48,7 → 48,7 |
"i2c-4\ti2c \ti915 gmbus dpb \tI2C adapter\r\n", |
"i2c-5\ti2c \ti915 gmbus dpd \tI2C adapter\r\n", |
"i2c-6\ti2c \tDPDDC-B \tI2C adapter\r\n", |
"i2c-7\ti2c \ti2c-tiny-usb at bus 001 device 006\tI2C adapter\r\n" |
"i2c-7\ti2c \ti2c-tiny-usb at bus 001 device 070\tI2C adapter\r\n" |
] |
} |
], |
110,7 → 110,7 |
"language": "python", |
"metadata": {}, |
"outputs": [], |
"prompt_number": 29 |
"prompt_number": 3 |
}, |
{ |
"cell_type": "markdown", |
130,10 → 130,10 |
" bus = [\n", |
" {\n", |
" \"type\": \"i2chub\",\n", |
" \"address\": 0x72,\n", |
" \"address\": 0x71,\n", |
" \n", |
" \"children\": [\n", |
" {\"name\": \"mag\", \"type\": \"mag01\", \"gauss\": 0.88, \"channel\": 1, }, \n", |
" {\"name\": \"mag\", \"type\": \"mag01\", \"gauss\": 0.88, \"channel\": 0, }, \n", |
" ],\n", |
" },\n", |
" ],\n", |
142,7 → 142,7 |
"language": "python", |
"metadata": {}, |
"outputs": [], |
"prompt_number": 30 |
"prompt_number": 26 |
}, |
{ |
"cell_type": "markdown", |
161,16 → 161,8 |
], |
"language": "python", |
"metadata": {}, |
"outputs": [ |
{ |
"output_type": "stream", |
"stream": "stderr", |
"text": [ |
"WARNING:pymlab.sensors.iic:HID device does not exist, we will try SMBus directly...\n" |
] |
} |
], |
"prompt_number": 31 |
"outputs": [], |
"prompt_number": 27 |
}, |
{ |
"cell_type": "markdown", |
196,6 → 188,7 |
" (x, y, z) = mag_sensor.axes()\n", |
" list_meas.append([x, y, z])\n", |
" print (n, list_meas[n])\n", |
" time.sleep(0.2)\n", |
" sys.stdout.flush()" |
], |
"language": "python", |
205,11 → 198,11 |
"output_type": "stream", |
"stream": "stdout", |
"text": [ |
"(499, [-111.69, -413.90999999999997, -388.36])\n" |
"(499, [5.109999999999999, 163.51999999999998, -689.85])\n" |
] |
} |
], |
"prompt_number": 6 |
"prompt_number": 31 |
}, |
{ |
"cell_type": "markdown", |
223,12 → 216,12 |
"cell_type": "code", |
"collapsed": false, |
"input": [ |
"np.savez(\"calibration_data_3Dset\", data=list_meas)" |
"np.savez(\"calibration_data_2Dset\", data=list_meas)" |
], |
"language": "python", |
"metadata": {}, |
"outputs": [], |
"prompt_number": 141 |
"prompt_number": 32 |
}, |
{ |
"cell_type": "markdown", |
245,14 → 238,15 |
"collapsed": false, |
"input": [ |
"data = np.load('./calibration_data_2Dset.npz')\n", |
"x = data['x']\n", |
"y = data['y']\n", |
"z = data['z']" |
"list_meas = data['data']\n", |
"x = list_meas[:, 0]\n", |
"y = list_meas[:, 1]\n", |
"z = list_meas[:, 2]" |
], |
"language": "python", |
"metadata": {}, |
"outputs": [], |
