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@Thomascountz
Last active August 22, 2021 21:48
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Hand gestures prediction based on z-axis accelerometer data from low-cost DAQ hardware
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "9136db2d",
"metadata": {
"tags": [
"hide-output"
]
},
"outputs": [],
"source": [
"!pip3 install pyserial\n",
"!pip3 install matplotlib\n",
"!pip3 install sklearn\n",
"!pip3 install tensorflow"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "07ff3a1c",
"metadata": {},
"outputs": [],
"source": [
"import serial\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Dense\n",
"from tensorflow.keras.utils import to_categorical"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3c666c02",
"metadata": {},
"outputs": [],
"source": [
"serial_port = '/dev/cu.usbserial-02148B80' # specific port on my Mac\n",
"baud_rate = 38400 # baud rate of arduino Serial.print\n",
"num_class_samples = 10 # no. of samples to collect\n",
"time_per_sample = 2.0 # seconds\n",
"accel_sample_rate = 100 # times/sec (Hz)\n",
"num_of_accel_samples = int(time_per_sample * accel_sample_rate) # 200"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "aff78650",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b'-179\\t18\\t4109\\t\\n'\n"
]
}
],
"source": [
"# Manually testing the serial comm w/ Arduino\n",
"ser = serial.Serial(serial_port, baud_rate, timeout=1)\n",
"time.sleep(2) # wait for port to open\n",
"ser.write('r'.encode('ascii')) # sending the Arduino a `r` will command it to read from accelerometer buffers \n",
"line = ser.readline()\n",
"ser.close()\n",
"print(line)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a3fdc3a3",
"metadata": {},
"outputs": [],
"source": [
"def capture(ser):\n",
" samples = np.zeros((num_of_accel_samples, 3))\n",
" for i in range(num_of_accel_samples):\n",
" start = time.time()\n",
" ser.write('r'.encode('ascii'))\n",
" line = ser.readline()\n",
" parsed = line.decode().rstrip().split('\\t') # tab-delimited output\n",
" sample = np.array([float(axis) for axis in parsed]) # cast strings into floats\n",
" samples[i] = sample\n",
" \n",
" while(time.time() - start) < (1. / accel_sample_rate):\n",
" pass\n",
" \n",
" return samples"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "feef1104",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 0 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 1 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 2 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 3 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 4 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 5 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 6 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 7 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 8 captured with shape: (200, 3)\n",
"Press RETURN and draw a CIRCLE with accelerometer\n",
"Sample 9 captured with shape: (200, 3)\n"
]
}
],
"source": [
"circle_data = np.zeros((num_class_samples, num_of_accel_samples, 3)) # [10, 200, 3]\n",
"ser = serial.Serial(serial_port, baud_rate, timeout=1)\n",
"time.sleep(2) # wait for port to open\n",
"i = 0\n",
"while i < num_class_samples:\n",
" input(\"Press RETURN and draw a CIRCLE with accelerometer\")\n",
" try:\n",
" samples = capture(ser)\n",
" circle_data[i] = np.array(samples)\n",
" print(\"Sample \", i, \"captured with shape: \", circle_data[i].shape)\n",
" i += 1\n",
" except:\n",
" print(\"Parsing error.\")\n",
" pass\n",
