*\")" @@ -883,7 +902,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "On retrouve la même fracture à ~1500 bytes que sur le premier jeu de données. Mais on remarque assez facilement qu'elle n'a pas l'air de concerner la valeur minimale." + "On retrouve la même fracture à ~1500 bytes que sur le premier jeu de données. On notera que l'axe des y ne commence pas à 9 mais à 110, l'offset de RTT est plus élevé que dans le jeu de données 1." ] }, { @@ -903,7 +922,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 26, @@ -912,7 +931,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -924,6 +943,7 @@ } ], "source": [ + "plt.title(\"distribution des RTT après découpage\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict_sub_1500['size'], resDict_sub_1500['RTT'], ls=\"\", marker=\"*\")\n", @@ -980,7 +1000,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 28, @@ -989,7 +1009,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1007,6 +1027,7 @@ "y1 = reg1[0]*x1 + reg1[1]*np.ones(x1.shape)\n", "y2 = reg2[0]*x2 + reg2[1]*np.ones(x2.shape)\n", "\n", + "plt.title(\"Régression linéaire des RTT par rapport à la taille\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict_sub_1500['size'], resDict_sub_1500['RTT'], ls=\"\", marker=\"*\", alpha=0.1, color='lightblue')\n", @@ -1068,7 +1089,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 30, @@ -1077,7 +1098,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1095,6 +1116,7 @@ "y1 = reg1_min[0]*x1 + reg1_min[1]*np.ones(x1.shape)\n", "y2 = reg2_min[0]*x2 + reg2_min[1]*np.ones(x2.shape)\n", "\n", + "plt.title(\"Régression linéaire des RTT minimums pour chaque taille\")\n", "plt.xlabel('Size (bytes)')\n", "plt.ylabel('RTT (ms)')\n", "plt.plot(resDict_sub_1500['size'], resDict_sub_1500['RTT'], ls=\"\", marker=\"*\", alpha=0.1, color='lightblue')\n", -- 2.18.1