From 081458be85fda979dfdee22b40bc075c1c52ac0e Mon Sep 17 00:00:00 2001
From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr>
Date: Sun, 7 Mar 2021 00:56:37 +0100
Subject: [PATCH] Update RNN and add plot 2d stuff

---
 SYNOP/00-Beta-series.ipynb | 349 ++++++++++++++++++-------------------
 fidle/config.py            |   2 +-
 fidle/pwk.py               | 112 +++++++++++-
 3 files changed, 280 insertions(+), 183 deletions(-)

diff --git a/SYNOP/00-Beta-series.ipynb b/SYNOP/00-Beta-series.ipynb
index a0451e8..c78189f 100644
--- a/SYNOP/00-Beta-series.ipynb
+++ b/SYNOP/00-Beta-series.ipynb
@@ -30,7 +30,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -108,9 +108,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Version              : 2.0.17\n",
+      "Version              : 2.0.18\n",
       "Notebook id          : SYNOP2\n",
-      "Run time             : Saturday 06 March 2021, 09:53:24\n",
+      "Run time             : Sunday 07 March 2021, 00:49:45\n",
       "TensorFlow version   : 2.2.0\n",
       "Keras version        : 2.3.0-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -151,26 +151,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 481,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "# ---- About dataset\n",
     "#\n",
-    "max_t      = 100\n",
-    "delta_t    = 0.01\n",
+    "max_t      = 1000\n",
+    "delta_t    = 0.02\n",
     "\n",
     "\n",
-    "sequence_len = 40\n",
-    "predict_len  = 10\n",
+    "sequence_len = 20\n",
+    "predict_len  = 5\n",
     "features_len = 2\n",
     "\n",
     "# ---- About training\n",
     "#\n",
     "scale            = 1        # Percentage of dataset to be used (1=all)\n",
-    "train_prop       = .8       # Percentage for train (the rest being for the test)\n",
+    "train_prop       = .7       # Percentage for train (the rest being for the test)\n",
     "batch_size       = 32\n",
-    "epochs           = 10"
+    "epochs           = 5"
    ]
   },
   {
@@ -182,7 +182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 475,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -199,26 +199,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 476,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def lady_move(t):\n",
+    "def ladybug_init(s=122):\n",
     "    \n",
-    "    # ---- Init parameters (first time)\n",
-    "    #\n",
-    "    if t==0:\n",
-    "        lady_move.params_x=[ random.gauss(.2,.5) for u in range(8)]\n",
-    "        lady_move.params_y=[ random.gauss(.2,.5) for u in range(8)]\n",
-    "\n",
-    "    # --- Retrieve parameters\n",
-    "    #\n",
-    "    [ax1, ax2, ax3, ax4, kx1, kx2, kx3, kx4] = lady_move.params_x\n",
-    "    [ay1, ay2, ay3, ay4, ky1, ky2, ky3, ky4] = lady_move.params_y\n",
+    "    if s>0 : random.seed(s)\n",
+    "    ladybug_init.params_x = [ random.gauss(0.,1.) for u in range(8)]\n",
+    "    ladybug_init.params_y = [ random.gauss(0.,1.) for u in range(8)]\n",
     "    \n",
-    "    dx = ( ax1*sin(t*pi/kx1) + ax2*cos(t*pi/kx2) + ax3*sin(t*pi/kx3) + ax4*cos(t*pi/kx4) )/20\n",
-    "    dy = ( ay1*sin(t*pi/ky1) + ay2*cos(t*pi/ky2) + ay3*sin(t*pi/ky3) + ay4*cos(t*pi/ky4) )/20\n",
-    "    return dx,dy"
+    "def ladybug_move(t):\n",
+    "    k=0.5\n",
+    "    [ax1, ax2, ax3, ax4, kx1, kx2, kx3, kx4] = ladybug_init.params_x\n",
+    "    [ay1, ay2, ay3, ay4, ky1, ky2, ky3, ky4] = ladybug_init.params_y\n",
+    "    \n",
+    "    x = ax1*sin(t*(kx1+20)) + ax2*cos(t*(kx2+10)) + ax3*sin(t*(kx3+5)) + ax4*cos(t*(kx4+5))\n",
+    "    y = ay1*cos(t*(ky1+20)) + ay2*sin(t*(ky2+10)) + ay3*cos(t*(ky3+5)) + ay4*sin(t*(ky4+5)) \n",
+    "\n",
+    "\n",
+    "    return x,y"
    ]
   },
   {
@@ -230,27 +230,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 477,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Train shape is :  (8000, 2)\n",
-      "Test  shape is :  (2000, 2)\n"
+      "Train shape is :  (35000, 2)\n",
+      "Test  shape is :  (15000, 2)\n"
      ]
     }
    ],
    "source": [
     "# ---- Get positions\n",
     "#\n",
+    "ladybug_init(s=16)\n",
     "x,y = 0,0\n",
     "positions=[]\n",
     "for t in np.arange(0., max_t, delta_t):\n",
     "    positions.append([x,y])\n",
-    "    dx,dy = lady_move(t)\n",
-    "    (x,y) = (x+dx, y+dy)\n",
+    "    x,y = ladybug_move(t)\n",
+    "#     (x,y) = (x+dx, y+dy)\n",
     "\n",
     "# ---- Build dataset\n",
     "#\n",
@@ -280,70 +281,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 478,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
+       "<Figure size 720x576 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "x,y=x_train[:1000,0],x_train[:1000,1]\n",
-    "x1,y1= x_train.min(axis=0)\n",
-    "x2,y2= x_train.max(axis=0)\n",
-    "\n",
-    "fig = plt.figure(figsize=(8,8))\n",
-    "\n",
-    "ax = plt.axes()\n",
-    "ax.plot(x, y, '-')\n",
-    "ax.set_xlim(x1,x2)\n",
-    "ax.set_ylim(y1,y2)\n",
-    "plt.show()"
+    "pwk.plot_2d_serie(x_train[:1000])\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 479,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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ngR3AYwCZWY2IbwKnRcTszKyPhmdS3ElxmEFSz3NJ55nhg7mmpqfCQkQcQ7Hg0jOZOT5ccDfwfeDiiPhE3ToLPw28Bfh0Zr5Ud5qbgZ+nWHthbd3+K4CXgc938jNIkvqHd3GmpuNhISLeBxxXe7kcOCIiPlx7/XRmfqau+TXA+4GzKdZQIDNfiogPAbcA90TEBorpklcCPwQ+2nDJDcBFwHURcTzF0MV5wK8CV2fmk239gJKkvuZdnMnNxJ2FD1AsrFTvY7Xt3cBnmERm3hoRe4APA39CMdvhH4F/n5nPNbR9MSLOAa4G3ktRp/A94DLgxkP4HJIkDaVIF584yJo1axJg3bp13e6KJEkzZcKxl56qWZCkYeLzH9QvDAuS1AWuHKh+0g+LMknSwHHlQPUTw4IkdYErB6qfGBYkqQt8/oP6iTULktQFrhzYJ6pV2DwK28dg4RJYMQKV4fs927AgSV3gyoF9oFqFe++Axzf+eN8JJ8NZ5w5dYDAsSFKXuHJgj9s8WgSFpcshKpDV4vWJq+Dold3u3YwarmgkSdJUbR8rtlE5cLtja3f600WGBUmSmlm4pNhm9cDtgsXd6U8XOQwhSVIzK0aKGoXGmoUVI93rU5cYFiRJaqZSKYoZT1xVDD0sWOxsCElS+/jchwFRqRTFjENW0NjIsCBJbeZzHzRohu9eiiR1mM990KAxLEhSm/ncBw0aw4IktZnPfdCgsWZBktrM5z5o0BgWJKnNfO6DBo1hQZI6wOc+aJBYsyBJkkoZFiRJUimHISRJmq5qtXiU9fax4sFTA7octGFBkqTpqFbh3jsOftDUWecOXGAwLEhSi3zug4DijsLjG2HpcohK8QjrxzcWD54asGdJGBYkqQU+90H7bR8rtlE5cLtj68CFhcG6TyJJHeZzH7TfwiXFNqsHbhcs7k5/OsiwIEkt8LkP2m/FSFGjsOWH8MLzxfaEk4v9A8ZhCElqQf1zHyoRPvdhmFUqRTHjiauKoYcFi50NIUnyuQ9qUKkU9QkDVqPQyLAgSS3wuQ8aRoYFSWqRz33QsBm8gRVJktRWhgVJklTKsCBJkkpZsyBJNS7jLDVnWJAkXMZZKuMwhCThMs5SGcOCJOEyzlIZw4IkceAyzoDLOEt1Oh4WIqISEVdGxCMRsTciNkXEtREx6dqoEfGWiMhJfn5+iu3/trOfVFI/G1/GefO2Pfxg2242b9vjMs46dNUq/OBZePShYlutdrtH0zITBY6fAC4HvghcC7yu9vq0iDgnM8v+y30HeF+T/bOB9cALwH1N3l8P3NOw79kW+y1piLiMs9quWoV774DHN/543wknFw+f6rOHTXU0LETEycBlwG2Z+c66/U8CNwDvAT430fGZ+Tzw2SbnfS/FXZH/PzNfanLo1zLzoOMkqYzLOKutNo8WQWHpcogKZLV4feKqvnvwVKejzXspJiFd37B/A7AbuGCa5724tv3URA0iYl5EzJnm+SVJOjTbx4ptVA7c7tjanf4cgk6HhTOAKg1DBZm5F3iw9n5LIuI1wNnAvZn56ATNPgnsBPZExGMR8aEI7yVKkmbQwiXFdny0fXy7YHF3+nMIOl2zMAK8kJnN5h49B7wpIo7IzBdbOOdvU9ytaHZX4SXgb4AvA6O163+A4s7GqcBFLVxHkqTpWzFS1Cg01iysGOlen6ap02FhLjDRJOW9dW2mFBYi4jDgQmAHcGvj+5n5z8CvNByzgSI8XBgRf56Z95acfzWw+pJLLplKdyT1AZdwVtdUKkUx44mriqGHBYuLoNBnxY3Q+WGI3RQzF5qZU9dmqs4FVgI3Z+aUjqvNtrim9vK8Sdquz8zTW+iPpB42voTzzfd8lzserG0f2LR/LQWp4yqVophxvKixD4MCdD4sjALLIqJZYDiWYoiilSGID9S2ExY2TuCp2nZZi8dJ6mMu4Sy1R6fDwv21a5xZv7M2S+FU4OtTPVFErAB+GXgoM6d8XM0Jte3zLR4nqY+5hLPUHp0OC7cACVzRsP+DFLUKN43viIhjIuKkiJg7wbl+C5hF+XTJpU32zQauqr28faodl9T/XMJZao+OFjhm5rci4kbg0oi4jaLQcHwFx7s5cEGma4D3U0yLvKvJ6X6boiiybLGlv4+IUeAb/Hg2xAUUdxbWZmaz1R4lDajxJZwbHzvtEs5Sa2ZiuecrKGoGVgPnUyzRvBb4yCRLPe8XEW+iCBmfy8yy1Sy+ALyDYtXIRcAu4AHgo5l587R6L6lvuYSz1B6RVgUfZM2aNQmwbt26bndFkqSZMmGK7s85HJIkacYYFiRJUinDgiRJKjUTBY6S1DYu3yzNPMOCpL4xvnxz41TIc097tYFB/adahc2jxaOsFy7p6edGGBYk9Y365ZsrEVQzefiZMVYdt4SVS+d3u3vS1FWrcO8dBz+R8qxzezIw9F6PJGkCLt+sgbF5tAgKS5fDsqOK7eMbi/09yLAgqW+4fLMGxvaxYhuVA7c7ytYd7B6HIST1DZdv1sBYuKTYZrUICuMLGi9Y3L0+lTAsSOobLt+sgbFipKhRaKxZWDHSvT6VMCxI6iuVCFYunW9Bo/pbpVIUM564qhh6WLDY2RCSJKlBpQJHryx+elxvRhhJktQzvLMgqWtcjVHqD4YFSV3haoxS/3AYQlJX1K/GePSiuaxYdCQPPzPG6NiubndNUgPDgqSucDVGqX8YFiR1hasxSv3DmgVJXeFqjFL/MCxI6gpXY5T6h2FBUte4GqPUH6xZkCRJpbyzIBfGUVv490gaXIaFIefCOGoH/x5JbVatwuZR2D5WPM66yw+ZMiwMufqFcSoRVDN5+JkxVh23xHFkTZl/j6Q2qlbh3jsOfnz1Wed2LTBYszDkXBhH7eDfI6mNNo8WQWHpclh2VLF9fGOxv0sMC0POhXHUDv49ktpo+1ixjcqB2x1bu9MfHIYYei6Mo3bw75HURguXFNusFkEhq8XrBYu71iXDwpBzYRy1g3+PpDZaMVLUKDTWLKwY6VqXDAtyYRwdZDrTIP17JLVJpVIUM564qhh6WLDY2RDqfc6fHy5Og5R6QKUCR68sfnqAYUGl/OIYPk6DlNTI2RAqVf/FcfSiuaxYdCQPPzPG6NiubndNHeI0SEmNDAsq5RfH8HEapKRGDkOoVP0Xx/gtab84BpvTICU1MiyolF8cw8dpkJIaGRZUyi+O/jbdmSxOg5RUz7CgSU3li8Pplb3HmSyS2sWwoEPml1JvcgqkpHZxNoQOmdMre5MzWSS1S8fDQkRUIuLKiHgkIvZGxKaIuDYiplQhFxF3RURO8HN6k/YLI2JtRDxXu97GiLgkwl9xO8Uvpd7kFEhJ7TITwxCfAC4HvghcC7yu9vq0iDgnc/xxWqVeAK5ssv+J+hcRcQRwJ3AasBb4DvB2YB1wFHDV9D6Cyji9sjc5k0VSu3Q0LETEycBlwG2Z+c66/U8CNwDvAT43hVPtyszPTqHdxcAZwOWZuba2b0NE/CXwhxHx6cx8uqUPoUm18qVkIeT0TPfBTs5kkQZQtQqbR2H7WPE46xl4yFSn7yy8l+Lr4/qG/RuA/wRcwNTCAhFRAeYDP8qs3Vc92G8Cu2vnr3c98GvAu4H/PJXraeqm+qVkIeT0HMp/N6dASgOmWoV77zj48dVnndvRwNDpmoUzgCpwX/3OzNwLPFh7fyqOBXYC24GdEXFbRJxU36AWJt4APFA7f737av2Y6vXUovEvpVXHLWXl0vlNv8QshJwe/7tJ2m/zaBEUli6HZUcV28c3Fvs7qNNhYQR4ITObVbo9Byyr1RmUeZLibsBFwG9Q1B+8HfgfEbGqrt1i4MjaeQ9Qu/4WitChLrEQcnr87yZpv+1jxTYqB253bO3oZTsdFuYCE/2LtreuzYQy86LM/A+ZeUtmfiEzfx94K8WQxHUN12KS65VeKyJWR8TXy9po+lqtzq9m8uyWnTz09Bae3bJz/3H9bDqfyVkNkvZbuKTYjs8NGN8uWNzRy3a6ZmE3sGKC9+bUtWlJZt4TEV8Fzo6IIzNzT915JvoXdM5k18rM9cD6NWvW9P+3Ug9qtRBy0OobpvuZnNUgab8VI0WNQmPNwoqRjl6202FhFHh9RMxuMhRxLMUQxYvTPPdTwFsohh/2AFtr24OGGiJiNrAUuHua11IbtFKdP53VB2dypsV0rjXdFRWd1SBpv0qlKGY8cVUx9LBg8UDMhrifYsjgTOCe8Z0RMQc4FfjqIZz7BOBlYAwgM6sR8U2K9Rsaw8mZFEMuDjF02VSr88vG6ZsdO93f2qfzpT/da7X6meo5q0HSfpUKHL2y+JmpS3b4/LcACVzRsP+DFPUDN43viIhjIuKkiJhbt29hRBzWeNKIOB/4eeDOhpkPN9fOu7rhkCsogsXnp/1JNKNaHaefzoyB8S/9m+/5Lnc8WNs+sGnSOoLpzk6w9kBSv+ronYXM/FZE3AhcGhG3AV/mxys43s2BayxcA7wfOBu4q7bvbOC6iLidYrXGlynuElxAsarjFQ2X3EAxa+K6iDieYgXH84BfBa7OzCfb+wnVKa2O00/nt/bpDgtM9w6BtQeS+tVMLPd8BUV9wWrgfIov+bXAR6aw1POjwDeAX6JYrnkW8CzwZ8DHM/OAaZKZ+WJEnANcTbEg1FLgexSrSN7Yno+jmdDqOP10lpye7pf+dJe3tvZAUr/qeFjIzFconglx7STtLgQubNj3HYq1FVq53jbg0tqP+lgr4/TT+a19ul/6h3KHwNoDSf1oJu4sSB03nd/ap/ul7x0CScPGsKCB0epv7Yfype8dAknDxLCgoeaXviRNrtNTJyVJUp8zLEiSpFKGBUmSVMqwIEmSSlngKEnSIKhWYfMobB8rHmXdxgdMGRYkSep31Srce8fBj64+69y2BAaHISRJ6nebR4ugsHQ5LDuq2D6+sdjfBoYFSZL63faxYhuVA7c7trbl9IYFSZL63cIlxXb8+Yzj2wWL23J6axYkSep3K0aKGoXGmoUVI205vWFBkqR+V6kUxYwnriqGHhYsdjaEJElqUKnA0SuLn3afuu1nlCRJA8WwIEmSShkWJElSKcOCJEkqZViQJEmlDAuSJKmUYUGSJJUyLEiSpFKGBUmSVMqwIEmSSrncsyRJg6pahc2jxSOsFy6Z9vMiDAuSJA2iahXuvePgJ1GedW7LgcFhCEmSBtHm0SIoLF0Oy44qto9vLPa3yLAgSdIg2j5WbKNy4HbH1pZPZViQJGkQLVxSbLN64HbB4pZPZc2CJEmDaMVIUaPQWLOwYqTlUxkWJEkaRJVKUcx44qpi6GHBYmdDSJKkBpUKHL2y+DmU07SpO5IkaUAZFiRJUinDgiRJKmVYkCRJpQwLkiSplGFBkiSVMixIkqRSHQ8LEVGJiCsj4pGI2BsRmyLi2oiYN4VjF0fEhyLiH2rH7YmIRyNifUS8ukn7t0RETvDzt535hJIkDbaZWJTpE8DlwBeBa4HX1V6fFhHnZI4vVt3Uz9SO+UfgT4EXgFOA3wHeFRFvysxvNzluPXBPw75nD+lTSJI0pDoaFiLiZOAy4LbMfGfd/ieBG4D3AJ8rOcUjwE9l5vcazvsl4E7gj4Bfb3Lc1zLzs4fYfUmSROeHId4LBHB9w/4NwG7ggrKDM/OpxqBQ2/8VYIziLkNTETEvIua02mFJkgZWtQo/eBYefajYVstu7v9Yp4chzgCqwH31OzNzb0Q8WHu/ZRGxEHgV8PAETT4JfLrW9nHgRuCGzMzpXE+SpL5XrcK9dxz8FMqzzp304VKdvrMwAryQmfuavPccsCwijpjGeT8MzAL+omH/S8DfAP838O+A3wW2UdzZ+K+TnTQiVkfE16fRH0mSetvm0SIoLF0Oy44qto9vLPZPotNhYS7QLCgA7K1rM2UR8evA7wF3ULt7MC4z/zkzfyUz/0tm3p6Z/wX42VrbCyPirLJzZ+b6zDy9lf5IktQXto8V26gcuN2xddJDOx0WdgOzJ3hvTl2bKYmI84CbgG8A75rKsEJttsU1tZfnTfVakiQNlIVLiu34JMTx7YLFkx7a6ZqFUeD1ETG7yVDEsRRDFC9O5UQR8TbgNmAj8NbM3NFCP56qbZe1cIwkSYNjxUhRo9BYs7BiZNJDOx0W7gfeCpxJ3boHtVkKpwJfncpJIuJcinUaHgHOyczJ75kc6ITa9vkWj5MkaTBUKkUx44mriqGHBYuLoDBJcSN0fhjiFiCBKxr2f5CiVuGm8R0RcUxEnBQRB9QwRMRbgb8CHgN+MTPHJrpYRCxtsm82cFXt5e0tfwJJkgZFpQJHrywCw9ErpxQUoMN3FjLzWxFxI3BpRNwGfJkfr+B4NwcuyHQN8H7gbOAugIg4HfhrirUaPg28PSIar1G/+NLfR8QoRU3DKMVsjAso7iyszcwDpnBKkqTJzcRyz1dQ1AysBs6nWLJ5LfCRSZZ6hmLRpfFCyE9M0KY+LHwBeAfFqpGLgF3AA8BHM/PmlnsuSZII1yk62Jo1axJg3bp13e6KJEkzJSZ6w0dUS5KkUoYFSZJUyrAgSZJKGRYkSVIpw4IkSSplWJAkSaUMC5IkDaNqFX7wLDz6ULG9+G0TZoKZWJRJkiT1kmoV7r3jwIdKwW8Dn2rW3DsLkiQNm82jRVBYuhyWHVVs4ayJmhsWJEkaNttrz2SMyoHbCRgWJEkaNguXFNvxRzRN8qgmaxYkSRo2K0bghJMbaxbunai5YUGSpGFTqcBZ58KJq2DHVliwGL72lf86UXPDgiRJw6hSgaNXFj8An/r7CccirFmQJEmlDAuSJKmUYUGSJJUyLEiSpFKGBUmSVMqwIEmSShkWJElSKcOCJEkqZViQJEmlDAuSJKmUYUGSJJUyLEiSpFKGBUmSVMqwIEmSShkWJElSKcOCJEkqZViQJEmlDAuSJKmUYUGSJJUyLEiSpFKGBUmSVMqwIEmSShkWJElSKcOCJEkqZViQJEmlOh4WIqISEVdGxCMRsTciNkXEtRExr4VznBcR/xIRuyJiLCJujYjXTNB2YUSsjYjnatfbGBGXRES071NJkjQ8ZuLOwieA64BvA5cBtwKXA7dHxKTXj4hfA/4WOBL4feCPgX8L/HNEjDS0PQK4E/hd4Jba9R4F1gEfbdPnkSRpqBzeyZNHxMkUX9i3ZeY76/Y/CdwAvAf4XMnxs4C1wCbgFzJzZ23/3wHfAK4CVtcdcjFwBnB5Zq6t7dsQEX8J/GFEfDozn27Tx5MkaSh0+s7Ce4EArm/YvwHYDVwwyfFvBkaAT40HBYDMfBC4C3h3LVCM+83aeTc0nOd6YBbw7lY6L0mSOh8WzgCqwH31OzNzL/Bg7f3Jjgf4WpP3/hVYAJwIRW0E8Abggdr5691X68dk15MkSQ06HRZGgBcyc1+T954DltXqDMqOH2/b7HiAY2vbxRR1DQe1rV1/S11bSZI0RZ0OC3OBZkEBYG9dm7LjmeAcjceXtR1vX3YtImJ1RHy9rI0kScOm02FhNzB7gvfm1LUpO54JztF4fFnb8fZl1yIz12fm6WVtJEkaNp0OC6MUQw3NvsCPpRiieHGS48fbNjsefjzssBXY06xt7fpLaT6cIUmSSnQ6LNxfu8aZ9TsjYg5wKjDZLf/7a9ufa/LezwI7gMcAMrMKfBM4rUk4ObPWD4cYJElqUafDwi1AAlc07P8gRf3ATeM7IuKYiDgpIurrCu4Gvg9cHBHz69r+NPAW4NbMfKmu/c2189avvUDt+i8Dnz+EzyJJ0lDq6KJMmfmtiLgRuDQibgO+DLyOYgXHuzlwQaZrgPcDZ1OsoUBmvhQRH6IIHfdExAaK6ZJXAj/k4FUZNwAXAddFxPHAd4DzgF8Frs7MJzvwMSVJGmgdDQs1VwBPUfy2fz7wAsWqjB+pDR2UysxbI2IP8GHgTyhmO/wj8O8z87mGti9GxDnA1RQLQi0FvkexiuSNbfo8kiQNlcjMbveh56xZsyYB1q1b1+2uSJI0UyZ84KKPqJYkSaUMC5IkqZRhQZIklTIsSJKkUoYFSZJUyrAgSZJKGRYkSVIpw4IkSSplWJAkSaUMC5IkqZRhQZIklTIsSJKkUoYFSZJUyrAgSZJKGRYkSVIpw4IkSSplWJAkSaUMC5IkqZRhQZIklTIsSJKkUoYFSZJUyrAgSZJKGRYkSVIpw4IkSSplWJAkSaUMC5IkqZRhQZIklTIsSJKkUoYFSZJUyrAgSZJKGRYkSVIpw4IkSSplWJAkSaUMC5IkqZRhQZIklTIsSJKkUoYFSZJUyrAgSZJKGRYkSVIpw4IkSSo1I2EhIn4rIh6IiD0R8XxEfCoilk/x2DkR8cGI+OuIeKp2jici4uaIeF2T9sdHRE7w83D7P50kSYPt8E5fICKuBK4D7gY+BKwE/k/g5yLizMzcNckpjgfWA/cCfw6MAj8JXAL8WkS8LTP/qclxXwRua9i3bZofQ5KkodXRsBARy4CrgfuBX8zMV2r77wf+hiI8fHyS0/wQOC0zH2w4903AA8AfA6c3Oe6hzPzsIX0ASZLU8WGIdwBzgbXjQQEgM28HngAumOwEmbmlMSjU9n8beBg4ZaJja0MYc1vvtiRJGtfpsHBGbfu1Ju/9K3BSRMyfzokjogIcAzw/QZPfA3YDuyJiU0T8UUTMns61JEkaZp2uWRipbZ9r8t5zQNTaPDaNc19CERY+1rC/Cvx34K+Ap4HlwLuA/0hRJ/G2+rsckiSp3JTCQkQsAq5o4bw3ZOYYxRAEwL4mbfbWti0PE0TEm4BrgYdoqHnIzGeAX2w45M8jYj3wQeA9wE0TnHc1sPqSSy5ptUuSJA2sqd5ZWAR8tIXzfhYYoxgGAJgN7GloM6e23U0LIuKNwJcoZkWcl5l7Jzlk3P9HERbOZ4KwkJnrgfVr1qzJVvokSdIgm1JYyMynKIYMWjVa2x4LfLfhvWOBrGszqYh4A3AnsB04OzObDW9MZBPwCrCshWMkSRp6nS5wvL+2/bkm7/0M8Ghm7pzKiSLiNIqg8COKoPB0i335SeAwJi6IlCRJTXQ6LPw1xfDDpRFx2PjOiPhl4LU0DAdExLKIOCkiFjbsPw34CrCLIig8OdEFI2Jpk30VivUeAG6f5meRJGkodXQ2RGb+MCL+I/AnwFci4maK4YffAx4Brm845FKK2oiLgP8GEBHHUdxRWAzcALypVuBY74t1K0FuiIgFwL9QDD0sA94JvJEivHyhjR9RkqSB1/HlnjPz2ojYAlxJ8WW/A/g88P9McQjiNcD43YKrStqMh4UvAe8DVgNLKGZibAT+D+DPMrM6jY8hSdLQikwL/xuNz4ZYt25dt7siSdJMmXAig4+oliRJpQwLkiSplGFBkiSVMixIkqRShgVJklTKsCBJkkoZFiRJUinDgiRJKmVYkCRJpQwLkiSplGFBkiSVMixIkqRShgVJklTKsCBJkkoZFiRJUqnDu92BXrZmzZpud0GSpJmS69ati2ZveGdBkiSViszsdh80hCLi65l5erf7oQP559Kb/HPpTcP05+KdBUmSVMqwIEmSShkW1C3ru90BNeWfS2/yz6U3Dc2fizULkiSplHcWJElSKcOCJEkqZVhQV0XEsRHxBxFxd0R8PyJ2RcTGiPjjiFja7f4Ns4j4nYi4KSIeiYhXIsIxyxkSEZWIuLL2335vRGyKiGsjYl63+zbMav9W3RoRT0RERsRT3e7TTLFmQV0VEb8LfBL4EnAv8CPgTOBC4PvAmZn5g651cIjV/iFcCjwAvAZYmZlNV3dTe0XEJ4HLgS8Cfwe8DrgMuAc4JzOrXeze0KoF5jHgm8AbgR2ZeXxXOzVDDAvqqog4GdjSGAgi4mJgA3BtZv5fXenckIuI44FnMrMaEX8LnG9Y6Lza/ye+BXwxM99Zt/8y4Abgf8/Mz3Wrf8MsIn4yM5+o/e+HgfnDEhYchlBXZebGCe4c3FLbnjKT/dGPZeZT/gbbFe8FAri+Yf8GYDdwwUx3SIXxoDCMDAvqVStr2+e72gtp5p0BVIH76ndm5l7gwdr70owyLKhX/b+17V90tRfSzBsBXsjMfU3eew5YFhFHzHCfNOR8RLXaIiIWAVe0cMgNmTk2wbl+D/gNYH1m/vdD793wauefi2bMXKBZUADYW9fmxZnpjmRYUPssAj7aQvvPUlQVH6BW2PjHFLMjLm1Lz4bbItrw56IZtRtYMcF7c+raSDPGsKC2yMynKIqypi0ifptirfV/AN6ZmS+1oWtDrR1/Lppxo8DrI2J2k6GIYymGKLyroBllzYJ6QkRcRFHt/RXgHROM10rD4H6Kf5vPrN8ZEXOAU4Gvd6FPGnKGBXVdRFwIfAr4J+BXalXf0rC6BUgOrjX5IEWtwk0z3SHJYQh1VUT8O+DPgR0U/0i+M+KAu+Y7M/OvutC1oRcRvwz8dO3lv6nt+3Dt9bbM/NOudGzAZea3IuJG4NKIuA34MsUKjpcDdwMuyNQlEfE+4Ljay+XAEXX/n3g6Mz/TnZ51nis4qqsi4irKC/CeHpYV0npNRPw34P0TvO2fSwdFxGEUdxZWA8cDL1CE6Y9k5s7u9Wy4RcRdwJsnePvuzHzLzPVmZhkWJElSKWsWJElSKcOCJEkqZViQJEmlDAuSJKmUYUGSJJUyLEiSpFKGBUmSVMqwIEmSShkWJElSKcOCJEkq9b8AG1ZeaZ088nIAAAAASUVORK5CYII=\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