"ser.close()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b5bd86ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 0 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 1 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 2 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 3 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 4 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 5 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 6 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 7 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 8 captured with shape: (200, 3)\n",
"Press RETURN and draw a SQUARE with accelerometer\n",
"Sample 9 captured with shape: (200, 3)\n"
]
}
],
"source": [
"square_data = np.zeros((num_class_samples, num_of_accel_samples, 3)) # [10, 200, 3]\n",
"ser = serial.Serial(serial_port, baud_rate, timeout=1)\n",
"time.sleep(2) # wait for port to open\n",
"i = 0\n",
"while i < num_class_samples:\n",
" input(\"Press RETURN and draw a SQUARE with accelerometer\")\n",
" try:\n",
" samples = capture(ser)\n",
" square_data[i] = np.array(samples)\n",
" print(\"Sample \", i, \"captured with shape: \", square_data[i].shape)\n",
" i += 1\n",
" except:\n",
" print(\"Parsing error.\")\n",
" pass\n",
"ser.close()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "9ab6ae93",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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8veZ3a7HGunSty5RbYd1MeGBDwzNPbvgW3roALpsE/c6PaPGEEOJop5RaqLXOrm1dk2S9E6I10lqzoaiK79cV8cO6neSEW44A0uMdDO2SypUjOjOsSyptklx4/EE8/hBTl27jte834Q9o/nLRsVgjGSwt/A9smgPnPhfZIAnMuKSENtL1rqUrXA3/vdG0Jh17KZz5OMx+En58Drb/Ahe/DnFpsS5l65H7I3Q5vnHp+budZCafXfahBEpCCNGEJFBqZsaMGcOYMWOi+hkjR47E6/Xut+ytt97i2GOPjerntgZaa37JK2PK4m3MXLGd/DKTRKNrehxnH9uWoZ1Tye6aRtf0uDq71g3okITbYeOFr9fhD4Z46pKB2KwRGC64awvM/IMZCzHs2sbvrzZp3aFYAqUWy1sB714G/mq4/B3oa+Zs47znoP0QmPYbeP0MuGUOOOJjWtRWoXQzlG2B4+5s3H4sVhhwselSW7PLzGsmhBAi6iRQOgr99NNPsS5Ci1NU4eX9BVv476JtbNxZhcNmYUyvTO48tScn9sygU1pcvfellOK+M3rhsCqembkWm1Xx1CWNzEynNUy9y7w+74XG3b0+lLRjzMSZomWa+QcTUF//JXQ+YGzjsAmQ0tl08ZrzDJz+SEyK2Ko0dnzSvo69BH56GVZ9BkOvbvz+hBBCHJYESkIcwtKtu3hzbi6f/ZKPP6gZdUwat5x8DOMGtCPZbW/Uvu88tSdVviAvz97ABYM7cFyPjIbvbNGbsHE2nPM3SD04WUfEpB8DS7aDr0paHFqa9V+brpnH3XVwkLRb91Ng4BVmDq7Bv4aMHk1bxtYm90dwp0JmBMZ2dhgGGb1g4RsSKAkhRBOJ5oSzzVJrTV4RbUfbccsrreba//zM+S/9yIwV2/n1yC58c//JvHfzaC4f3rnRQdJu95zWk05pbh79bAWBYOjwb6hNwVKY/pAZxzDsuoiUq06SIrxlqtllWhwzesMph0kZf8ZjJrPa9AdMS6VouNzvzfgkSwT+1SoF2dfDthzIX9L4/QkhhDisoypQcrlcFBcXH3WV/sbSWlNcXIzL1YDJEluYUEjzxo+bOPPvc1iwqYTfntWH+b87jUfH9+eYzMhPsuqyW/n9Of1Yu6OSt+fXPsfVIVVsh8lXQly6GYQfiQrZoUig1DJ9+Vtzrlz48uEnPU1sA6f8DjZ8Y7p51VO1LyDX1n2V5cGuzZHpdrfboCvB5oac1yO3z9YsFIQ1X8Lbl8ArJ5obBkIIcQSOqq53HTt2JC8vj6KiolgXpcVxuVx07Ngx1sWIqvxdNdw1eTELN5dycq9M/nzhADqm1n/sUUOd2a8NJ/bM4G9freW8Qe1JT3DW741+D7z3a6gphetnQEJWdAsKewOl4g3R/ywRGRu/g6XvwkkPmO5b9TH8Jlj0Fv5pDzJXDwR7PBYFCoU/FMIfCOEPanKLq/glbxe/5JVRUOYhJc5Oz6wEemQl0CU9nswEJxmJTpLddtbuqGDxllIWbd5F/q4aktx20uIdpMY7OLlXJleO6EScoxX9S8oNj0/qcnzk9ulOMWOVln1kshW6kiO375Yu6IeSTVC53dwUKNkIS941wWpCW6gqMjcMLny56cv1zePwy/vQaQT0OstMIhyf3rTlEEI0SCv6r3R4drudbt26xboYohlallfGDW8uoMYX5G+XDeLCIR2iNyHsAZRSPHJeP8Y99z3PzFzDExfVYzJXreGzu003nMvearoJYJ2JJk2xtCg1a96ASUWf7LLBrEchuROc+Jt6v98TUryXeifXFt7GqskP82TgV3Vu2zU9juFd0+iZlUBBuYf1OyqZvnw7u6r9B22b5LIxpHMqo7unU17jp7TaR0GZhz99vpKXvl3P9cd35erRXSPWtTWmcr8HVwq0ifBc6cNvgMVvwdL3YOQtkd13S1S0BhZNMsejeuf+67qcAGf8EfqcC989BXOeMpke+5zTNGUr2Qgf3wjbFsIxp8CWn8zEwcoCw2+Es56KXuIdIUREHFWBkhC1mbFiO/e+t4S0eAdv3TaS3m0Tm7wMPbISufa4rrz+4yauGN6ZQZ1S6t7YUwbTHjB3KE/5PfQb32TlBCC9+9EbKGkN5dugaDXsXA8hP1idYHOAIwFSu5pHXHpMKkBaa6Yv387/fbqCnZVeLnIt4m8s4q02D5K0opgz+rU5bKvNsrwy7vtgCesKkxnQ/lxuKZ3GmPOvpyJzCFqD3aqwWy3YrIq2SS5S4hy1lqPKF2RnhZeiSi+lVT6OyYznmIyEWidZXri5hH98s55nZq7lX99t5OrRXbj+hG5k1Ld1tTna/CN0OS7y3WHbD4H2Q2HB6zDi5sifZ4WrTeuLDpquazYXtOnfPFKSh4Lm2lOwFAqWwOZ55maRxQa9zzIBUVJ7SGxn5nxzJe1970kPwNrp8Nk90GlU9Ft0lv8Xpt5tfv+Xvgn9L4BQyJQ7ZyL8/CrEZcCYB6NbDiFEo6jW2qc8Oztb5+TkxLoYoonk76phY1EV23ZVs620hkpvkLbJTtolu2mX7KJdips2ic498xWVVftZtLWUOWuLeGNuLoM6pvDaNdlkJsauYlbu8XPG374jyWXns7tOwGW3HrzRpjkw5TaoKICT/xdOfrDpK+Sf3G7Gr9y/umk/N1Y85bBmOiz/GDbPBV/F4d/jSDTJNbKvh+6nRn/sGLC9zMMfPl3OVyt3MKBDEucNyOLC+ZfiD2ouUc9QUBEg3mFl7IC2XDSkI6O7p+832fGOcg+vfLeBt+ZtJiPByVOXDOSkzg7453HgiDNzK9ndUf0OK/LL+Oe3G5i2vACnzcIVwztz7sB2tE12kZXowmEzxzEQDFHlDVLh9VPlDVLp9bOr2s/6wkpWFZSzqqCCgrKavbkoFPRtm8SpfbM4vW8W3TMTottiXJ4Pf+sLZ/658XMo1WbxO/Dp7TDhc+h2YuP3FwrC6i9g3kuwdX7t26R0MS3X/S6A/heauZ2iyVdl/t62zIOda0133+INEAzPAWh1mNa6/heasVsJmYff544V8K+TTavSpW9Er+w7VsIrJ0CHoXDJRJN2f19awye3wdLJcMHLMLjuFlshRPQppRZqrbNrXSeBkmipAsEQX68uZNK8XH5cX7xnuUWZJAnVvuB+21sUZCW6cDusbNpZBYDVohg/qD1PXHRs7YFJE/tubRETJv7MTSd24+Fz+u1dsWsrzH3B3IVM6w4XvQYd6zneJNLmPG363P8uv/mkCN/yEyz7AJxJJh1zXDr0Odu8bohgwMwXteQdWDcTAh7Tfa3XWMjqB5l9TKpmm8OMQQh4TUvfri1Qugl2rjNdbKp3mham7BtM0OSMfEIQgJzcEq77zwJ8wRD3ndGLG07ohm3pOzD1Trj8bUK9z2VBbglTFm/ji2UFVHgCtElycv7gDpzaJ4vpywqYvGArwZDmkqEd+d3ZfUmOC3d/2/ANvHWhSSt+5uNRKf+B1hdW8vLsDXyyZBvBkPkfpRQku+14/SFq/ME639su2UXfdkl0SnVjsSgUikAoRE5uKSsLygHTXfDXI7tw2fBO0enm98sH8N+b4ObvoP3gyO/fXwPP9jGTS1/2ZuP2tXYGTH/QnLcpXWDUbaYFSVlNMOSthO2/mFacbYvMBLqZfUzCjz7nRfYmQMlGWDEF1n8DW38yLbbKCmndIL2nac3O6gvtBpkyWBvwu/v+Wfj6MRMo9b8wcmXfTWuYdL45Xncvhri02rcL+ODdSyH3B/j1RyY1vxAiJiRQEq2Kxx/k7fmbmfjDJvLLPLRLdvGrEZ3J7ppGx1Q3bZNd2K0Wyj1+CnZ5yC+rYXuZh4JdNeSXeaj0BBjQIYmhXVIZ1DGFeGfz6oH68JRlvPvzFt67cSQjLavg53+Zu71gKttnPBbbAGX5f+Gj6+DWH6FthMdfNETJRvjXGHOnOeg3XYbApMK+5hPTFae+SnMh5z/mTm/lDojPhP4XmQH0HbLrXSksrfJhCfpI3vyl6Waz+UcztmvMgzB0QsMqeHWo8PgZ99z3WC2KSdePoGtGvEn08eJQSGwLN369X6ujxx/km9WFTFm8jdlrCvEHNTaL4pJhHbl9TA86p9eSwOSze838PdfPgM4jI1b2w9le5mHV9nJ2lHnYXu6huNKH22ElwWnb+3DtfT4mI77WroC7FZTV8M3qQj5dnM/PuSXEOaxcPLQjV4/uQq82Eexy+9H1JonGb9ZGr+VlxsPw0ytw2zzI7NWwfWz8Dt65xAQhYx40XdcOVd5QCFZ+ArOfMK08bY+FE+6DvuPB2sDraGUR/PKeua7kLzLL2g40gcMxY0w3OUcEk+oEA/Cvk8x14vb5kW+RX/0FvPcrM/7ocGPIPGUw8Sxzg+WGmdCm36G3j5SgH0o3m27EFQXmWmdzmTF17hTTbTGjV2SPuxDNmARKolXwBoK89/NWXvp2PYUVXkYfk86E47pyet+sPV3qWrzKIjxrv+Hbae+RHVhCJiWmVWToBDOI+8AuHA2woaiSeRuKWbi5lAW5JQSCmhtO6MavR3WuX9ax/CXw6slw2STod36jy9Mo/hp4/QzT4nbLHHN8fJXmbvQH15q7udd8au5IH0ooZALSWX+EoM+0HA25ymSnOoKgZt2OCl75biOfLtlGIKTpmOqmf/skzkrZwvjCV7FsnWcyB479ixlTEQEPfLiUjxfl8eGtxzGsS7gFbe4/YObDMOEz0wWwDqVVPn5Yv5MhnVMOneHRW2G64FntcMt3JqlHC7d8Wxlvzs3l06X5+AIhBnVK4dJhHTlvUPvGtTIFvPBUdzMm5fx/RKy8B6kshH9km6BiwmdHXuHPXwJvnGP+Zq6bdmStr6EgLPvQtC4XrzctUcfdZSYprm/levtymP+yaQkO+qDdYBhwsWnlSel0ZN/lSC19H6bcbFpyep4Ruf36PfDPkSaF+60/1C94LNsGr51qWqdv+hbiGzHx+KF4K2H9VyaQWzsTvGWHeYMy16qsvqYLYadR5jnK3W+FiAUJlGKoJHcZFT++SlXISUXIQVnAhjcI1qAXa9CDRfupUvGUqyTKVBIeSxxOSwinReO0aOITk0hOb0NGVjuyMjKJdzmId9px2KxQXWxSn+7aQqi8AK/Ph8cfxOMP4g/q8GSR5vdrs9lwOBw47XacDjt2ux1lsZpuDXvs857d54UrBZI7QFIHM0DWdsDd2lDQVKJ8pisbFqvJ6BP0QXWJKWNNKehQeF24O4fFFn5tMd2l4tLNw5FgKrqeMvCUoYN+1hTV8P2GUmatLqagMsCAjmnceHJPhrZ1QtlW8yjPN5VmHTRlDwXDr0PmtcUGNqfp126Pg7hUM5A2Lt1U+qyOvettTlMhtDpN5SPgNd8n6NtnP07zPXavC3ihpsRUXqqKzDFxp5qKujvN7M/vMV249n34PeauXsFS8yjbCkDAmcKM6t5UdD6VyyfcjYrAnb1yj58npq1m8s9bAMhMdDK8ayplNX5+XF9MeryDm046hgmju+J2HOKusqccnuwEpz8KJ/xPo8vVKFPvhkVvwpXvQ+9x+6/bthDevtjcKb36E8jqU/s+SjbBp3eYVp+eZ8K5f4fkI0uFn7uzise/WMWsVTtw261cPrwTbZJcrMgvY2V+ORt3VnFKrwz+NaoEx7d/hKJVJhAb92Sjgo4ZK7Zzy1sLufOUHvxmbG+zsLII/jHMpAK/ekqD932QTd+bLkW9xsLl7zTJuKumUFLlY8ribXyYs5XV2ytwWC0M7pTCiG5pjOiWxrEdkkmJs9d/TNO6WfDOxfCrD8yxiqacifD5/8CFr8Kgy+v/vuIN8PqZ5lp4w4xDtroGQ5qCshq2FFezpaQagJQ4B6lxdlLdVrIKviFp4UtYtuWYdOWDfmVavmtr5aophVWfo395D5X7A9oWR2XfyyjofQ2bLR3ZXu5hR5mHCo8fT7iLpccfxBMI4fEF8QSChLTGZrHgsFqwWhT+YAhfMIQvYB7e8MMfDJHospGR4CQjwUFGgpP08HNGnIWxX52JNbMX1utqnyssFNLsrPJSWO4lENpbT7IqhctuwWW34rRb8PhClHv8VHoDpCz6B32W/41JPZ7nh9AAvAEzifjuU2f3GaSU2uc1dK5ZxUPb72OlpScTAg9THbQQ77QR77AR77Sa5CkWtWdM4e7v6AuEiHNYSYt3kBZvvluX9Di6psfTNSOeFJcVR96POH95B+vaL1ABD9qdhup9tpnfK7kDJLaHhCx0wIuvsoSq8p34irdC4SpsO1fhLllNfJWZ409bbIQy+0FKZyxJ7VDJHQgpG35PFb6aSgLeKiyBGqzhhyVQhcVXicVfifJXg9WBsrvBEYeyOsz/5wMeWodM9cPqQO9OlBOXjiW5Iyq5IyS1M9d0q938v7Y69r622CDgxVNTSXl5OTX+ICF3GkFXOtqdhsvlIsFpI95pw25VeH1+qqsr8VRVECrZBIUrse5cjbNsE5aQF2sogEX7AUXA6iZodRGyOLAGa7D5K7H5K7AEvYS0qWmFAI81iQpbGqWWVEpJojzoYFfQQanfgc/qRjkSsLoSsLviiHNYSXBYSLArnHHxOBLScSZlkpCQTKLbTpLbTqLLht1qMXWF6uIDHiWmvqQs5mGxopWFmgCUe0NUBKx43W3xxrfHF98Oj3JS7Q1S5Qvg9QexWS04bRacNqt5tu997bCF19mtJDhsJLlte6+BwQAUr8e7bSnV+avRVUWoqp1Yaooh4CGkIaQhiAWfxU2NJZ4aSxw1Kg6fNR6PNR6vNZ5jhp1Bv2NjNITgABIoxdCSbz/imNl3EocXmwodtD6AFRt197dvbrSymIuX1Qk6gMVXGesi7WV17A3E9rlwoCwQCpg+4UGved2sKEjvYfrdtxsEXY+HdoN5dtZ6XvxmPWcNaMszlw5qVBfBWSt38PAnyyiq8HLDCd24alQXOqfF7bnwLdxcwvNfr2fO2iIGdUrhP9cOJy2+7i5MPN3DtIiMf7HBZWq0Je+aAdEn3AenP1L7NjtWmvE1/moz9mLkrXvHDJTlwU//MtnDLFYY94S5I36Ed+Y3FlVyxavz8fiDXH9CNyaM7krqAcdu8s9b+N2UZYw+Jp1/XzWQuLnPwA9/N+OeLnoVOo864q9fVOFl7HNzaJ/i4r+3Hb8n0QGf3GG6Mt02FzJ7H/F+D+mnV2H6A3D8vSbtciuitWb5tnKmLt3Gz5tKWJ5fvmd8VILTRsdUNx1T3aTHO0mJt5Ma5yDJZccVrlw4bBaqfQH6LPgD3Qqm8/SgafiwE9SaYEijlMJuUXsqJ7srthkJTuKde29MKKVIcFpJcttJdttx2g7TFW7imSbYvyunfq1CO1bC5MvBV4W+fga73F0orvJSFa5AVXgCbCyqYs32clZvr2BjURW+4MH/uw44epzkXM81tq84OTgfOwHWuweyw9qWKu2kKmSnjT+P4YFF2AmwWbdhcuAUJgdPpYz9x+1ZlDnebocVl92Ky2bF5bDispngxKIgENL4gyGCIY3daip1Dqup1DnCP9utivIaP8VVPnZW+thZ6aWkyrfnd3qT9XMetr/LTa5n8WUNJKQ1vnCAVVLlI7/Mgy9wuO+9VxalfOu8jx9DA7jP8iDtU1y4HbY9Nx1317S0Bh3+aXf1Syk4W//A7SVPsihjPDOP+R3V/iCV3gDV3iCBUIhAyJxHWrPnnLNbFVW+ICVVPkqqfBSWe6jyBbES5FrrDCZYZ9DZUkSZjuPT4PF8ERxFju4FFhtWi8KqFDaLQimo2X2DtRaplDPUso5hlnX0V7m0VSW0VSUkq+o92/i0lRqc1OCkWjvx4KQKJ1XaTSVuqrUTmwrixotb+XAS2PN/WisLQQ0BrQiEFKBxEMCp/Djwk045bVUJTtW4/91BrQhhIYQFRQiHOrjuValdbNTtqMGJT9sIYMWCxqV8uDCPGpyU6zgqcONl77XeSogUKslQZWSpMlJVRYPqd97w5wbDZbUTIF55G/XdAaq0k2qc1Ggn1bj2/K6qcRLEigsfTvw4lQ8gfKwUCo1TBYmzhnBb/GQGduDATP8Q0opdxFOskykhkRrtRIXPbwsh4pWHRGpIUDV7nndbMPCPDL/o3kZ/r0iQQCmGymr8bCmuJjXORrrbghuPuTraXOZhsYCv2gz6rtpp7g5Y7ObOiMVCwFNJ6c7t7CoupLqiBL8/iC8QxB8IUm1LosLVngpXe2rcbUhwu0mOs5HsdoT/oahwRVhT7fVTVeOl0uOlqsZLtcdHtcdLtcdLpTdIZTiDVI3fTCTpC4I/GMLmK6UdxbRTJWRRGr5wBXDgJ4iVCtxUaDfVuACFw6KxWwGLjUpLMtW2ZGqsSVhsNlxWjdMCDosGHcQSfjhDVSSFykkM7sLiryS30kY5cXitifRol8qwTkkMap9AvB3TtzoUMA+by3TRSO5k7ojWt4tU0B9u7dp9zKtMABUItxrtee0N/66ce+9a7RdwBfe2LtkcppISn2XGtTgTTatYdbH5nN1pdu2uvb97u9u8f3er1gG01vz7+008MX0VPbMSefWaYXRJP7KxScWVXv742UqmLs2nT9tE/nrxwEOmHp+5Yjt3TV5Mx1Q3b90wkvYpdXSzeH2sOUev++KIyhMxJZvgn6OhY7ZpLTpUF5fSXDOeY/XnYI+H7OvMhJQrpgDadB88408N6u6zsaiSK1+bTyComXzzqEOOc5myOI/7P1jK0M6p/Oe64SQWLoT/3mxaEc97HoZeU+/PDQRD3Dgph7kbivnirhPouftzt/5suiIef48ZyxZpWsMX95mWjEhk69LaBKxWu/nbaUatVFXeAIu37GL19nLySmvCj2pKq32UVvlrDR4shPjJeQc/hfrwoLoPW7glwGJRaK3xBzWBoGkN2LeV4lASnTY6psXROc1N57Q4hnZO5bgeGXu7B25fZjK5Db0GznsOrTXrCytZvGUXO8o9FFV6KarwUu31c3r5J1xe9m+qLfE86Pg9sys77mn1OFC7ZBd92ibSq00iXdLj6ZIeF765AruqzRxYpdV+dlX79vy8q9pPsGIH2aVfcFzNHBKpxKW9uPBSbU3il+RTWJNxJmWpA4hz2klw2ohzmKCwTZKLdskuMhKc+2VjjKRQSLOrxk9RhZetBQWc+PkYlsaN4jHH/+xppXLYLKTE2emQ6qZDips2SS4c+3TtDoT0np4bnkAIt92MmRu85P/I2jiFqht+IKF9r4ZlVfz6MZNs4ozH4Li7j/imjdaaXblLcHx+F/HFyyhIzWZ1+4vYkD4Gr3ISDGkCIU0o/BwMhQiGIKQ1boeVRJeNRJedJJeNRJeNhPDvqMYfZFe1CcbKavx7WrRC3gqcFnDHJZAY7ybOYUPDnv0G9wnwdp/7u4NRX3BvYOoPhrBbLcSFg2OHzRKuv5hWuEBI4/MHsHuKcXqK0AEvOugj5PdhCfmxEcCm/VgJ4HTF445LIC4hkXi7wu4txe7dhc1bgg548QcCBAIBEzDb3Si7G6sjDn9iB/xpfbCkdsbpsBEMmeusP6RRgC18k8NqgUBQ7wnWlVLEOay47dY953KSy25uXGlt6hS+KlO381Xvfe2vAWUhiMIT0FRXVeKv2Im/cieh6lL8fh9+v5+A348nZKGUREp0IoXBBAr8ceR54tjicVEadNIm0Um7RDvtkhy0S7KTlWCnbYKddFcIV812HJX5OKq24fSV4dAe7MEabMEa8FejfVXmRmIwQNDqJGBxEVR2QkAoFEKHf4c1QQvVQQuVAQu7HO2oTOlNKGsAjra9iXPH4bJbcNvN78/t2H2DY+8y++6/oVAw3Guo3LRA75vCP4YkUBINFgiG2FnpY0e5h52V3j1dGnY3+/sCe7s9+IN7uz4cuGz3dt6AuQuoAEv4KmhRoFBYLOCyWRnSOYXR3dMZ2DFl7x/XUez7dUXc+e5iAJ67fDCn9Mk67Hu01kxdms+jU1dQ6Q1w5yk9uW1M972tDofw08Zibnwzh0SXjUk3jKRHVi2Z2qbcBhtnw/2rjvTrRMZHN5i+9ncvqn+yhh0rTSvO8o9MwDRsgpmHJrVLg4qwaWcVV7w6r15B0m5f/FLAPe8tplebRF6bkE0HdwA+mAAbvjbB0rBrD7uPYEhz3wdL+HRJPn+6YABXjwqXPxQ0Y8eqiuHOBVHLsEfQD29fBFvmm3FqvcbVv0IX9JsMalt+Mmmot8w3A8nB3IxI6mDGRXQ/xXSDzOjVLCfk1FpT7QtS4QngDQTxBkJ4/EHSihfRccqFBC98Deugyw75/vKawJ4gpsYfQGGuh1prKjwByj0Bymv8FJZ72Fpaw5YS0/XNFwhhtSgGd0ohu2sqbruVMbnPMTjvHSZ2+BOv7ehNQeXeO+/Jbjv940r5je9fDPUvZKFjBK+k3IczpY2ZOiHZTXqCIxy0mK5eXdLi92Y9bM1mPGzGSd2ztHHjokpz4cVhMOw6OOeZhu8nFIIPJ8CqqXDsZXDu3+rfNTfoN9e3754yFdBznjXj5ESrprWO7lQHRwkJlIRo4bYUV3PzWzms3l7BNaO78Luz+9aZzrywwsNvP17G16sLGdwphacuGXjEGb1W5JcxYeLPhDR8cMvog4Ol756Gbx+H3xU0fWak3ckkTrwfTvu/I39/ZZFp2WvE2KAV+WVc/8YCAkHNuzeNOqJJimevKeSuyYtxWC3889dDGdkpHt6/ygy0Pvc50+JVh1BI88BHv/DxojweGNubO07psXflz6/BtN/AJf+BARc1+LvVS3WJabnaPZB/0JXmMx3xZrxewGNaVCsLzaMiH/JyzLgxf7i7TnJn0+Ww0wjzc9lW07q0Y6UZwwUm0UC3k8x4qw7DTGr2CGYMjLgZD5vunP+7wVRWI8wfDLFk6y6+W1PEnHVFrMwvJxDSxFPDdMdDdLYUUW1JoKjNCSQcM5KU8jVYt84zY1ltbhj7uElVLxUroywPnh9kuuSO/XPD9/PpnSYl/D1LjizLZm1CQfj+bzD7L2ZqgUsmmkmGD2XdV/Dlb6F4nUmIcdbT0Z9QV4hWRAIlIVoBjz/I0zPW8PoPm+iRlcBzlw9mQIf9K2M/rNvJve8vpsIT4IGxvbnu+G4N7sayaWcVl74yF6fNyn9vP442Sa69K5d/bFIgxyJF+KQLzOz29yyNSmX0cGat3MHd7y0mxW3njetHNCit9IaiSm6alMOW4moeGd+fq4a1QX1wDaybAeP+atIKH1CZDYU0v5uyjPcWbOV/Tu/FPaf33LuyYgf8Y7iZs+eaT5umIuyrglWfmbFim+awdxRGLZTVnCedRpngqPOoQ1coy/JM5W/dV6blqTo8T5rNZcbxdcg2Gbg6DDOVyeZQ8dcaXhhi5vq56uMm+9hguAuQv7qM+K1zsKz/ygTdlTtMwpouo6HzaOh99uGzPx6NPr7RTCh977K65zw6lJJNpjVp+I1w9lORK9fmuaZslYWmZaj/RdDjNNNdG0wLUuFKM6fduplmfr1xT0Q/gYgQrZAESkK0It+vK+L+D5ZSVOlleJc0zh3UjjP7teXt+Zt5afZ6emQm8I9fDT2iVo66LMsr44pX59EpLY73bxm9d1zE7ladS99s2u4dG76Fty4w6bVH39F0n4vp4vD6D5v487RVHNshmX9fk03WvsHjESr3+Lln8mK+XVNE98x4rhjahmvyHsW54UtTqT33OUhsQ0FZDVOX5DNl8TZWb6/gzlN6cP+Z+4yBqCyCSePNfFK3zIl8Aof6KMuD9V+b17vH3jkTzbijhDamAtrQ+YS0Ni0i2xZC3kLzXLDEtFqBySrZYZgZrzbwMtN1LxZ2rICXjztsq2CTCIWgqtAc++YQRDZnhavg5eNh6NWm++uR+uQO05337iUmI1skVZeYQGjFf03GQGcytBto5l0qyzOZXZ1JcPL/wohbDs5KK4SoFwmUhGhlSqt8TJq3mc9/yWdd4d7Mg5dld+TR8f3rNx9SPX2/rojr31jA0M6pvHn9CNPlz1sJT3SAU38PJz0Qsc86pFAIXjvFtC7cmWO6zzWR3J1VPDVjNdOWbWdc/7b8/fLBh06hXk/BkOa/i/J4f8FWcjaXYrdoHkr9lqur3sSj3LwUfwevFh+L1jCoUwq/GtGJy7I77Q2SKrbDm+NNxelX75kJOo8GQb+p4G5bCNtyYNsi87NSpuvRCf8Dbfo3bZlm/9VMxHr/Gkhs07SfLRpnxsMw7yW4cZYJuOureINpyR1xM5z1ZPTKF/SbMaHLP4ad68y4ytRupoWw51hIyIzeZwtxFJBASYhWbO2OCmau2E6PrETGDWgblc/4dMk27nlvCSf1yuTFK4eYlqVn+5rxIxf9KyqfeZDl/4WProMLXoHBVzbJRxZWeHjx6/VM/nkLdquF28d0545TemCJQlau9YWVfLhwKyvzy2nn28ItJU/R3b+WbUmDsR13G22GX7J/dr/yfHjzPCgvgF9/YOZFOZpVbDeV3ZyJJqtS3/NMN8bkDk3z+a+cEJ6XaGbTfJ6IHG+FCXjiM+Hm2fVv/Zxym2ntuWcpJEbn2iuEiD4JlIQQjfb+gi08PGU5ndLieO2aYfSY/mtTIb3pm3q9f0txNZ8u2cb05dup8gX2me9k7+R2DquFnm0SOb1vFkM6p+4dX1Wzy3RrcqXArd83vBtXPeXurOI/P27ig5w8/MEQV4zoxN2n9SQrselasQgGYMG/4aeXTVatpA4mw1zlDtMVrXijaUH59UdmHIowqkvg51fhx+dNCvszHjPZBKPZBa3gF/jXiTHpEioiZPeNmLOehpE3H377Dd+YCa1H3gbj/hL98gkhokYCJSFERCzILeG2txfi8YeY3uMTOuV9AQ9trrMSWlLl44tf8vlkST4LN5cCMLxrKu1T3AeljfcHQ3j8IdbtqCAQ0qTFOxjTO5OR3dI4a90jJK77FHXjV2Y8Cia5gVLs6YYWCmkKK7zklVaTX+YhGAphtZh5bFLi7AzvmnbIdPPBkGbuhp1MmreZWat2YLMoxg/qwJ2n9qBbxpHNXxVRoaAZrP3TK2aMTnIHkw0upYsZV9FuUOzK1pyVbIKpd0Hu99D1RLjotciPIdltyq2wcirctxLcKdH5DBFdWpvxj9sWm/T6h+o+mb8E3jjHJBK5blpMksoIISJHAiUhRMTk76rh5rdyyN7+AY/aJ/HswC8YPqA33TLiKavxU1bjJ39XDdOXb2fO2iICIU3vNomcP6Q94we1p2PqodOJl9X4mbO2iFmrdvDd2iJGe37gZcfzvMwlfJx0DRUeP+U1AWr8Zsbz3S1Tu4OuuqTHOzh3YDvOH9KB7hkJe+a/KSjz8MUv+XyxbDs7K72kxtm5alQXrh7VpVHJGkQzoDUsfANm/M7My3TZm5H/jIrt8PcBJoHD2U9Hfv+i6excDy+Phi7HwWVv1T4ZZmku/PsMk7Dkhq+iF3wLIZpMqwiUlFLjgOcBK/BvrfUhR05KoCRE9Hj8Qb6b9h5jF9/OrwKPMDdwcKa1dskuxg9uzwWDO9C3XcNm39blBYT+OZoyZ3ue7fwPSj2aRKedRJeNeKeZBX73pMZ2q4UOqW46prrpkOLGYbXsmRU+t7iKqUvymbVqB97AwcGUw2bhtD5ZjB/UnlP6ZNU5R5Voob76P5j7oslM1sAJhuv0zeMw5xm4a6FJDS5atkVvwWf3QHoPuHLy/r/TqmKYeCZU7TRj0WKRYVIIEXEtPlBSSlmBtcAZQB6wALhSa72yrvdIoCRElJVuhucH4jvr7/yYci5FFV5S3HaS3XbS4h10z0xoXNIDreHdy2HTd3DL95DZq9FFrvD4mbVqByVVflx2C06blUSXjeO6p5PoasYTmYrGKdsGzw80KZQjOZ7EXwN/72/mh7ry3cjtV8TWxu/gwwnmGnTByybZw+rPTQp8HTRzlXUeFetSCiEi5FCBUuRyCEfXCGC91nojgFLqPeB8oM5ASQgRZcmdwObCsWsDp4zMiuy+tYZv/7x3AtYIBEkAiS47Fw7pGJF9iRYkuYOZsHPRJBjzYOTGlPzyvklXP/r2yOxPNA/HnAw3fQuTr4T3whk2E9rCoCvMuMD2Q2JbPiFEk2kpgVIHYOs+P+cBI2NUFiEEgMViZoMvXh/Z/WoN3/4F5jwNQ642c5QI0Vijb4dlH5iuVcfd2fj9aQ3zX4a2A6HL8Y3fn2he0rrBjV+ZbHht+kP7oeaaJ4Q4qrSqv3ql1M1KqRylVE5RUVGsiyNE65fRw0yAGCl7gqSnTJB03gtSORGR0X4IdDnBZA8MBhq/vw1fQ9Fqkw48mqnHRew4E2HYBDMJrVyHhDgqtZS//G1Ap31+7hheth+t9ata62ytdXZmpsxULUTUpfc0WaACvsjsb84zEiSJ6Bl9B5RthVWfNm4/wQDM+iMktjdd+oQQQrRKLaUWsgDoqZTqppRyAFcAU2NcJiFERk8zuLk0t/H7qi4xQVL/CyVIEtHRa5zpLjr3H6b1sqHm/xO2/wJnPQk2R+TKJ4QQollpETURrXUAuBOYAawCPtBar4htqYQQpPc0z8UR6H63/GMI+uCE+yRIEtFhscBxd0H+Ilg6uWH7KM013UN7nw19x0e0eEIIIZqXFlMb0VpP01r30lp311r/OdblEUJgxihBZMYpLZ0MbQZAu4GN35cQdRl6DXQ+Dqb975G3hGoNn98HFiuc/YyMTRJCiFauxQRKQohmyJUM8VmNb1EqWgvbFsKgKyNTLiHqYrHCha+Y11NuhVCw/u9d9pFJ4nDaIybluBBCiFZNAiUhRONk9ISdjUwRvvRdUFYYeFlkyiTEoaR2gbOfhi3z4Mfn6/eevBz48iHokA3Db4hu+YQQQjQLEigJIRonvUfjWpRCQVj6PvQ4HRIiPHGtEHUZdAX0O9+MN8pfXPd2vmqY8TC8fgbYXHD+S6ZVSgghRKsngZIQonEyekJ1scla1xCbvoOKfBgs3e5EE1IKzn0O4jNg4jj49gnw1+xdH/DCqs/g5eNg3j9g2HVw+zzI6hOzIgshhGhatlgXQAjRwu3JfLce4kYc+fuXTDZjnXqdFdlyCXE4cWlw49cw8/fw3ZOw5F04/m7IX2KCJG8ZpHaFCZ9Bt5NiXVohhBBNTAIlIUTjZIQDpZ3roNMRBkqeclMhHXQF2F2RL5sQh5PcAS79jxl3NO1/YdpvwJkEfc6FARfBMWPAao91KYUQQsSABEpCiMZJ6QIWe8PGKa2ZBoEaGPyryJdLiCPR9QS4ZY6ZSDarnwTuQgghJFASQjSS1QZp3Ro2l1JeDjgSoePwyJdLiCNltUGHobEuhRBCiGZCkjkIIRovoxcUrTny9xWuhKy+MnGnEEIIIZodCZSEEI2X1RdKNoLfU//3aA07VkCbftErlxBCCCFEA0mgJIRovKy+oINHNk6pogA8uyCrf9SKJYQQQgjRUBIoCSEaLyvcKlS4qv7v2bHSPEuLkhBCCCGaIQmUhBCNl9bdZL4rXFn/9xSuMM9ZEigJIYQQovmRQEkI0Xg2h5lPqXB1/d+zYyUktjOTfgohhBBCNDMSKAkhIiOr75G3KElrkhBCCCGaKQmUhBCRkdUXdm0Gb+Xhtw0GoGitjE8SQgghRLMlgZIQIjIy+5rn+synVLIBgl7JeCeEEEKIZksCJSFEZGSFA6X6dL/bEU7kIC1KQgghhGimJFASQkRGalewueuXIrxwJSgrZPSOerGEEEIIIRpCAiUhRGRYrJDZu54tSishvTvYXdEvlxBCCCFEA0igJISInKx+9WxRkox3QgghhGjeJFASQkROVl+o3A7VJXVv462E0lxoI4kchBBCCNF8SaAkhIic3a1ERYeYeHb3OmlREkIIIUQzJoGSECJy6pP5TjLeCSGEEKIFkEBJCBE5Se3BmXzocUqFK8EeDyldm6xYQgghhBBHSgIlIUTkKAVZfQ4dKO1YYbaxyOVHCCGEEM1Xo2oqSqlLlVIrlFIhpVT2Aet+q5Rar5Rao5Qau8/yceFl65VSD+2zvJtS6qfw8veVUo7wcmf45/Xh9V0bU2YhRJRl9TWtRlofvE5rs07GJwkhhBCimWvsLd3lwEXAnH0XKqX6AVcA/YFxwD+VUlallBV4CTgL6AdcGd4W4K/A37XWPYBS4Ibw8huA0vDyv4e3E0I0V1n9oKYUKnccvG7LfKguhs6jmr5cQgghhBBHoFGBktZ6ldZ6TS2rzgfe01p7tdabgPXAiPBjvdZ6o9baB7wHnK+UUsCpwEfh978JXLDPvt4Mv/4IOC28vRCiOdqd0GHH8oPX5UwEZxL0v7BpyySEEEIIcYSiNUigA7B1n5/zwsvqWp4O7NJaBw5Yvt++wuvLwtsfRCl1s1IqRymVU1RUFKGvIoQ4Iu0Gm4QOCybuv7yqGFZ+AoOuAEd8LEomhBBCCFFvhw2UlFKzlFLLa3mc3xQFPBJa61e11tla6+zMzMxYF0eIo5MrCY6/C9Z8AXk5e5cveRuCPsi+PnZlE0IIIYSoJ9vhNtBan96A/W4DOu3zc8fwMupYXgykKKVs4Vajfbffva88pZQNSA5vL4RorkbeBvNfga8fgwlTIRSCnP9A5+P2ds0TQgghhGjGotX1bipwRThjXTegJ/AzsADoGc5w58AkfJiqtdbAt8Al4fdPAD7dZ18Twq8vAb4Jby+EaK6cCXDSb2DTd7BxNmz8Fko3SWuSEEIIIVqMxqYHv1AplQeMBr5QSs0A0FqvAD4AVgJfAndorYPh1qI7gRnAKuCD8LYADwL3KaXWY8YgvR5e/jqQHl5+H7AnpbgQohkbdh0kdYSv/2SSOMSlQ7/xsS6VEEIIIUS9qNbaOJOdna1zcnIOv6EQInoWTYKpd5nXx98DZzwW2/IIIYQQQuxDKbVQa51d27podb0TQggY9CtI625eD7s2pkURQgghhDgSh03mIIQQDWa1wUWvwvZfIO2YWJdGCCGEEKLeJFASQkRXx2zzEEIIIYRoQaTrnRBCCCGEEEIcQAIlIYQQQgghhDiABEpCCCGEEEIIcYBWmx5cKVUEbI51OcIygJ2xLsRRQI5z9Mkxjj45xtEnx7hpyHGOPjnG0SfHOPpifYy7aK0za1vRagOl5kQplVNXfnYROXKco0+OcfTJMY4+OcZNQ45z9Mkxjj45xtHXnI+xdL0TQgghhBBCiANIoCSEEEIIIYQQB5BAqWm8GusCHCXkOEefHOPok2McfXKMm4Yc5+iTYxx9coyjr9keYxmjJIQQQgghhBAHkBYlIYQQQgghhDiABEpRppQap5Rao5Rar5R6KNblaQ2UUp2UUt8qpVYqpVYope4JL39UKbVNKbUk/Dg71mVtyZRSuUqpZeFjmRNelqaU+koptS78nBrrcrZkSqne+5yvS5RS5Uqpe+Vcbhyl1ESlVKFSavk+y2o9d5XxQvga/YtSamjsSt5y1HGMn1ZKrQ4fxylKqZTw8q5KqZp9zudXYlbwFqSOY1zntUEp9dvwebxGKTU2NqVueeo4zu/vc4xzlVJLwsvlXG6AQ9Tbmv11WbreRZFSygqsBc4A8oAFwJVa65UxLVgLp5RqB7TTWi9SSiUCC4ELgMuASq31M7EsX2uhlMoFsrXWO/dZ9hRQorV+Mhz4p2qtH4xVGVuT8PViGzASuA45lxtMKXUSUAlM0loPCC+r9dwNVzTvAs7GHPvntdYjY1X2lqKOY3wm8I3WOqCU+itA+Bh3BT7fvZ2onzqO8aPUcm1QSvUDJgMjgPbALKCX1jrYpIVugWo7zgesfxYo01o/Judywxyi3nYtzfy6LC1K0TUCWK+13qi19gHvAefHuEwtnta6QGu9KPy6AlgFdIhtqY4a5wNvhl+/ibnQicg4DdigtW4uE2W3WFrrOUDJAYvrOnfPx1SQtNZ6PpAS/qcuDqG2Y6y1nqm1DoR/nA90bPKCtSJ1nMd1OR94T2vt1VpvAtZj6iDiMA51nJVSCnMTdnKTFqqVOUS9rdlflyVQiq4OwNZ9fs5DKvQRFb67MwT4KbzoznAz7UTpFtZoGpiplFqolLo5vKyN1rog/Ho70CY2RWuVrmD