+       "<Figure size 720x576 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "k1,k2 = sequence_len, predict_len\n",
     "i = random.randint(0,len(x_test)-k1-k2)\n",
-    "j=i+k1\n",
-    "\n",
-    "x,y=x_test[i:i+k1,0],x_test[i:i+k1,1]\n",
-    "u,v=x_test[j:j+k2,0],x_test[j:j+k2,1]\n",
+    "j = i+k1\n",
     "\n",
-    "fig = plt.figure(figsize=(8,8))\n",
-    "\n",
-    "ax = plt.axes()\n",
-    "ax.plot(x, y,'.', alpha=0.5)\n",
-    "ax.plot(u, v,'.', alpha=0.5)\n",
-    "ax.set_xlim(x1,x2)\n",
-    "ax.set_ylim(y1,y2)\n",
-    "plt.show()"
+    "pwk.plot_2d_segment( x_test[i:j+k2], x_test[j:j+k2],ms=8 )"
    ]
   },
   {
@@ -355,7 +332,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 480,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -374,8 +351,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de train batchs disponibles :  249\n",
-      "batch x shape :  (32, 40, 2)\n",
+      "Nombre de train batchs disponibles :  1094\n",
+      "batch x shape :  (32, 20, 2)\n",
       "batch y shape :  (32, 2)\n"
      ]
     },
@@ -395,46 +372,26 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[ 0.908  0.908]\n",
-      " [ 0.984  0.848]\n",
-      " [ 1.054  0.787]\n",
-      " [ 1.117  0.728]\n",
-      " [ 1.172  0.67 ]\n",
-      " [ 1.218  0.615]\n",
-      " [ 1.253  0.563]\n",
-      " [ 1.276  0.516]\n",
-      " [ 1.286  0.473]\n",
-      " [ 1.283  0.436]\n",
-      " [ 1.266  0.405]\n",
-      " [ 1.235  0.381]\n",
-      " [ 1.192  0.364]\n",
-      " [ 1.135  0.354]\n",
-      " [ 1.067  0.351]\n",
-      " [ 0.987  0.356]\n",
-      " [ 0.898  0.369]\n",
-      " [ 0.8    0.39 ]\n",
-      " [ 0.696  0.417]\n",
-      " [ 0.587  0.451]\n",
-      " [ 0.475  0.492]\n",
-      " [ 0.36   0.538]\n",
-      " [ 0.246  0.589]\n",
-      " [ 0.134  0.644]\n",
-      " [ 0.025  0.701]\n",
-      " [-0.079  0.761]\n",
-      " [-0.178  0.821]\n",
-      " [-0.27   0.881]\n",
-      " [-0.355  0.939]\n",
-      " [-0.432  0.994]\n",
-      " [-0.501  1.045]\n",
-      " [-0.562  1.091]\n",
-      " [-0.616  1.131]\n",
-      " [-0.663  1.164]\n",
-      " [-0.704  1.188]\n",
-      " [-0.74   1.204]\n",
-      " [-0.772  1.21 ]\n",
-      " [-0.801  1.207]\n",
-      " [-0.829  1.193]\n",
-      " [-0.857  1.17 ]]\n"
+      "[[ 1.123e-04  1.123e-04]\n",
+      " [ 1.511e+00  6.018e-01]\n",
+      " [ 1.097e+00  5.693e-01]\n",
+      " [ 6.731e-01  4.094e-01]\n",
+      " [ 2.772e-01  1.533e-01]\n",
+      " [-6.045e-02 -1.522e-01]\n",
+      " [-3.215e-01 -4.521e-01]\n",
+      " [-5.015e-01 -6.920e-01]\n",
+      " [-6.097e-01 -8.268e-01]\n",
+      " [-6.664e-01 -8.278e-01]\n",
+      " [-6.992e-01 -6.871e-01]\n",
+      " [-7.383e-01 -4.192e-01]\n",
+      " [-8.109e-01 -5.871e-02]\n",
+      " [-9.366e-01  3.453e-01]\n",
+      " [-1.124e+00  7.366e-01]\n",
+      " [-1.368e+00  1.061e+00]\n",
+      " [-1.652e+00  1.274e+00]\n",
+      " [-1.946e+00  1.349e+00]\n",
+      " [-2.215e+00  1.281e+00]\n",
+      " [-2.420e+00  1.086e+00]]\n"
      ]
     },
     {
@@ -453,17 +410,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[-0.886  1.137]\n"
+      "[-2.528  0.801]\n"
      ]
     }
    ],
    "source": [
     "# ---- Train generator\n",
+    "#\n",
     "train_generator = TimeseriesGenerator(x_train, x_train, length=sequence_len,  batch_size=batch_size)\n",
     "test_generator  = TimeseriesGenerator(x_test,  x_test,  length=sequence_len,  batch_size=batch_size)\n",
     "\n",
     "# ---- About\n",
-    "\n",
+    "#\n",
     "pwk.subtitle('About the splitting of our dataset :')\n",
     "\n",
     "x,y=train_generator[0]\n",
@@ -487,7 +445,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 482,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -498,14 +456,14 @@
       "_________________________________________________________________\n",
       "Layer (type)                 Output Shape              Param #   \n",
       "=================================================================\n",
-      "lstm (LSTM)                  (None, 100)               41200     \n",
+      "gru (GRU)                    (None, 200)               122400    \n",
       "_________________________________________________________________\n",
-      "dropout (Dropout)            (None, 100)               0         \n",
+      "dropout (Dropout)            (None, 200)               0         \n",
       "_________________________________________________________________\n",
-      "dense (Dense)                (None, 2)                 202       \n",
+      "dense (Dense)                (None, 2)                 402       \n",
       "=================================================================\n",
-      "Total params: 41,402\n",
-      "Trainable params: 41,402\n",
+      "Total params: 122,802\n",
+      "Trainable params: 122,802\n",
       "Non-trainable params: 0\n",
       "_________________________________________________________________\n"
      ]
@@ -514,8 +472,8 @@
    "source": [
     "model = keras.models.Sequential()\n",
     "model.add( keras.layers.InputLayer(input_shape=(sequence_len, features_len)) )\n",
-    "model.add( keras.layers.LSTM(100, activation='relu') )\n",
-    "model.add( keras.layers.Dropout(0.2) )\n",
+    "model.add( keras.layers.GRU(200, activation='relu') )\n",
+    "model.add( keras.layers.Dropout(0.5) )\n",
     "model.add( keras.layers.Dense(features_len) )\n",
     "\n",
     "model.summary()"
@@ -537,7 +495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 483,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -555,7 +513,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 484,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -569,41 +527,30 @@
    "metadata": {},
    "source": [
     "### 4.3 - Fit\n",
-    "6' with a CPU (laptop)  \n",
-    "2' with a GPU"
+    "3' with a CPU (laptop)  "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 485,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch 1/10\n",
-      "249/249 [==============================] - 8s 34ms/step - loss: 0.1236 - mae: 0.2570 - val_loss: 0.0126 - val_mae: 0.0924\n",
-      "Epoch 2/10\n",
-      "249/249 [==============================] - 8s 33ms/step - loss: 0.0247 - mae: 0.1219 - val_loss: 0.0058 - val_mae: 0.0628\n",
-      "Epoch 3/10\n",
-      "249/249 [==============================] - 8s 32ms/step - loss: 0.0174 - mae: 0.1010 - val_loss: 0.0046 - val_mae: 0.0561\n",
-      "Epoch 4/10\n",
-      "249/249 [==============================] - 8s 32ms/step - loss: 0.0150 - mae: 0.0926 - val_loss: 0.0036 - val_mae: 0.0469\n",
-      "Epoch 5/10\n",
-      "249/249 [==============================] - 8s 33ms/step - loss: 0.0142 - mae: 0.0895 - val_loss: 0.0033 - val_mae: 0.0462\n",
-      "Epoch 6/10\n",
-      "249/249 [==============================] - 9s 34ms/step - loss: 0.0130 - mae: 0.0859 - val_loss: 0.0018 - val_mae: 0.0343\n",
-      "Epoch 7/10\n",
-      "249/249 [==============================] - 9s 34ms/step - loss: 0.0126 - mae: 0.0844 - val_loss: 0.0022 - val_mae: 0.0368\n",
-      "Epoch 8/10\n",
-      "249/249 [==============================] - 9s 34ms/step - loss: 0.0127 - mae: 0.0835 - val_loss: 0.0033 - val_mae: 0.0427\n",
-      "Epoch 9/10\n",
-      "249/249 [==============================] - 9s 34ms/step - loss: 0.0115 - mae: 0.0796 - val_loss: 0.0024 - val_mae: 0.0374\n",
-      "Epoch 10/10\n",
-      "249/249 [==============================] - 9s 35ms/step - loss: 0.0119 - mae: 0.0809 - val_loss: 0.0021 - val_mae: 0.0351\n",
+      "Epoch 1/5\n",
+      "1094/1094 [==============================] - 27s 25ms/step - loss: 0.0720 - mae: 0.1922 - val_loss: 0.0118 - val_mae: 0.0879\n",
+      "Epoch 2/5\n",
+      "1094/1094 [==============================] - 35s 32ms/step - loss: 0.0340 - mae: 0.1360 - val_loss: 0.0025 - val_mae: 0.0400\n",
+      "Epoch 3/5\n",
+      "1094/1094 [==============================] - 33s 30ms/step - loss: 0.0320 - mae: 0.1310 - val_loss: 0.0061 - val_mae: 0.0551\n",
+      "Epoch 4/5\n",
+      "1094/1094 [==============================] - 37s 34ms/step - loss: 0.0319 - mae: 0.1302 - val_loss: 0.0039 - val_mae: 0.0509\n",
+      "Epoch 5/5\n",
+      "1094/1094 [==============================] - 39s 36ms/step - loss: 0.0309 - mae: 0.1275 - val_loss: 0.0018 - val_mae: 0.0331\n",
       "\n",
-      "Duration :  00:01:25 120ms\n"
+      "Duration :  00:02:52 056ms\n"
      ]
     }
    ],
@@ -621,12 +568,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 486,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -638,7 +585,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -669,7 +616,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 487,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -686,12 +633,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 503,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x288 with 2 Axes>"
       ]
@@ -708,10 +665,14 @@
     "sequence      = x_test[s:s+sequence_len]\n",
     "sequence_true = x_test[s:s+sequence_len+1]\n",
     "\n",
-    "pred = loaded_model.predict( np.array([sequence]) )\n",
+    "sequence_pred = loaded_model.predict( np.array([sequence]) )\n",
+    "\n",
+    "pwk.plot_2d_segment(sequence_true, sequence_pred)\n",
     "\n",
     "# ---- Show result\n",
-    "pwk.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, save_as='02-prediction-norm')\n"
+    "pwk.plot_multivariate_serie(sequence_true, predictions=sequence_pred, save_as='02-prediction-norm')\n",
+    "\n",
+    "\n"
    ]
   },
   {
@@ -724,47 +685,79 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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6pXfS91W39OJ02OZjiCIiEgCFuwBgNpnYsSaL6pZebjT1fPn43tJc3j5+44EZvc/n4+3jlewtyZ3voYqIyDQU7vIlW4yZXcVZnL3ZSkv3IAD7NhfQ0j3I6++do7Kxm7HxCSobu3n9vbPcaOphw9L0MI9aRETup03Kco/k+FieWOnm40sNPLs+jwRbDG98cxP7T1Xx2rtnaO0ewumwsbckl996ciWfXGkiLtbCEufk9+VFRGT+KdzlAdmp8azNS+VIRT17S3OxWy28tL2Il7YXPfDa3cXZHC6vx2QY5KYnhGG0IiJyP12Wl0mtyErG5bBz/HITE1PUoAf/XvldxdmcutZMfUf/PI5QRESmonCXSRmGwSOFLsYnfJy50frQ16Yn2dixJosTV5po6hyYpxGKiMhUFO4yJbPJYMeaTBo6B7je2P3Q17ocdravzuTY5UaauxTwIiLhpHCXh7Ja/Cvoy6rbpp2Vu5Pj2LrSzceXGmntGZynEYqIyP0U7jKtJLuVbasy+eRyIz0DIw99bVZqPE+syOBoRcOUDWlERCS0FO4yI+7kOEoL0jlSUc/w6PhDX5uTlsCmIheHK+rp7BuepxGKiMgdCneZsaJMB9lpCRy71Mj4xNQr6AHynIk8WujiUHkdXf0KeBGR+aRwl4BsWJqO2WTweWXLAyVp75fvSmRDgZNDF+qnvZwvIiLBo3CXgJgMg62r3LT2DHGlvmva1xe6kyjJT+PQhTp6ByfvGS8iIsGlcJeA3VlBf7G2k/r26QvXFGU6WJ2bysELdfQPKeBFREJN4S6zkmCLYfvqTE5ebZrRPfWV2cmszE7m4IU6BobH5mGEIiKLl8JdZs3lsLOx0MnhigaGRqYP7NU5KRS6HRy8UMfgDF4vIiKzo3CXOVmakcRSVyJHLzYwPjEx7evX5qWS70zk0IU6hqbZUiciIrOjcJc5K8lPw261cOra9CvoAdYtSSU7NYFDF+qm3TMvIiKBU7jLnBmGwZaVbroHRqio7ZzR69cXpJHhsPNReT0jYwp4EZFgUrhLUFjMJnauyeJaQxc1rb3Tvt7fdc5JWmIsh8vrGR2f/pK+iIjMjMJdgiYu1sLONVmcvt4yo7ryhmHw2DIXjrhYjlTUM6aAFxEJCoW7BFVaoo1NRS6OXmyY0ZY3wzDYtNxFnNUy40V5IiLycAp3Cbo8ZyLLs5I5erFhRrNxk2HwxEo3VouZjy9OX7deREQeTuEuIVGcm4IjzsqJK00zWkFvur0oz2QYfHJZAS8iMhcKdwkJwzDYvNzF4MgY56vbZ/Qes8lg22o3ExM+Tl5pYmIGXwpERORBCncJGbPJv4L+ZksvN5t7ZvyeHWsyGRod59OrzTOa9YuIyL0U7hJSNquF3cVZnLnRSkv34IzeYzaZ2FWcRd/Q6IwL44iIyC8p3CXkkuNjeWKFm2OXGumbYVc4i9kf8N0Dw3xe2aqAFxEJgMJd5kV2WjxrclM4UjHzinRWi5nda7Np6x3izM02BbyIyAwp3GXerMxOxplk5/jlmS+Ws1rMPLk2m6auAcqq2xXwIiIzoHCXeWMYBo8uczE+4ePczbYZvy82xsxTa7Opa++jvKYjhCMUEVkYFO4yr8wmg+2rM6lr7+N6Y/eM32ezWnhqXQ5VLb1UKOBFRB5K4S7zLjbGzK7ibMqq2mjqGpjx++xWC0+ty6ayqZvLddN3nxMRWawU7hIWSXFWtq3K5JPLjfQMjsz4ffGxMexZl8Pl+i6uNnSFboAiIlFM4S5h406JozQ/nSMVDQyPzryne7zNH/AXazqoDODSvojIYqFwl7AqynSQlRLHsUuB1ZNPtMfw1LocyqrbZ1z9TkRksVC4S9htLHRiNhl8cSOwanRJcVaeWpfNmZutVLf0hnCEIiLRReEuYWcyDLauctPSPRjwffTk+FieXJvN55Ut1LT1hWaAIiJRRuEuEcFqMbNzTTblNR3Ud/QH9N7UBBu712Zz+loz9e2BvVdEZCFSuEvESLTHsGN1FievNNHVPxzQe9MSbewszuLk1SYaO2e+vU5EZCFSuEtEcTnsbFjq5EhFA0MjYwG915lkZ/tq//a65gD2z4uILDQKd4k4he4k8l2JfHypkfGJiYDem5Ecx7ZVmRy71DjjFrMiIguNwl0iUml+GrExZk7Pop97ZkocT6x08/HFBtp7h0I0QhGRyKVwl4hkGAZbVrrp7B/mYm3gpWazU+PZvDyDw+X1dPQp4EVkcbGEewAiU4kxm9hZnMUH52qxxpj5/HoLB8pqae0ZxJlkZ29pLvs2F2C3Tv6vcW56AhM+Hx+V17NnXQ7J8bHz/AlERMJDM3eJaPGxMWwucvH6u2eobunl1Rc28rNXnuXVFzZS1dLLy2+eZvAhC++WOBN5ZKmTQxfq6R6YeQ17EZFopnCXiHf0YiNFmQ5eeX49hW4HZpOJQreD7z6/HpfDzv5TVQ99f0FGEqX5aRy6UBdQkxoRkWilcJeId6Cslt/YugzDMO553DAMXtxSyIHztdMeY1mmg7V5qRy6UE/f0GiohioiEhEU7hLxWnsGyXclTvpcviuR1u6ZLZhbnpXM6pxkDp6vo39YAS8iC5fCXSKeM8k+ZWOY6pZenA7bjI+1MjuF5VkODp2ve+i9ehGRaKZwl4i3tzSXt4/feGC/u8/n450TN9hbkhvQ8dbkplKQkcTB83UBV8ETEYkGCneJePs2F9DSPcjr752jsrGbsfEJKhu7ee0nZ2jo6Gff5oKAj7luSRp56QkcKq9neHQ8BKMWEQkf7XOXiGe3Wnjjm5vYf6qK1949Q2v3EE6HjS0r3BS5HYyMTWC3Bn7ckvw0xif8++CfWpeN1WIO/uBFRMLACLS0ZzB4PB4fgNfrnfdzy8Jyo6mb8poOninNxTZFMZuH8fl8fHGjlbbeIZ5cq4AXkahiTPWELstLVCt0O1jinF2TGfBvp3uk0ElKfCxHKhoYHQ/8GCIikUbhLlGvND8Nu9XCyavNATeZAX/AbypykWiL4WhFA2MKeBGJcgp3iXqGYfDEigz6hka5cKtj1sfYvCIDW4yZY7O8CiAiEikU7rIgWMwmdq7J4kZzDzebe2Z1DJNh8MRKNyaTwSeXmhifmP/1KCIiwaBwlwXDbrWwuziLMzdaae4amNUxzCaDbasymfD5OHGliYkwLDgVEZkrhbssKMnxsWxZ6ebY5cZZN4kxmwx2rMlkZGyckwp4EYlCCndZcLJS4ynNT+fIHArUmE3+y/yDI+Ocuja7hXoiIuGicJcFqSjTQU5aAh9fapj1vXOL2cTO4ix6B0f5rLJFAS8iUUPhLgvW+qXpWM1mTs9h5h1jNrGrOIuOvmG+uNGqgBeRqKBwlwXLZBhsWeWma2CEitrOWR/HajHz5NpsWroHOVvVpoAXkYincJcFLeb2FrnrDV1Tto2dCavFzJPrcmjoGOD8rfYgjlBEJPjUOEYWvLhYCzuLs/joQj3xNgvOJPusjmOLMbNnXTYHztcxNu7jan0XB8pqae0ZxJlkZ29pLvs2F2CfRY17EZFg0sxdFoXUBBuPr8jg44uN9A6Ozvo4NquFrSvd/MUvKqhq6eHVFzbys1ee5dUXNlLV0svLb55mUD3iRSTMFO6yaOSkJVCcl8KRinpGxmbfw/2Dc7UUZTr47vMbKHQ7MJtMFLodfPf59bgcdvafqgriqEVEAqdwl0VlZXYKmSlxt+vHz25h3IGyWl7cUohh3Ntt0TAMXtxSyIHztcEYqojIrCncZdHZWOjEZBh8Psu96609g+S7Eid9Lt+VSGv30FyHKCIyJ0EPd4/H87LH4zkc7OOKBIvJMNi6yk1rzxCX6gLfIudMsk+58r66pRenwzbXIYqIzEkoZu4rgR0hOK5I0FgtZnYXZ3Glvouatr6A3ru3NJe3j994YNbv8/l4+3gle0tygzlUEZGA6bK8LFrxthh2rsni1LVm2ntnfil93+YCWroHef29c1Q2djM2PkFlYzevv3eWG809rMhyhHDUIiLTm3ZDrsfjeS3AY66f5VhE5l1aoo3NyzM4erGBZ0pzibfFTPseu9XCG9/cxP5TVbz27hlau4dwOmzsLcnl9/au4cSVJsqq2yhZkvbAojsRkfkwk2ob3wN8QCD/lVJ9TokaeekJ9A6OcLiigb2lOVgt5mnfY7daeGl7ES9tL3rguadLcjh4oZ7xCR8bCtIV8CIy72YS7oNAPfD6DI/5W8ATsx6RSBiszkmhd3CU45eb2FmchWkOgWyzWthTksNHF+r4YqKVRwqdCngRmVczCfdyYJnX6/2bmRzQ4/HsROEuUcYwDB5d5uJIRT1nbrTy6DLXnI5nizH7A768ntPXW9hU5FLAi8i8mcmCujIgxePxaAmwLGhmk8H21Zk0dg5wpX72XeTuuNNNrntghE+vNTOhbnIiMk9mEu6fAz3Aqhke8zjwt7MekUgYWS1mdq/NpqKmk7r2wLbIPex4/UNjnLzSpIAXkXlhhKM3tcfj8QF4vd55P7fITLT2DHK0ooEn12WTmjD3ojRj4xMcvdiA1WJmy0o3ZpMu0YvInE35HxL1phSZhDPJzqPLXBytaOCZ9XnExc7t/yoWs4ldxVl8fLGRTy41sm21G7NJZSbuGBwZY/+pKrXQFQkS/ddFZAr5rkSKspI5UlHP6PjEnI9nNpnYsSYLDPj4YiPjE3M/5kIwODLGy2+eprq1Vy10RYJE4S7yEMW5KaTEx3LicnDul5tNBttWZRJjNnG4vIGxIHxpiHb7T1WRkWznlX3r1UJXJEhmFe4ej+ef3d0c5v7fRRYKwzDYtDyDkfFxzt1sC8oxzSaDLavcxMVaOBykqwLRTC10RYJvtjP3fO5tDnP/7yILhtlksGN1FnXtfVxr6ArKMU2GweMrMki0WfnoQh0jY+NBOW40UgtdkeDTZXmRGYiNMbNrbTbnb7XT0NEflGOaDIPNy12kJMRy6EI9w6OLM+DVQlck+BTuIjOUZLeyfVUmJ6400dU/HJRjGobBY8tcuBx2Dl2oY2gRBvzDWui+c+KGWuiKzILCXSQAGclxbCx0criiIWiruA3DYOPSdDJT4jl4vnbRrQ6fqoXu9989S0v3APs2F4R7iCJRRxtIRQK0NCOJ3sFRjl5sYM+6HCzmuX9HNgyD9QVpmE0GH56vY8+6nDnvrY8Wk7bQTbJR6E7kN3ev1D53kVnQ/2tEZmHdklR6Bkc4ebWZbavcQWkKYxgGJflpmEwGH56vZc+6nBn1l18IJmuh2zs4yi/O1bDEmRCUKoEii4kuy4vMgmEYPLEig8GRMcqq24N67LV5qSzPSubD83X0Do4G9djRJNEew8alTo5fblI9AJEAKdxFZslsMrFjdSa3WnupbOwO6rFX56SwKieFg+dr