/f8ZyLkdWXeeuXKej43pg+j4/d1NKLVZKfaeUOjFWhWolars2yHkcHScCO7TW6/ZZJudyIxxQb2v212UJlESLpZRKAD4G7tValwMvA92BwUAB8GzsStcqnKC1HgqcBdwR7p6whzb9dqXvbgQopRzAeODD8CI5l6NIzt3oUko9DASAd8KLCoDOWushwH3Au0qppFiVr4WTa0PTupL9b2DJudwItdTb9miu12UJlKJrG9Bpn587hpeJRlJK2TF/bO9orf8LoLXeobUOaq1DwGtIt4NG0VpvCz8XAlMwx3PH7ubv8HNh7ErYqpwFLNJa7wA5l6OkrnNXrtMRpJS6FjgX+HW44kO4O1hx+PVCYAPQK2aFbMEOcW2Q8zjClFI24CLg/d3L5FxuuNrqbbSA67IEStG1AOiplOoWvmN8BTA1xmVq8cJ9hl8HVmmt/7bP8n37r14ILD/wvaJ+lFLx4QGXKKXigTMxx3MqMCG82QTg09iUsNXZ766lnMtRUde5OxW4JpxlaRRm0HZBbTsQh6aUGgf8LzBea129z/LMcLISlFLHAD2BjbEpZct2iGvDVOAKpZRTKdUNc4x/burytTKnA6u11nm7F8i53DB11dtoAddlWyw+9GgRzvxzJzADsAITtdYrYlys1uB44Gpg2e6UncDvgCuVUoMxTbe5wC2xKFwr0QaYYq5t2IB3tdZfKqUWAB8opW4ANmMGuYpGCAeiZ7D/+fqUnMsNp5SaDIwBMpRSecAjwJPUfu5Ow2RWWg9UYzIOisOo4xj/FnACX4WvHfO11rcCJwGPKaX8QAi4VWtd3yQFR606jvGY2q4NWusVSqkPgJWYbo93SMa7+qntOGutX+fgcaMg53JD1VVva/bXZUkPLoQQQgghhBAHkK53QgghhBBCCHEACZSEEEIIIYQQ4gASKAkhhBBCCCHEASRQEkIIIYQQQogDSKAkhBBCCCGEEAeQQEkIIYQQQgghDiCBkhBCCCGEEEIcQAIlIYQQQgghhDjA/wOzlHsBoa96SQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"circle_z = circle_data[:,:,2] # only capture the z-axis data\n",
"square_z = square_data[:,:,2] # only capture the z-axis data\n",
"for sample_idx in range(10):\n",
" fig = plt.figure(figsize=(14,2))\n",
" ax = fig.add_subplot(111)\n",
" ax.plot(circle_z[sample_idx], label='circle_z')\n",
" ax.plot(square_z[sample_idx], label='square_z')\n",
" plt.legend(loc='upper left')\n",
" \n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "1df9965d",
"metadata": {},
"source": [
"## Sklearn MLP"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "50ee3c13",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iteration 1, loss = 19.82401266\n",
"Iteration 2, loss = 14.12456799\n",
"Iteration 3, loss = 7.20897538\n",
"Iteration 4, loss = 9.01093729\n",
"Iteration 5, loss = 5.62996562\n",
"Iteration 6, loss = 5.40655130\n",
"Iteration 7, loss = 5.40655130\n",
"Iteration 8, loss = 3.60436872\n",
"Iteration 9, loss = 3.60436864\n",
"Iteration 10, loss = 1.80218597\n",
"Iteration 11, loss = 1.80218597\n",
"Iteration 12, loss = 0.00000330\n",
"Iteration 13, loss = 1.39928702\n",
"Iteration 14, loss = 0.00433054\n",
"Iteration 15, loss = 1.80218597\n",
"Iteration 16, loss = 0.00000330\n",
"Iteration 17, loss = 0.00000330\n",
"Iteration 18, loss = 0.00000330\n",
"Iteration 19, loss = 0.00000330\n",
"Iteration 20, loss = 0.00000330\n",
"Iteration 21, loss = 0.00000330\n",
"Iteration 22, loss = 0.00000330\n",
"Iteration 23, loss = 0.00000330\n",
"Training loss did not improve more than tol=0.000100 for 10 consecutive epochs. Stopping.\n"
]
},
{
"data": {
"text/plain": [
"MLPClassifier(alpha=1e-06, hidden_layer_sizes=(50, 50),\n",
" learning_rate_init=1e-06, max_iter=500, random_state=42,\n",
" solver='sgd', verbose=1)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"circle_lables = np.repeat('circle', 10) \n",
"square_lables = np.repeat('square', 10)\n",
"y = np.append(circle_lables, square_lables)\n",
"X = np.append(circle_z, square_z, axis=0)\n",
"# In practice, one would ensure we have a training set and validation set\n",
"# In prototyping, training on our entire tiny dataset is appropriate\n",
"clf = MLPClassifier(\n",
" hidden_layer_sizes=(50,50), \n",
" max_iter=500, \n",
" alpha=0.000001, \n",
" solver='sgd', \n",
" verbose=1, \n",
" random_state=42,\n",
" tol=0.0001,\n",
" n_iter_no_change=10,\n",
" learning_rate='constant',\n",
" learning_rate_init=0.000001\n",
")\n",
"clf.fit(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "53416f6a",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Press RETURN and draw a SQUARE or CIRCLE with accelerometer\n",
"Sample captured with shape: (200,)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"That looks like a square to me!\n"
]
}
],
"source": [
"input_data = None\n",
"ser = serial.Serial(serial_port, baud_rate, timeout=1)\n",
"time.sleep(2)\n",
"input(\"Press RETURN and draw a SQUARE or CIRCLE with accelerometer\")\n",
"try:\n",
" sample = capture(ser)\n",
" input_data = np.array(sample[:,2])\n",
" print(\"Sample captured with shape: \",input_data.shape)\n",
"except:\n",
" print(\"Parsing error.\")\n",
" pass\n",
"ser.close()\n",
"\n",
"fig = plt.figure(figsize=(14,2))\n",
"ax = fig.add_subplot(111)\n",
"ax.plot(input_data, label='input_data')\n",
" \n",
"plt.show()\n",
"\n",
"print(\"That looks like a\", clf.predict(input_data.reshape(1, -1))[0], \"to me!\")"
]
},
{
"cell_type": "markdown",
"id": "6d77b0f7",
"metadata": {},
"source": [
"## Keras Model"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "a52cbc74",
"metadata": {},
"outputs": [],
"source": [
"model = Sequential([\n",
" Dense(50, activation='relu', input_shape=(200,)),\n",
" Dense(50, activation='relu'),\n",
" Dense(2, activation='softmax')\n",
"])\n",
"model.compile(\n",
" optimizer='adam',\n",
" loss='binary_crossentropy',\n",
" metrics=['accuracy']\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "015b81fd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 629.7089 - accuracy: 0.7000\n",
"Epoch 2/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 398.3152 - accuracy: 0.8500\n",
"Epoch 3/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 213.2465 - accuracy: 0.8000\n",
"Epoch 4/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 208.3531 - accuracy: 0.7500\n",
"Epoch 5/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 102.4211 - accuracy: 0.9000\n",
"Epoch 6/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 72.1786 - accuracy: 0.9500\n",
"Epoch 7/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 35.9857 - accuracy: 0.9500\n",
"Epoch 8/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 18.8311 - accuracy: 0.9500\n",
"Epoch 9/10\n",
"4/4 [==============================] - 0s 1ms/step - loss: 14.5699 - accuracy: 0.9500\n",
"Epoch 10/10\n",
"4/4 [==============================] - 0s 2ms/step - loss: 20.9658 - accuracy: 1.0000\n"
]
},
{
"data": {
"text/plain": [
"<keras.callbacks.History at 0x16afb2640>"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(\n",
" X,\n",
" to_categorical(np.append(np.repeat(0, 10), np.repeat(1, 10))),\n",
" epochs=10,\n",
" batch_size=5\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "37b4babd",
"metadata": {},
"outputs": [],
"source": [
"model.save_weights('model.2a')"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "22c38615",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Press RETURN and draw a SQUARE or CIRCLE with accelerometer\n",
"Sample captured with shape: (200,)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Keras model: circle\n",
"Sklearn model: circle\n"
]
}
],
"source": [
"input_data = None\n",
"ser = serial.Serial(serial_port, baud_rate, timeout=1)\n",
"time.sleep(2)\n",
"input(\"Press RETURN and draw a SQUARE or CIRCLE with accelerometer\")\n",
"try:\n",
" sample = capture(ser)\n",
" input_data = np.array(sample[:,2])\n",
" print(\"Sample captured with shape: \",input_data.shape)\n",
"except:\n",
" print(\"Parsing error.\")\n",
" pass\n",
"ser.close()\n",
"\n",
"fig = plt.figure(figsize=(14,2))\n",
"ax = fig.add_subplot(111)\n",
"ax.plot(input_data, label='input_data')\n",
" \n",
"plt.show()\n",
"\n",
"sklearn_prediction = clf.predict(input_data.reshape(1, -1))[0]\n",
"keras_prediction = 'circle' if model.predict(input_data.reshape(1, -1))[0][1] == 0. else 'square'\n",
"print(\"Keras model:\", keras_prediction)\n",
"print(\"Sklearn model:\", sklearn_prediction)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5f23abf6",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
@Thomascountz
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