6RkcCeqxo8nSjERS4mM5G6QaAyKLhcJdZA5sVgu7irM5V9VGU+dAUI+9MjuZtUvSOHi+ju6BxRnw/iJCLura+6hvD84WRJHFQOEuMkeOOCvbVmXyyeXGoIdwUaaD0nx/wAdr+120sVrMPLHSzafXmhlaZDsJRGZL4S4SBO6UONYXpHOkoj7oe9UL3Q4eKXRy8EId7b2Ls1qbOzmOQncSJ682P7AfXkQeNNtwrwaOPeR3kUVnWaaDvPREPr7YEPSOb/muRDYtc3G4vJ62nsUZ8OuWpDE0Os61IK9vEFmIjHB8C/Z4PD4Ar9c77+cWCSWfz8exS42YTAZbVwZni9zd6tr7+PRqMzvWZOFy2IN67GjQMzDCB2W1PF2SQ3J8bLiHIxJuU/4HRpflRYLIMAy2rHTTOzjKhVsdQT9+TloCT6x08/HFBpq6gruALxokxVlZX5DO8StNQb86IrKQBC3cPR5PisfjiQ/W8USilcVsYldxFjeae7jZ3BP042enxrNtVSbHLjXSGOQV+tFgmTuJhNgYyqqCW19AZCEJKNw9Hs+THo/n33s8npS7HnN5PJ6PgTagw+Px/G/BHqRItLFbLewuzuLMjVZaugeDfnx3Shw7Vmdy/HLjotsiZhgGm1dkUN3auyi/3IjMRKAz9z8A9nm93s67HvuPwDagEmgH/oXH43khSOMTiVrJ8bH+S+iXGkJSiCYjOY6dxVmcvNpETVtf0I8fyWwxZh5fnsHJq02LspOeyHQCDfcS4PidXzwejx34OnDQ6/WuAFYAtcDvBm2EIlEsOzWekiVpHKloCEm/dmeSnd1rszl9vXnKnugLVVZqPEuciZy6pu1xIvcLNNxdQMNdv28CbMBfA3i93l7gZ/hDXkSA5VnJZKfG8/GlBsYngh9CaYk2nlybzec3WkJyjz+SrS9Io3dwlMqmxfW5RaYTaLgPA3fvv9kG+Lh3j3sPkDrHcYksKBuWphNjNnH6emhmmakJNvasy+Hszbag17mPZGaTiW2r3JyraqNnkZboFZlMoOFeBey+6/fngeter7f+rsdy8S+uE5HbTIbB1lWZdPYNU1HbOf0bZiE5PpanS3K4cKudaw1dITlHJEqOj2XdkrTb2+N0eV4EAg/3vwHWejye0x6P5xNgLfB3971mA3A1GIMTWUhizCZ2FmdxvaErZPfHk+KsPFWSQ0VtJ1fqQ/MlIhKtyHJgizFTfkvb40Qg8HD/L8A7wCPAFvz319+486TH43kMWAUcDdL4RBaU+NgYdhZn8VllC609wd8iB5Bkt/J0SQ6X67q4WBv8QjqRyDAMHl+RwfWmbpoXYXEfkftZAnmx1+sdBb7h8Xh+F/DdXkB3t5vAevy15kVkEqkJNp5YkcHHFxt5Zn0uCbaYoJ8jwRbD06U5HDpfx/iEj3VL0oJ+jkhjt1p4fHkGJ64285WNeVgt5nAPSSRsVFteJEyu1HdyraGbZ9bnhiyIBkfGOHi+jrz0BEry04Je6z4Snb7ezMjYBNtWZYZ7KCKhptryIpFmRVYy7uQ4jl1qDNlCMLvVwtMlOdR19HO2qm1R7AffuNRJZ9/wotsWKHK3h16W93g8N/FvdXvK6/VW3f59Jnxer7dwzqMTWcAMw+CRZU6OVjTweWULm4pcIZlZ26wW9qzL4aPyer640cojhc4FPYO3mE1sXeXm0IV6nEl2Eu3Bv+0hEummm7mb7nuNCf9lgOn+0RUBkRnwb5Fz09ozxOX6rpCdJzbGzFPrsmnrHeL09ZYFP4NPTbCxJjeFk1ebmFjgn1VkMrrnLhIB+odG+cW5Wh4rcpGXnhCy84yMjXOkooFEWwybV2RgWsAzeJ/Px6EL9biT7axdBAsKZVHSPXeRSBZvi2FXcRanrjXT3jsUsvNYLWZ2r82mf3iME1cW9qzWMAyeWJnBlfqukG07FIlUgbZ8TZ/h6x6Z3XBEFq+0RBubi1wcvdhA/9BoyM4Tc7vf/MjoOJ+EcDHfvBgahJ++BS9/C377Of/Pn77lfxx/XYHHilycuNLEyJi6x8niEejMvczj8ex42As8Hs+/5K7OcSIyc3nORFZmJ3PkYkNIw8hyu1rehM/HsUsNjE9MhOxcITM0CH/+R1B/C37/VfjxT/0/66v9j98O+CXORFwOO1/caA3veEXmUaDhngoc8ng8/9bj8dxzrd/j8aR6PJ5/xN/fvX7Sd4vItFbnpJCeaOP45dBeNjebTGxfnYXJMPj4YiNj41EW8Af3Q1oG/M6/gbxCMJv9P3/nFUhz+Z+/7dFlLlq6B7nVurja4sriFWi4PwZcA14FPvJ4PG4Aj8ezFSgDvgK8i79KnYjMgmEYPLrMxfiEjzMhnm2aTQbbVmcSYzZxpKKB0WgK+OMH4Llfh/sXBRqG//ETH375UIzZxNaVmXx2vYX+4dDd8hCJFAGFu9frrcBfV/5vgZ3AeY/H8xfAYSAd+D2v1/uC1+tV9QiROTCbDHasyaSxc4ArIdwiB/7teFtWuYmPtXC4vD567k13tEF2/uTPZeVDx71fjNKTbKzMTubkldC03RWJJAGvlvd6vYNer/c3gX8NOIHfAzqBR71e718GeXwii5bVYmZXcTblNe3Ut/eH9Fym241XHHHW6An41HT//fXJNFRDqvOBh9fkpTLh83GpbnYd8wZHxnjr2HW+9aPDPPuDn/OtHx3mrWPXGRwZm9XxREJlVlvhPB7P0/jDHaAX/6z9f/V4PPHBGpiIQKI9hh2rszh5tYmOvtBtkQP/7YBNRS5SE2wculDP8GiEB/zWvfD+O3D/LNzng5+/A1uefuAtJsNgy0o3F2s7A95yODgyxstvnqa6tZdXX9jIz155lldf2EhVSy8vv3laAS8RJdCtcGaPx/ND4H0gDvgGsAz4EPgmcMbj8ZQGe5Aii5nLYefRZS6OVjTQ3jsU0pmj/36/E5fDzsELdQxFcsDv2QftLfCXfwo1lTA25v/549eh5gYsXzvp2xJsMTxa6OT4laaAFhHuP1VFRrKdV/atp9DtwGwyUeh28N3n1+Ny2Nl/qipYn0xkzgKduX8C/K/AeWCD1+t9x+v1tnm93meBPwIKgE89Hs8/D/I4RRa1fFcieekJ/Ku/+TTkM0fDMNi4NJ3s1HgOnq+N3BmpzQ7f+aH/vrv3++D5mv9nTgH80X+ErCX+wB8deeCtBRlJpCXEcubmzBcsHiir5cUthQ/U5TcMgxe3FHLgfO1cP5FI0AQa7puBvwAe93q9lXc/4fV6/z2wHWgC/vfgDE9E7rjS0MXSjKR5mTkahkFpfhpLnIl8eL4ucleY2+zw1Zfgh38D/8f7/p9ffQkcaZDogMYa+Ph96H7wHvtjRS7qOwaobeub0alaewbJdyVO+ly+K5HW7tDeNhEJRKDh/rzX6/3nXq/3wa/CgNfrPY1/G9x/m/PIROQeH5bV8Y1ty+Zt5mgYBuuWpFGYkcTB83UhrZoXMrlLYcU6OHkI6u798mO1mNm60s2p680zujrhTLJT3TL5Pvnqll6cDltQhiwSDIFuhZs2tL1eb5fX6/367IckIpMJ18yxOC+V5VnJHDhfR+9glAb8E0/CyLD/97sW4LkcdorcDk5eaZp2e9ze0lzePn7jgdf5fD7ePl7J0yU5QR+6yGw9tJ/7VDweTybwJJANxE7yEp/X6/3+XAYmIve6M3MsdDseeC7UM8fVOSmYTQYHz9fy1LockuKsITtXSDhS/f90tcPFs7Bxq/+SPrB2SRoHymq52tDFyuyUKQ+xb3MBL795mtffO8eLWwrJdyVS3dLLOycqudncw441mUz4fAu6055Ej4DD3ePx/Dv8i+fufq8B+O773wp3kSC6M3P87vPr77k07/P5eOfEDfaW5Ib0/CuykjEZBgcv1PHk2myS4yf7Xh/hklL8pWmPvQ+PbIdUJ2aTwdZVbj44V4s7OW7Kz2W3Wnjjm5vYf6qK1949Q2v3EE6Hjb0lufzBc8V8XtnK0YoGtq5yY7WY5/mDidwr0K1wLwF/jH/V/NfxB/nf4N8S938CE8A7wO7gDlNE9m0uoKV7kNffO0dlYzdj4xNUNnbz2k/O0NTZz77NBSEfQ1Gmg9L8dA5dqKezbzjk5ws6kwlWlsC6x+DyuS8v0SfZrWwoSOeTy00PbaJjt1p4aXsRf/sHu/nF957jb/9gNy9tL8IRF8uu4mzsVktkL0CURSPQBXW/B9QBz9x1/7369pa438VfW/4FICmIYxQRfjlzLHAl8tq7Z/jqn33Aa++eITUhlh1rspivi8GF7iQeKXRyqLwupL3nQ8qdC0/sgfExuFwGY2MUupNIssdw9mbbrA5pNhlsXu4i35nIB+dqQ150SORhAg33tcD7Xq/37qWlX15/8nq9B4AD/LJ6nYgE0WQzxz94bi1FWQ4Oz2Pjl3xXIpuWuThcXk9bT5SG2J1bGwN9cOIAxkAfm5dnUNPWR0PH7Mr9GoZBcV4qG5c6OXShPuRlg0WmEmi4xwDtd/0+CNy/uqcCKJnLoEQkMCVL0kiOs/LJpcaQtom9W54zkcdXZHCkop6W7sF5OWfQWWJgwxbIWQrHPySWcbascHPyavOcqvPluxLZuSaLk9eauNbQFbzxisxQoOHeCGTe9XsNsO6+12QDEVrSSmRhMgyDTcszmPD5+Ox6y7x1PctJS2DLSjdHLzbQ1DUwL+cMOsOAwlWw/RmIseKe6KPAlcCpq3PrHudy2Nlbmsvluk7O3GhVJzqZV4GG+zn8l+bvOAxs83g83/R4PPEej+dXgOdvv05E5pHZZLB9dSZtvUNU1M6u69lsZKXGs31VJp9capz15eyIYI+HiQm4fI71rRcZ7B+gsmlu3auT7Fb2rs+jrXeIjy81BlTLXmQuAg33nwFrPB7PnWW5PwS6gb8GeoB/xL+C/nvBGqCIzJzVYmZ3cTbXG7u5McdgCoQ7JY4da7I4caWJuvaZlXONSCYTPPEUprg4dnScp+JKDd0DkxbknDFbjJmn1mVjMRl8eL4ucmv1y4JizPVS0e2g/w5QCFQDXq/XWz7Ne3z4Xzinc4vI5Lr6hzl4vo6tqzLJTImbt/O29gxytKKBTUUu8pyTV9OLGg23uDoWz83mHp7eWIDZNLf9CD6fj/O32rnZ3Mvu4qzorBMgkWbKfynnHO6zoXAXCb3mrgGOXWrkyXXZpCbMX93z9t4hDlfU82iha8pyudHC5/Nx6d39WFNSKdq9wz+zn6MbTd2cvdnGtlWZuOfxi5csSFOG+9z/TRWRiJSRHMejy1wcqWiY16YvaYk2nlqbwxc3Wuf11kAoGIZB4bN76WxsouujX8Dw3Lf9FbodbFuVySeXG7nR1B2EUYo8SOEusoDluxJZlZPC4Yp6RsZmv7UrUCkJsTy1Lpuy6jYqG6M7wGwJCWQ/8xXKe00Md7RP/4YZcKfEsackhwu3OiirbtNKegk6hbvIArcqOxl3chxHLzY8tLRqsCXHx7JnXQ4XbrVzNcr3emc7E7Gt28jpThO+6xVQff2e7nKzkRwfy7Prc2nsHOD4lYeXvRUJlMJdZIEzDIONhU5iLWZOXpnb3u1AJcVZ2VOSy8XaTsqq2njr2HW+9aPDPPuDn/OtHx3mrWPXo2b1+PqCdLoHhqk2p8DNy1B2CsbndjXEZrWwZ10OExM+Dl2on1PhHJG7KdxFFgGTYbBlpZuBkTHOVs2udvpsJdpj2L7KzX/6eTlVLT28+sJGfvbKs7z6wkaqWnp5+c3TURHwFrOJrSsz+bxpiJ5Hn4TxUbheEZTjbl+dSXqijQPnaugZnNvWOxFQuIssGhaziR1rsqhr7+dKfde8nvtAWR1FmQ6++/wGCt0OzCYThW4H331+PS6Hnf2nquZ1PLOVkhDL2rxUTla2M7FhKywvhp4uaG2c03HvXF1ZlZPCgbLa6C3nKxFD4S6yiNhi/EVuKmo6qGntnbfzHiir5cUthff0oQd/qL24pZAD52vnbSxztTI7GYvZRHlNJ5jMMDoCZ0/4Z/FzvOWxPCuZJ1b4y/lWt8zf348sPAp3kUUm0R7DruIsTl1vmbcZYmvP4JR73vNdibR2R09nOcMweGKFm2uNXf4/vzQXbHsWGmvhwmdzPn52ajxPrcvm7M1Wyms6tJJeZkXhLrIIpSXa2LLCzceXGuiZY3nVmXAm2aeciVa39OJ0zF+RnWCIi7WwqSiDE1ea/FsM4+Jhy9OwdIW/Pn3/3GbdqQk29q7Ppaa1l1PXWhifUMBLYBTuIotUdlo8pfnpfFReH/IFbXtLc3n7+I0HZqE+n4+/++Q6u4uzQ3r+UMhLTyAzJY7PK1v9D5jNkJgMPZ3wyQfQUDOn48fHxvB0aS6DI2McLp/fOgUS/RTuIotYUaaDpRlJHKloYDSEHcv2bS6gpXuQ1987R2VjN2PjE1Q2dvP6e2ep6+jHbrXMuUFLOGwsdNLWM3jvVYnkNNi8Gy6egUtn53QfPsZsYmdxFo44KwfKaumbx0qDEt1UW15kkfP5fHx6rZmhkXF2FmdhMubWIGUqgyNj7D9VxYHztbR2D+F02Nhbksu+zQXUt/dzrrqNHauzcDnsITl/qLT3DnG4vJ7nNuQRb4v55RPDQ1BXBUtX+gN+DnXpfT4fV+q7uFjbya7iLNISo+s2hoSMGseIyNTGJ3wcragn3hbDpiLXA6va50N9ez8nrjbx+PIMctMT5v38c1FR00FDZz9Prct58MvR0CCcPAgbtvhn9XNQ09bHqWvNbF6eQV6U/RlJSKhxjIhMzWwy2LY6k/beISpqOsIyhuy0eHYXZ3PqejPXoqxc7ercFAAu1XY++KTNDitL4dPDcOv6nM6Tl57A7uJsPrvewuW6Tq2klykp3EUEAKvFzK7ibK439YStW1l6ko29pblcquuMqoYqJsNgywo3l+s6ae+dZFtfVh5s3QN11f598XOQnmTjmfW5XG/s5vPKViai5M9I5pfCXUS+FBdrYXdxFmdvttHQ0R+WMSTZrTxTmktDxwCfXmuOmvCKt8Xw6DIXxy83Tr44MTEZtuwBswUqvoCB2f/5JthieGZ9Lt0DIxwN8WJIiU4KdxG5R3J8LDvWZHHiShMdfeEpLmOzWthTksPQyHhUhVe+K5H0JDtnbrRO/SLDgFgbfPILaG2a9bmsFjO712Zjs5r5sKyWgeHIr88v80cL6kRkUrdae/niRit7S3NJuHsV+Dwan/Bx+nozXf0j7C7Owma1hGUcgRgZG+e/n66mrXeIU9eaae0ZxJlkZ2+pf2eA/c5naG30l619/ClISp71+Xw+HxW1nVxv6GJXcTYpCbHB+SASDbSgTkQCs8SZyOqcFA6X1zMcplakZpPB48szyEqJ44Oy2qjomDY+4ePoxQbaeoce3gHPmQk7v+IP9rYmGJvdHnbDMFibl8qGpU4OXaijPky3UySyKNxFZEqrclLISo3n6MUGxifCc2ncMAxKC9JZnZPCh2V1ky9YiyD7T1WRnRbPH399Bh3wYm/vV2+ogWO/gL6eWZ8335XIjjVZnLzaFHW7DST4FO4i8lAbl6Zjt1o4caU5rKvXl2cl81iRi4/K6yN6djqrDnjrHoOlq+D4Af8sfpZcDv/l/8t1nZy52Ro1uw0k+BTuIvJQhmGwZWUGgyNjnL3ZFtax5KUnsHNNFievNIVtu950Zt0BL78INu2CBId/u9wsr5Qk2a3sXZ9HW88Qxy41MhYlixEluBTuIjIts8nEzjVZ1HX0c7lukkIt88jlsLOnJIfztzoisiXqnDrgpaT7i95cK4fTR/wlbGfBFmPmqXXZmEwGBy/UMRTixkASeRTuIjIjsTFmnlybzcXaTm61zq2l6Vwlx8fyTGkut1p7+ayyJaL2wj+sA947J26wtyR3+oOsWu9faHfsF9DVPqtxmE0mtq50k5kcxy/O1dLVPzyr40h0UriLyIwl2GLYVZzF6esttHQPhnUscbEWni7JoWdgNKIuP0/VAe+1n5yhuWuAfZsLpj+IyQRrNsLq9XNaZHdnMeLavFQOnq+jqXNg1seS6KJ97iISsPqOfk5ebeLpklwccdawjmV8wsfJq00MDI+xc00WsTHmsI4HJu+AtyYnhcdXZLB9dVbgB6yrgo4WKH4ETLP7fE2dA3xyuZENS50UupNmdQyJOOoKJyLBVdnYTXlNB8+sz/1lYZYw8fl8nL3ZRn1HP0+uzb639WqEGB4d56df3GL76szA29qOjsC5k/578I9sA3v8rMbQ1T/M4YoGCjOSWLckNSzd/ySoVMRGRIJrWaaDQncSh8vrw14e1jAMNhY6WZbp4IOyWjr7Iu/+cmyMmUcKnZy+3sL4RICTqhgrPLoDMnLg0rlZjyE5PpZn1+dS39HPiStNYatdIKGncBeRWVubl0pqgo1jFxsCD6wQWJ2Twsbbldoi8f7yEmcCcVYzV+pnsePAMGB5Max/Agb7oeoqzOLKq93qX6swNuHj0IXwVR+U0FK4i8isGYbBpuUuDMPgs+stEbEtLd+VyLZVmXxyuXHKLWnhYhgGjxVlcLG2k97B2ZWbxWTyh/qtSjhzfFZlay1mEztWZ5KeaOODczVRUdZXAqNwF5E5MRkG21Zn0tk/THlNR7iHA4A7JY6n1uVw5mYrl8K8L/9+ifYYVuek8Nn1OVT8i0uArXvBbIaTh2Y1g79zK2NlTgoHymrDvvtBgkvhLiJzFmM2sas4ixtNPVQ2RkbluJQE/174ysZuvrgRWaVYV+WkMDAyxq3WvtkfxGKB0sdhw1b/77PcD78iK5knlrs5erEh4q50yOwp3EUkKOxWC7vXZnOuui1iar/H22LYW5pLe+8Qxy9HzgIys8lgU1EGX9xoZWRsDve8DQMSEv2r6D87ClfOz2oWn50Wz1Prsjlzs5WKCKz6J4FTuItI0DjirOxY7a/9Hind22Jvl2Id9/k4XN4wtzANIpfDTk5aPOeqglCv32aH7c9BW7O/bO0s7sOnJth4Zn0u1a29nLo2ixX9ElEU7iISVC6HnU1FLo5UNNA3NMtFY0FmNpnYvjoTR5yVA2V1DAxHRq319QXp1Lb109oThPvdNjs88SS4c/yFbsYD/xITHxvD0yU5DI6McaSiPmK+CEngFO4iEnR5zkSK81L4qDxytlqZDINHlzkpcCXyQVlk1Fq/s/c9aDNlkxnylwM++PjnUHsz4ENYLWZ2FmeRaI/hQFkt/RHyBU0Co3AXkZBYmZ1CTmo8Ry82RMy9bsMwKM5LpWRJGgfP10XECvE57X2fiskMG7fB1QtQ/jlMBPYFy2QYPLbMRaHbwS/O1UbMLRaZOYW7iITMhqXpxFktHL/cFFGLtArdSTyx0s3HFxuoaZvDivUguHvve1BvYzhSYMdz/sV2A4EX9DEMg9U5KTy2zMlH5fXUhvnPSQKjcBeRkDEMgydWZjA8Ns6Zm0FYOBZE2anx7F6bzWfXW7ja0BXWsfxy73uQCwHFWP216BMSoeILaG+BoUH46Vvw8rfgt5/z//zpW/7HJ5HnTGR3cTanr7cE9+qChJTCXURCymwysWN1Fg0d/RFXUCYt0cbe0lyu1HVyrqotrFcXVuWk0D88Ore97w/jzIRPD8Gf/SHU34LffxV+/FP/z/pq+PM/mjLg05P8K+mvNXTzeWULExF0FUYmp3AXkZCLjTHz5NpsLtd1RlyhlES7fy98Y+cAn15tDtsWsKDtfZ9KRjYMD/t//s6/gbxCf4W7vEL4nVcgzQUH90/59gRbDM+sz6Wrf4SPLzaEvVmQPJzCXUTmRbwthl3FWXxe2UJzV2Q1dbFZLewpyWFodJyjFeHrchfUve+T+ewIfOUb/uI3dzMMeO7X4cSHD3271WJm99psYmPMfFhWGzFbCuVBCncRmTepCTa2rHRz7FJjRGxFu1uM2cTO4iziYmM4eL6OwZHwBFdQ977fr6MNsvMnfy4rHzpapz2E2WTw+PIM8tIT+OBcTUS21xWFu4jMs6zUeDYsdXK4oiHiZn4mw2DzchfZqfEcKKsNS7e02BgzG5emh6ZKXGq6//76ZBqqIdU5o8MYhsHaJWmsL0jn0IU6GiKk3LD8ksJdROZdoTuJIncShyOwCpphGJTkp7EmN5UDZbW09cz/Hu98VyL2YO99B38nufffebD+vM8H7/89bHk6oMMVZCSxY00WJ642cT1CGgaJn8JdRMKiOC+V9EQbxy41RmQd86JMB5uLMjhSUU99+/zOTP17313B3/u+Z59/O9xf/inUVMLYmP/nj//UP6PfsifgQ7ocdvaW5HKxtoOzN8O740B+SeEuImFxJ8BMhsHpa3PobR5CuekJ7CzO4uS1pnlvZZtkt7Iq2HvfbXb4zg/999293wfP1/w/c/LhpT+AMyegL/DdDElxVp5Zn0drzyCfXG5iTCvpw84Ix/+hPB6PD8Dr9c77uUUksoyOT3DwfB1ZqXGU5qeHeziT6h4Y4XB5PYXuJNbmpWLcv9o8RMYnfLx/9hZr89LIdyWG/oTV1+Bahb+yXawt4LePT0xw8moz/UOjbCpy8f7ZWg6U1dLaM4gzyc7e0lz2bS7AbrWEYPCL0pT/ImrmLiJhFWM2sas4i6rm3oi9b+uIs/LM+lxq2/o4fX3+iriEfO/7/fKXw6PbwRobcD168Bcs2rrSTUp8LH/4159S3dLLqy9s5GevPMurL2ykqqWXl988HbadCIuJwl1Ews5utfDk2mzKqtvm/f72TNlv74XvGxrl44sN83bpOeR73++Xkg4jw3DkZ9DbFfDbDcOgsqmHZe4kXnl+PYVuB2aTiUK3g+8+vx6Xw87+U1XBH7fcQ+EuIhEhKc7KjtX+ldeR2oXMajGzqzibGLOJQxfqGJqndrYh3fs+mVgbLF8LJz+Cnq6A336grJbf2LrsgdsXhmHw4pZCDpyvDdJAZSoKdxGJGC6Hnc3LMzhS0UDvYGT2ETebDLasdONyxHGgrDa4q9mnENK971PJXQprNkDZpw9unZtGa8/glGsE8l2JtHZH5pe3hUThLiIRJS89geK8VA6Xz9/MOFCGYbBhaTorshwcKKuloy/0YRWyve8Pk1Pg3/vum4Dema+HcCbZp+whUN3Si9MR+GI9CYzCXUQizsrsZHLSEzhaUR/R26pWZqfwSKGTjy7U09gZ2nr5Idv7Ph2zGTrb/XXnu9pn9Ja9pbm8ffzGA1v4fD4f75yoZG9JbihGKndRuItIRNpQkE68LYbjV5oiusXoEmci21dncvxyIzebe0J6rpDsfZ+JNBeUbIZTh6Fz+oV9+zYX0NI9yOvvnaOysZux8QkqG7v5wbtnudHUw1ceyZuHQS9uCncRiUiGYfDEigxGxsY5c6M1Iovc3JGRHMeekhzKqtq4WNsR0rGuDnXf96lk5kLp49DaNO1L7VYLb3xzEwWuRF579wxf/bMPeO3dMxRkJPLtXSv47HprRFYlXEhUxEZEItrI2DgHympZmpHEmtzUcA/nofqHRzlcXo87OY5HCp0hK3bT0j3IsUuNfO3RJVgt5pCc46FaG8Fk9s/oAzTh83HsYiNms8HWle55Kwi0QKmIjYhEJ6vFzO7ibK7Ud025SCtSxMfGsLc0l46+YT653MT4RGjWC8z73vf7+Xzw2cfQ3hzwW02GwdZVbgaGxzhzM0zjXwQU7iIS8eJtMewuzubzyhaqW3p469h1vvWjwzz7g5/zrR8d5q1j1yOm6pnVYuapddkAfFQeuq538773/W6uLHhkK3x2DNqmv0x/P4vZxM41WTR29nOxtiMEAxSFu4hEhZSEWB4pdPLq338R8WVNzSYT21b5y7AeKKulfzj4q9vDsvf9bs5MeGw72ONn9fbYGP8Vmav1XSFfiLgYKdxFJGqcvNpMUaYjKsqaGobBI4VOlmYkceBcLV39w0E/R1j2vt8tLQPiE+Hcp9DcEPDb420x7F6bzZkbrdR3RGbZ4WilcBeRqBFtZU0Nw2BNbiqlBekcPF9Hc1dw98KHbe/7/fIK4dwJaK4P+K3J8bHsWJPFySuRW3Y4GincRSRqRGtZ06UZSWxdlcmxS43cag3uosCw7X2/W5oLHtsJ504GVMnuDpfDzqbbZYd7BkaCP75FSOEuIlEjmsuaZqbE8eS6bD6vbA36ZfTVOSn0DY1S0zbPe9/vlur094FPSPJ3lQtQXnoCJflpfFReHzFrJ6KZwl1Eoka0lzVNTbDxzPpcrjZ0c/ZmW9Bm2maTweblGXxeOU9936dij4eJCTj2C2i4FfDbizIdFLqTOBzCXQaLhcJdRKLGVGVNv//uWapbevm1TfnhHuK0Emz+vfDN3QOcvNoctJXud/a+l1XNrP57yJjN8Oh2KP8c6qsDfvvavFTSEm18fLFRVezmQOEuIlFjyrKmrkR+dVM+F26FtvRrsNhizOxZl8PI2DhHKoI3S11fkM6ttt7w7H2/myMVNj8JNy7DeGCf7c4iwRiziZNXm6Li7zMSqfysiCwII2PjHLpQT4bDzoal6VFR1nTC5+Oz6y209w6xe202dqtlzsesau6horaT5zbkYTaF+c/A5/Nfpm9v9he+CcDY+AQfldeTlmhjY5T8fYaBys+KyMJmtZjZvTabhs5+Kmqio+qZyTDYVOQiNz2BD87VBmWleNj3vt/NMGBoAMo+hZrKgN56dxW7S3UR8FmizNy/JoqIRAhbjJmn1uVwoKwWi9nEqpyUcA9pWoZhsG5JGnFWCwfO17K5yMWxS00cKKultWcQZ5KdvaW57NtcMKOZ/Z3L2h+cq2WJM5EEW8w8fIqHiE+EJ/bAyYMw4YP8ohm/NTbG/4XtwLlabDEWCt1JIRzowqKZu4gsKHarhafW5XC5rpPrjYHvuQ6XZZkONhSk8723P6eqpWdO5XUjYu/73RKS4ImnYTzwQjvxsf4qdmdvqopdIBTuIrLgJNhieGpdDuer2yO+k9zdTl1roSgzme8+v2HO5XUjYu/73RISoXC1vx/8zasBvVVV7AKncBeRBSkpzsqTa/2d5OraIyTgpuEvr1sYlPK6EbP3/X7xCXDzMty4FNDbXA47m1XFbsYU7iKyYKUkxLKzOIuTV5tp6gxuXfdQCHZ53YjZ+363uAT/Pfiqa1B9LaC35qqK3Ywp3EVkQXMm2dm+OpNjlxvDv/97GqEorxsxe9/vFhcPW/b4t8dNTAT0VlWxmxmFu4gseO7kOJ5YkcHRigY6+4LfejVYHlZe961PrrOhID3gBXKxMWYeWeoMX9/3qdjj/bP4ii/gWnlAb1UVu+kp3EVkUchJS+DRZS4+Kq+nO0Lv2U5VXvf19859ecn+2KXGgGesEbX3/X7L10JdFVw57y96MwOqYjc9hbuILBr5rkRK89P46EJdePufT+Fh5XX/w7ce56uPLCE2xswvztXS1T/zKxAR0/d9MjY7bHkaGmv8lexmyGQYbF3lZmB4jC9utCrg76PysyKy6Fyp7+RKfRdPl+QSFxt9tbxuNHVz5mYbjxY6KciYeWGX8poOWrsH2VWcFXnlXMdGwRLj7wefkOSvbjcDw6PjfHi+lqUZSazJTQ3xICOOys+KiNyxMjuFwowkPiqvY2g0+hZlFbodPLUum/O32vm8cub30iNu7/vdLDH+y/Jln8KlszO+RH+nit3V+i5uNPWEeJDRQ+EuIotScV4qWanxUbvqOjXBxnMb8ugbGuXD87X0D09/uT1i977fYRiwaRe0NcPFMzMOeFWxe5DCXUQWJcMw2FCQTlpiLEcqGhgbD2xLViSwWszsXJNFbloC75+toXEGe/kjcu/73ayx8MRT/oYzIzNfV3B3Fbu2HlWxU7iLyKJlGAaPLXORYIvh44sNUbmtyjAMivNS2bYykxNXmiivmb6n/Z297xEbgjFWeGS7/1L9zasznsF/WcXuYv2ir2KncBeRRc0wDB5fkYHZbOL45UYmonTVtTsljmc35FLf3seRigaGH7KW4Mu979ebI/vzToxDQzWcPzXjgM9NT6A0P33RV7FTuIvIomcyDLatcjM6PsGpq81Ru60qPjaGPSW5JNpjeP9szUObrOS7EjEZ8KOfl/OtHx3m2R/8nG/96DBvHbseOaEYY4XNu6Gv17/QboZ/L6pip3AXEQHAbDKxY00WvUOjfF4ZvfumzSaDR5e5WF/gn71WTtH2dmh0nPfP1tAzODqn9rIhZ4mBzbsg3T3j7XGgKnYKdxGR22LMJnYVZ9HaM0hZdYQuOJuhfFciT5fkcKmuk0+vNj+wYHD/qSoyU+L546/Pvb1syFliIHcpdLTCuZMzqkf/ZRU7y+KsYqdwFxG5i9Vi5sl1OdS29VFe0xHu4cxJcnwsz27IY2x8ggNltfQO/nK73IGyWl7cEpz2svMmKQWGBuHscf/9+Gncud2yGKvYKdxFRO5jizHz1LocbjR1c6W+K9zDmZMYs4mtq9wUupP44FzNl73tg91edl5YLPDYThgbg4tnZ/QWs8nEzjVZNHUNcKkuAmvrh4jCXURkEnGxFp5cm8Ol2g5uNE1+3zpaGIbByuwUdqzJ4vT1Fsqq2kgPQXvZeWE2w6M7oGiNP+THp5/BL8Yqdgp3EZEpJNpjeHJdDmer2rjVOnkQRhOXw86vbMijtWeIokwHbx+vnLS97DsnbrC3JDdMo5wBsxlscXDzCnxxbEYBv9iq2CncRUQewhFnZXdxNp9db1kQoWCzWnhyXTZPl+RQ2dTDD947e0972R+8e5aW7kH2bS4I91Cnt2wVmMzw2VHo74OfvgUvfwt++zn/z5++5b9Hf9udKnYnFkEVO3WFExGZgZbuQT6+2MD21ZlkJMeFezhBcb2xm78+fIXq1j46+oZJS4wl35XIH/3aehJsMeEe3sxMTMDpI3DgXXDnwnO/Dtn5UF8N778D7S3wnR/6W8veVtvWx6nrzewtySUpzhq2oQeBusKJiMyFy2Fn66pMjl1qfGhxmGhSlOng5X3r+Y1ty3jl+fX8P//zLnatyaIhmq5QmEzQ1uQP9t/5N5BX6L9sn1cIv/MKpLng4P573rIYqtgp3EVEZigzJY7NyzM4XFFPV//Mm5pEsiS7lWdKczGbDD44V0O+K4nymg7GZ7CXPGIcP+Cfsd9f5MYw/I+f+PCBtyz0KnYKdxGRAOSmJ/DIUieHLtTTM7gwmpNYzCaeWOFmZXYKZ2+2MjA8xvXGKFpV3tHmvxQ/max8f/GbSdxbxS6KvszMgMJdRCRABRlJlOSncehCPf1D0/dRjxZFmQ52r80G4PPKluiZ0aam+++xT6ahGlKdkz51TxW7K9HbU2AyCncRkVkoynSwMjuZQxfqFtR927REGy88UQjA35+4wcBwFHy2rXv9i+fuD2efD97/e9jy9JRv/bKK3cjCqmKncBcRmaXVOSnku5I4dKH+oS1Wo01sjJnnNuQB8NMvqmnqGgjziKaxZ59/Vfxf/inUVPqL29RUwn/5gf/xPfse+vaFWMVO4S4iMgfrlqSSmRLH4YqFtTArLdFGXnoCaYk2PrncyMXajsid1drs/u1u2fng/T54vgb/+fvgm4B9375nG9xUFloVO+1zFxGZI5/Px6lrLfQNjbJ7bRZm08KYN3X1D3PwfB17SnI4ebWZuFgLT6zIwGoxh3toM9Pf619Jv/MrEDuzcrpd/cO8f7aG7oERPr3aTGvPIM4kO3tLc9m3uQC71RLiQQdE+9xFRELFMAw2LXdhizEvqP7hyfGxuJPjqG3vZ29pDnFWC784W0NnX5RsA4xPhF1f9Qf7DCeysTFmjl9uorVnKLL73E9D4S4iEgQmw+CJlW4MA05eaWIiUi9hB2hdfhqX6zoZn/DxWJGLtUvSOHihLnouXVtj/SvpK76Y0cv3n6oiOy1K+tw/hMJdRCRIzCaD7aszGRod5/S1lsi9Rx0AR5yV7NT4L1vfLs1I4umSHCpq2jl1rTk69oe7sqCxFprqpn1pVPa5n4TCXUQkiMwmEzuLs+gaGF4wW6vW5qVypb7rywWDyfGxPLshj+HRcQ6U1dEX6Xv9Y6ywcQucP3VPI5nJRGWf+0ko3EVEgizGbGJ3cTbN3YOcv9Ue7uHMWVKclZy0+Hu2iVktZravziTflcgvztVEfse8tAwo2QSWhzfEcUZrn/v7KNxFREIgNsbMU2uzudXax8XajnAPZ87W5qVxraH7nv38hmGwOieF7asy+fRqM+er2yP7SoU7Fwb6oG7q++Z7S3N5+/iN6OxzfxeFu4hIiNisFp5al83Vhm6uN3aHezhzkmiPIS89YdIiLxnJcTy3IY+mrgEOl9czFMkFfUwmKP8CeromfXrf5gJaugd5/b1z9/S5f+0nZ2jq6o+OPvco3EVEQio+Noan1mVz4VY7N5ujZIX5FIrzUrnW0D1peMfFWnhqXQ7J8bG8f7YmctviJiTBmvVw5jiMP/g57FYLb3xzEwWuRF579wxf/bMPeO3dM8THxvD1zYWRts99StExShGRKJZkt/Lk2mwOXqjDYjaRl54Q7iHNSoIthnxXAhdrO9i49MFmLGaTwcZCJ84kG4fL6yktSGeZO+mBledhl1sIXR3+S/SJjgeetlstvLS9iJe2F3352PDoOP/weTVd/cMkx8fO52hnRTN3EZF5kBwfy+7ibE5fa6axM8JrtT9EcV4qlY09Dy3mkudMZG9pLlfqO/n0ajNj4xG2Xc4wYN1jEJ8AfTO7mhIbY2ZNbgpl1dGxQFLhLiIyT9ISbWxfncnxy420dD98S1akio+NYWlGIhdrH95gJSnOyjPr85jw+fjFuVp6BkfmaYQB6OqAEwdheGa3EFZkJdPeOxQVf3cKdxGReZSRHMcTK918fLEhcu9LT2NNbio3mnqmbQcbYzaxZaWb5VkODpyrpaatb55GOEOpTsjJ9+9/n8Eqf4vZRMmSNM5VtUX2rgAU7iIi8y47NZ5NRS4OV9TT1R8lddrvEhdrodCdNKMtfoZhsCIrmV3F2XxR2cLZm22RVZp3ZSkM9kN784xevtSdxPDoOA0dkX1rReEuIhIGec5ENhQ4+ai8nt7BCK/wNok1uSncbO6lf3hmY09PsvHcxiV09A1x6EJd5DRgMZthy9OQ7p7R7N1kGJQWpHO2KsK+pNxH4S4iEiaF7iSK81I5dKFuxiEZKexWC8syk6iomXmBHtvtnukuh533z9ZEzr1rS4x/3/uJD2Fi+j36uWnxxJgNqponr2QXCbQVTkQkjFZkJTM2PsFHF+rZtsrN+2drOVBWG+l9xAH/vfd/+KyaNbmpJNgeXtb1DpNhUJqfjjPRzscXGyjOS2WJM4H/dro6vJ870eGvQX/lPKze8NCXGobB+oJ0TlxtJt+VgNkUefNkIxyLAjwejw/A6/XO+7lFRCLR6WvN/PjDSyzLdPDilkLyXYlUt/Ty9vEbtHQP8sY3N0VkwJ+ramN4dJzNyzMCfm/f0CiHLtTx0y9usTQjKfyfe3gIjv7c32Qm3T3tyw+X15OZEseqnJR5GNykpiwgEHlfN0REFqHrTd0sdSfxyr71UdVHfHVOCjVtfbNaN5Bgi6F3cJR8V2JkfO5YGzy2AxKTZ/Ty9QXpVNR0fNktL5Io3EVEIsCHZXV8Y+uyqOsjHhtjZnmWg/Ka2RV3OXg+wj53Srr/57XyaRfYpSTEkpUaP2m9/XBTuIuIRIBo7iO+OieFuvZ+egYCL1QTkZ/bEgP11VB7c9qXluSncbW+O3JW/9+mcBcRiQDR3EfcajGzMjuZC7PoXT/d505PCsPnNpthw1a4eBb6Hr4iPsEWQ6E7aVafPZQU7iIiEeDhfcQrI76P+MrsZBo7BwIuyvOwz/32J9fJTYvj1jv/laGeed525kiBVSXQP33t+eK8VG619kVUiV2Fu4hIBJiqj/gP3j3L9cZutq2afvV2OFktZlblpFB+a+b73mHqz/36e+do7R3mXz+zirimanzf/R9p2P/3jI3MY4DmLwdXFnQ9fFZuizGzKjuZ81WRM3vXVjgRkQgxODLG/lNVHDhfS2v3EE6Hjb0luWxe7uLMzTY2L8+I6Haxo+MT/PfTVewpyQmoLepUn/vufe69164w9vZfcmXlDlzbdrLUnYQxH/vLR4bhyE/hke2Q5pryZaPjE/zDZ9XsKs4iLXHebiVMuRVO4S4iEgXae4c4UtHAuiWpLM9KDvdwpnSxtoO2niF2rMkK/sF9Plq6B2k88HOyL36C7+u/hXPduuCf535NtVD+Bez8FX+hmylcbeiitq2Pp9blhH5MftrnLiISzdISbTxdmsOluk7KIrgr2YqsZFp6BunoC8Eqd8PAlRzHuud/DWPTThL/zx/Q+B/+hI7OmfVknzV3LmRkQfX1h75smdtB39AojZ3hbyoTeeWORERkUkl2K8+U5nK4ooGB4TE2Lc/AbJpy8hYWFrOJ4txULlR3sLM4BLN3wLBYSPuVfYzv2gsffchHl1tYOVDG0kdKiE92hOScrHnEf4n+H/+rvwZ9RxukpsPWvbBnH9jsmE3+0rrnqtpwJ+c+sHd/PmnmLiISRWxWC3tKchgaHedoRT2j4xPhHtIDijIdtPUOhbxfvTkunsyv/hr/5LECMm6exfTHv0XtT95mZDgEbXRHR+DP/wjqquD3X4Uf/9T/s77a//iQvwnOEqd/TcSt1vD2rle4i4hEmRiziZ3FWcTFxnDwfAS1T73NYjZRnJfK+er5WT1utZhx/U//C/yLH5B4+XNu/cX/xpX6TsYngnjr4uB+f7353/se5BX698LnFcLvvOJfaHdwP/DLpjJl1W3BPX+AFO4iIlHIZBhsXu4iOzWeD87Vzqo6XCgVZSbR2T9Ma8/8tXW1L1tB8h//Oem/+fu01TbS+v1/TcO5suCsTzh+AJ77dbj/Urth+B8/8eGXD2WmxJFgi6GyqXvu550lhbuISJQyDIOS/DSK81L928jmMUinYzaZWJuXyoV5mr1/yTBISU1i66MrsD22ldT/509p+A9/QmtN3dyO29EG2fmTP5eVDx2t9zy0viCd8lsdYbttogV1IiJRrijTgd1q5khFA48vzyA3QvbCF7odVNR20tI9iMthn9+Tm80kP/ur+HbuIW7/33HqejNJTX0UF7pxpCUHfrzUdP/99bzCB59rqIZU5z0PpSXaSIm38hfvl3Ouqn3e+9Qr3EVEFoCctAR2F1s4crGeodFxijJDtGo8AGaTwfJMBz/+8BKVjd3zHnAAhj2elJd+m6cnJmj+x/ewvvnHVG39Ndxf24fdHkCxma174Wd/57/nfveleZ8P3v972PL0PS8fHBnjv31WhcsRx6svbLynT/3Lb54OeZ96XZYXEVkg0pNs7C3N5WJtB2XV4d8LPzgyxl8evATAqy9s5GevPMurL2ykqqWXl988Pa8LAc0mE1m/+j9g/sPXSbt+hoF/9y+4UN0688vmK9b5V8r/+E+hphLGxvw///JPob3Fvx3uLvtPVZGZEs8ff31DWPrUK9xFRBaQO3vhGzoG+PRac1hXbO8/VYU7OS5sATcZ69LlJH33PxL7+9+je3CM6z/+C2q+OMfEdF+E7PHwnR9CTj54vw+er/l/Zuf7H7fde9vhQFktL24pDFufel2WFxFZYO7shf/kUiMfX2xg2+pMYszzP5c7UFbLqy9snDLgXnv3DC9tL5r3cWEYJOTmss3no69mCTF/+0PqP1qJ+flvk5mdgXHov/lXx3e0QUo6lGyC5/9Hf4B/9SX/P9MId596zdxFRBagGLOJHWuysFnNHDxfx1AY9sKHO+CmZRgk7P0nWN/4v3Hk5tB+7Ah9f/qvmKir/mWhmv/5VejuuKdQzXR6BkZIjo99aJ96pyO0zWUU7iIiC5TZZPD48gyyUuP4oKx23vuNO5PsYQ24mTLs8SR947dZ44wlPjML0+++cm+hmt/7Hr5UFxf+6q/41o8O8+wPfs63fnSYt45dv2fdQFvPEEcvNvBBWS2PFDp5+3jlpH3q3zlxg70luSH9TAp3EZEFzDD89c7X5KZyoKyWtp75my3vLc3l7eM3whZwgTIdP4DpK78xaaEa41d+ncLKU5MsDDzFjaZuPjxfy7FLDWQ47PzapgI8z6yhpXto0j71Ld2D7NtcENrPEtKji4hIRCjKdLC5KIMjFfXUtc9P3fN9mwto6R4MW8AFbJpCNXEDnQ8sDExPtPG3R69SmOHgnzxWwKqcFGLMJuxWC298cxMFrkRee/cMX/2zD3jt3TMUuBJDvg0OtKBORGTRyE1PwGY1c/RiA6X5od8Lfyfg9p+q4rV3z9DaPUhqoo3n1ufxna+tm5d97gGZplCNcV+hGsMw+Ma2Il77yRkK3UkPvMVutfDS9qKwLBqMsD9ZEREJJWeSnb0luXxUXs/A8BjrlqSGtDXp3QF3vrqdCZ+P9QXpITvfnGzdC++/428Gc1+hGt/P/x7jvkI1cHth4Dze6pgpXZYXEVlkkuKsPLM+l/qOfk5da5l+j3eQpMRb6ewLQTvWYNmzz1+Q5i/vLVQz8p9/wEhL4wOFaiCyFgbeTeEuIrII2W/vhR8YHuVoRcO8NDhJjo+lK8K6193DZvcXpMnOv6dQzRWS+U8rXsIXe2+IR+rCQNBleRGRRcvfFz6b09eaOXi+jt3FWdhCeB88wR7D0MgYI2PjWC3mkJ1nTiYpVFM0MsZfvXma1987x4tbCr+sE//OiRu0dA/yna+tC+OAJ6dwFxFZxMwmg8dXZHC+up0PymrZvTabJLs1JOcyGYZ/9t4/Mv9d4ubgwYWBQzgdNvaW5EbmwkAU7iIii55hGJQWpBMXa+HDsjp2rskiPSk095GT46x0D0RXuEN4V77Phu65i4gIAMuzktlU5OJwRT317f0hOUdyQixd/RG8qG6BULiLiMiXctMT2Lkmi5PXmqhs7A768ZPjrHQq3ENO4S4iIvdwOew8XZJLeU0HF261B7Uv/J177uHuNb/Q6Z67iIg8wHF7L/zh28Vu1i5J5b+fruZAWS2tPYP+YjiluezbXBDQgjK71b9Kfmh0PCIXoi0UmrmLiMik7uyF7+gb4p//Xyeobu2dpHHK6Xs6o03HMAySI72YzQKgcBcRkSlZLWbae4fJdybyyr71DzROcTns7D9VFdAxUyK9mM0CoHAXEZGHOni+jm9sW/ZADXrDMHhxSyEHztcGdLzk+Fi6NHMPKYW7iIg8VGvPIPmuxEmfy3cl0todWOMUR5xVM/cQU7iLiMhDOZPsVLf0TvpcdUsvSXExfF7ZQlPXwIya0CTH+wvZzFfDmsVISxVFROSh9pbm8vbxG3z3+fX3XJr3N06p5OmSHGwxZs7caGVgeIyctATy0hNwp9gxm+6dQw6OjLH/VBX/+EU1f3v06qxX3cvDGeHYa+jxeHwAXq933s8tIiKBGRwZ4+U3T+Ny2CdtnPLGNzd9Gcx9Q6PUtPVR29ZHV/8wWSnx5KYnkJ0Wz9j4BC+/eZqM5HuP8/bxB48jM2JM+YTCXUREpnNnxn3gfO09jVMeNuMeHBmjrr2fmtZeWnuGqGzyV7z77vMbHrgC8Pp75yhwJUZN7fYIMWW46yuSiIhMazaNU+xWC0WZDooyHYyMjfObf3GU1158ZMpV96+9e0bhHiRaUCciIiFntZjp6BsK6qp7mZrCXURE5sV0q+6djtC0mV2MFO4iIjIv7qy6v3+tl3/V/Q32luSGaWQLj8JdRETmxb7NBbR0D/L6e+eobOxmbHyCysZuXn/vHC3dg+zbXBDuIS4YWlAnIiLzwm618MY3N7H/VBWvvXvmnlX33/naOm2DCyL9SYqIyLyZzap7CZwuy4uIiCwwCncREZEFRuEuIiKywCjcRUREFhiFu4iIyAKjcBcREVlgFO4iIiILjMJdRERkgVG4i4iILDAKdxERkQVG4S4iIrLAKNxFREQWGIW7iIjIAhPWrnAejyecpxcREYlmPq/Xa0z2hGbuIiIiC4zh8/nCPQYREREJIs3cRUREFhiFu4iIyAKjcBdZhDweT7XH46kO9zhEJDTCulpeRBY3j8ezGvgTYCeQBNwC3gF+6PV6B8M3MpHoppm7yOL05O1/wsbj8WwCPgd+FTgE/P+AHuDfAgc9Hk9s+EYnEt20Wl5E5p3H4zED5cAq4J94vd5/vP24Cfh/geeBf+P1en8YvlGKRC+Fu0iE8ng83wa+CqwHMoFR/IH4X7xe73+963X7gPeA08A2r9c7etdzxcBnQBdQ6vV6W24/Xg3g9Xrz73qtFfhd4NtAARALtADngf+/1+s9FMTPthv4CDjm9Xp33PfcUuAG/kv0BV6vV/+REgmQLsuLRK7/AuQDx4D/hP9e9BLgTY/H8/07L/J6vfuB/wxsAl6/87jH44kD/h5/SP/TO8H+EH+N/9J4DPC3wI9un3st8EwQPs/ddt/++cH9T3i93pvANfyfdWmQzyuyKGhBnUjkKvZ6vTfufuD27PoXwB95PJ4fe73e+ttPfQd4AvhXHo/nsNfr/QB/4K8GXvN6vYcfdiKPx+MAXgTOAJu8Xu/4fc+n3ff7t/F/8Zipaq/X+9d3/b7i9s9rU7z+OrD89j83pniNiExB4S4Soe4P9tuPjXg8nv+Mf+b7JP4ZNl6vd9jj8fw6cBb4W4/H8+/xX14/Brw2g9P5AAMYBiYmOW/7fQ99G9hx/+se4mP8VwbucNz+2T3F6+88nhzAOUTkNoW7SITyeDx5wMv4QzwPsN/3kuy7f/F6vdc9Hs/vAG8B/wFoA75x/yx8Ml6vt8fj8fwU/z3+Mo/H8x7wCXDa6/UOTPL6nYF/ooDcaYah++0is6BwF4lAtxeVfQak4A/ZD/HPZsfxXw7/Z/jvpd/vIP7tZEnAT+66bD8Tv47/y8Q3gH93+7Ehj8fzLvCvvF5vc+CfZEp3ZuaOKZ5Puu91IhIAhbtIZPqXQBrwm/fdq8bj8fwG/nDnvscN/Jfpk/DP2v8nj8fzjtfrPTaTE94uGvMnwJ94PJ5cYDv+y+//FP8Xim13nevbzO2e+9XbP5dP8fqi2z+nuicvIg+hcBeJTMtu/3xvkuemutf9r/Gvan8LeAP/zP/vPB5PqdfrbQvk5F6vtxZ4y+PxvA1cAbZ6PJ60u+69f/sh45jM/ffcDwPfvT3eP7v7hbevWizHvxXuZiDjFhE/hbtIZKq+/XMn8NM7D3o8nr3Ab93/4tvV3n4AVAK/5/V6ez0ezx/i30731x6P56sP2y/u8XicwFKv13v6vqfigURgDBi582AQ7rl/DFwGtns8nq/dV8Tmjduv+bH2uIvMjsJdJDJ5gd8EfnJ7cVs9UIx/pvv/4r8/DoDH40nGvwfeB7zo9Xp7Abxe7489Hs+TwNfxX+b/84ecLxs45fF4LuNfcV+L//L+VwA38KM7xw3Kh/N6xz0ez2/in8G/e/u+fg3+xYOPACeA/z1Y5xNZbFTERiQCeb3eC8Au4CTwHPB7+MN2H/Dj+17+f+G///1HXq/3zH3P/RZQBfyZx+N57CGnrAZeBZpun/df3j5XFf4Fdv/LrD/MFG5fJXgU+AfgaeAP8S+wew3Y4/V6h4N9TpHFQuVnRUREFhjN3EVERBYYhbuIiMgCo3AXERFZYBTuIiIiC4zCXUREZIFRuIuIiCwwCncREZEFRuEuIiKywCjcRUREFhiFu4iIyALz/wFsPw17ZdL2iQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def denormalize(mean,std,seq):\n",
-    "    nseq = seq.copy()\n",
-    "    for i,s in enumerate(nseq):\n",
-    "        s = s*std + mean\n",
-    "        nseq[i]=s\n",
-    "    return nseq\n",
-    "\n",
+    "def get_prediction(dataset, model, iterations=4):\n",
     "\n",
-    "# ---- Get a sequence\n",
+    "    # ---- Initial sequence\n",
+    "    #\n",
+    "    s=random.randint(0,len(dataset)-sequence_len-iterations)\n",
     "\n",
-    "i=random.randint(0,len(x_test)-sequence_len)\n",
-    "sequence      = x_test[i:i+sequence_len]\n",
-    "sequence_true = x_test[i:i+sequence_len+1]\n",
+    "    sequence_pred = dataset[s:s+sequence_len].copy()\n",
+    "    sequence_true = dataset[s:s+sequence_len+iterations].copy()\n",
     "\n",
-    "# ---- Prediction\n",
+    "    # ---- Iterate \n",
+    "    #\n",
+    "    sequence_pred = list(sequence_pred)\n",
     "\n",
-    "pred = loaded_model.predict( np.array([sequence]) )\n",
+    "    for i in range(iterations):\n",
+    "        sequence   = sequence_pred[-sequence_len:]\n",
+    "        prediction = model.predict( np.array([sequence]) )\n",
+    "        sequence_pred.append(prediction[0])\n",
     "\n",
-    "# ---- De-normalization\n",
+    "    # ---- Extract the predictions    \n",
+    "    #\n",
+    "    prediction = np.array(sequence_pred[-iterations:])\n",
     "\n",
-    "sequence_true = denormalize(mean,std, sequence_true)\n",
-    "pred          = denormalize(mean,std, pred)\n",
+    "    return sequence_true,prediction\n",
     "\n",
-    "# ---- Show it\n",
-    "feat=11\n",
     "\n",
-    "pwk.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, only_features=[feat],width=14, height=8, save_as='03-prediction')\n",
+    "sequence_true, sequence_pred = get_prediction(x_test, model, iterations=5)\n",
+    "pwk.plot_2d_segment(sequence_true, sequence_pred, ms=8)\n",
     "\n",
-    "delta_deg=abs(sequence_true[-1][feat]-pred[-1][feat])\n",
-    "print(f'Gap between prediction and reality : {delta_deg:.2f} °C')\n"
+    "pwk.plot_multivariate_serie(sequence_true, predictions=sequence_pred, save_as='02-prediction-norm')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "End time is : Sunday 07 March 2021, 00:53:53\n",
+      "Duration is : 00:04:08 168ms\n",
+      "This notebook ends here\n"
+     ]
+    }
+   ],
    "source": [
     "pwk.end()"
    ]
diff --git a/fidle/config.py b/fidle/config.py
index 7ae1d59..316e08a 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -14,7 +14,7 @@
 
 # ---- Version -----------------------------------------------------
 #
-VERSION = '2.0.17'
+VERSION = '2.0.18'
 
 # ---- Default notebook name ---------------------------------------
 #
diff --git a/fidle/pwk.py b/fidle/pwk.py
index 264f28b..f714b3c 100644
--- a/fidle/pwk.py
+++ b/fidle/pwk.py
@@ -546,9 +546,9 @@ def display_confusion_matrix(y_true,y_pred,labels=None,color='green',
     see : sklearn.metrics.confusion_matrix
 
     Args:
-        y_true        Real classes
-        y_pred        Predicted classes
-        labels        List of classes to show in the cm
+        y_true:       Real classes
+        y_pred:       Predicted classes
+        labels:       List of classes to show in the cm
         color:        Color for the palette (green)
         font_size:    Values font size 
         title:        the text to display at the top of the matrix        
@@ -606,7 +606,7 @@ def plot_donut(values, labels, colors=["lightsteelblue","coral"], figsize=(6,6),
     
 def plot_multivariate_serie(sequence, labels=None, predictions=None, only_features=None,
                             columns=3, width=5,height=4,wspace=0.3,hspace=0.2,
-                            save_as='auto', time_dt=1):
+                            save_as='auto', time_dt=1, hide_ticks=False):
     
     sequence_len = len(sequence)
     features_len = sequence.shape[1]
@@ -634,14 +634,118 @@ def plot_multivariate_serie(sequence, labels=None, predictions=None, only_featur
             ax.plot(t[-dt-1:],     sequence_with_pred[-dt-1:,i],     '--',  linewidth=1, fillstyle='full',  markersize=6, color='red')
             ax.plot(t[-dt:],       predictions[:,i],     'o',  linewidth=1, fillstyle='full',  markersize=6, color='red')
 
+        if hide_ticks:
+            ax.set_yticks([])
+            ax.set_xticks([])
+        
         ax.legend(loc="upper left")
         n+=1
     save_fig(save_as)
     plt.show()
 
+    
+# -------------------------------------------------------------
+# Show 2d series and segments
+# -------------------------------------------------------------
+#
+
+def plot_2d_serie(data, figsize=(10,8), monocolor=False, hide_ticks=True, save_as='auto'):
+    """
+    Plot a 2d dataset as a trajectory
+    args:
+        data:      Dataset to plot
+        figsize:   Figure size ( (10,8))
+        monocolor: Monocolor line or not. (False)
+    return:
+        nothing
+    """
+    # ---- Get x,y, min and max
+    #
+    n     = len(data)
+    k     = int(n/100)
+    x,y   = data[:,0], data[:,1]
  
+    # ---- Draw it
+    #
+    fig = plt.figure(figsize=figsize)
+    ax = plt.axes()
+
+    # ---- Monocolor or gray gradient
+    #
+    if monocolor:
+        ax.plot(x,y)
+    else:
+        for i in range(0,100):
+            a= (200-i)/200
+            ax.plot(x[i*k:(i+1)*k+1], y[i*k:(i+1)*k+1], '-', color=(a,a,a),lw='2')
+
+    # ---- Last point
+    #
+    ax.plot(x[n-1], y[n-1], 'o', color='#e12229',ms='4')
     
+    ax.set_aspect('equal', 'box')
+    ax.set_xlabel('axis=0')
+    ax.set_ylabel('axis=1')
     
+    if hide_ticks:
+        ax.set_yticks([])
+        ax.set_xticks([])
+
+    save_fig(save_as)
+    plt.show()
+    
+    
+
+    
+def plot_2d_segment(sequence_real, sequence_pred, figsize=(10,8), ms=6, hide_ticks=True, save_as='auto'):
+    """
+    Plot a 2d segment real and predicted
+    args:
+        sequence_real: Real sequence
+        sequence_pred: Predicted sequence
+        figsize:       Figure size ( (10,8) )
+        ms:            Marker size (6)
+    return:
+        nothing
+    """
+    k = len(sequence_pred)
+    x,y = sequence_real[:,0],sequence_real[:,1]
+    u,v = sequence_pred[:,0],sequence_pred[:,1]
+    
+    fig = plt.figure(figsize=figsize)
+
+    ax = plt.axes()
+    
+    # ---- Draw real sequence without prediction
+    #
+    ax.plot(x[:-k], y[:-k], 'o', ms=ms, markeredgecolor='C0', markerfacecolor='white', zorder=2)
+    ax.plot(x, y,'-', alpha=0.5, color='C0', lw=1, zorder=1)
+    
+    # ---- What we expect
+    #
+    ax.plot(x[-k:], y[-k:], 'o', ms=ms, markeredgecolor='C0', markerfacecolor='white', zorder=2)
+
+    # ---- What we have
+    #
+    ax.plot(u, v,'o', ms=ms, markeredgecolor='C1', markerfacecolor='white', zorder=2)
+    ax.plot( [x[-1-k],u[0]], [y[-1-k],v[0]], '--',alpha=1., color='C1',lw=1, zorder=1)
+    ax.plot(u, v,'--', alpha=0.5, color='C1',lw=1, zorder=1)
+
+    ax.set_aspect('equal', 'box')
+    ax.set_xlabel('axis=0')
+    ax.set_ylabel('axis=1')
+    
+    if hide_ticks:
+        ax.set_yticks([])
+        ax.set_xticks([])
+
+    save_fig(save_as)
+    plt.show()
+
+    
+    
+    
+
     
 def set_save_fig(save=True, figs_dir='./run/figs', figs_name='fig_', figs_id=0):
     """
-- 
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