"prompt_number": 42 |
"prompt_number": 33 |
}, |
{ |
"cell_type": "markdown", |
285,13 → 279,13 |
{ |
"metadata": {}, |
"output_type": "display_data", |
"png": 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G2Q6PpyNYNg6W3YKKipGCZk8ETSAQhd1eLTKvViESievaD4JRo0Zg1KgRqq9r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CTXI0Q6BHCqCYQSaqINVt1F3lTU6xQRhEi7hdMWEUxPnjfrFGsVUZ6IQMJZU3OlnPQWrtbpKuVd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\ntWvXZvTo0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P88ILL/D6669jtVqprq7G6/Um/t3r9ZYkmEb/lvQjoqKJOIsAEi9WNBo94QwtU9fxYi3y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G63hCQloden0r37Cu69dx633/7LoAfnp+Ii13oMQg8G4X770LQaley0cUA4XU2qkpzWggwlQ/V7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\nRK5CYII=\n", |
"text": [ |
"<matplotlib.figure.Figure at 0x7effb8981ad0>" |
"<matplotlib.figure.Figure at 0x7f5bf89a3590>" |
] |
} |
], |
"prompt_number": 43 |
"prompt_number": 34 |
}, |
{ |
"cell_type": "markdown", |
304,7 → 298,7 |
"cell_type": "code", |
"collapsed": false, |
"input": [ |
"plt.plot(x, z,'.')" |
"plt.plot(x, y,'.')" |
], |
"language": "python", |
"metadata": {}, |
312,21 → 306,21 |
{ |
"metadata": {}, |
"output_type": "pyout", |
"prompt_number": 44, |
"prompt_number": 36, |
"text": [ |
"[<matplotlib.lines.Line2D at 0x7effdb72c550>]" |
"[<matplotlib.lines.Line2D at 0x7f5bf8806910>]" |
] |
}, |
{ |
"metadata": {}, |
"output_type": "display_data", |
"png": 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H/+UvcnBXn62LEJI86PJwU5N87W/Q1+okjePXdTuFmlVHce2aHPxdsiS2thFC\n4oce/ffaa8MbfnaRd3RsLfXoqDu5iuYpKpITr5srdN644RsFRAixN3r0344dw+VhO5I0jl+FYp0+\nLZ8XLJBx+4ODw7e1m55HCAmMnYuxBcLWCVwjUV09XPqZNw+47z6p7dn9jk8IkQRK3rICnHM3RNRd\nvqhIxvY7HFL6sdofTwgZG3oBx2QhaVv85ru8v/IOhBCSyITrO5PW8ZuZPt0o3lZbC+zfH1dzCCFx\nxgqNQdbqGSMqkxfgrFyEEP+1vuwCHf/3qOJtxcVG4gYhJHmxc7QPpZ7vsfLIPiEkOEKRb6zgE6jx\nE0LIKOhh3PX11o/mocZPCCGjYGf5JhTY4h8BK4zqE0KCxwryTShQ6okQurP3eOQkLYA9uoWEEHvB\nzN0IoVfxTE+Xz8neLSSE2Atq/CaUBgjIyp3p6fboEhJCiIJSj4neXmDuXJnFO24c4PXK9ZR6CCGJ\nBjX+CNLbK6t0qrl3c3OBzk62/AkhiQXDOSOIyyV1fUA6/ZMn6fQJSXQaG2Wcfk2NbLyFu00ywBZ/\nAPSwr507GdZJSKKiIvE+/tiYUS8jQ16vixfLsutdXfaM1KPUE0XM2X4uF28EhCQK/iZV0nE4jJn2\npk2T43clJcD771v/2qXUE0XM2X52rtpHiNUwz6etnhXK6ZeUAG1tsvFmB6c/Fuj4gyAvT3Yd//xn\nedI4HHK9Ht9P7ZCQ+GCeT/v0aTmnhrpOASn3vP8+cPfdyTGZ+mhQ6gkCc1eytlbG9+tp33Yr/kSI\nlSkoAC5cAO7ckXNpHzliT2fPzN0ooid1FRcDOTlysGjjRtkb6OoCzpyR7zPLl5DYEaieVne3dPqA\n7IEzQMMXtviDoLcX2LJFzszV1ATU1Rmt+ylTgOvX5esZM2Q3M9lPKkJiRaCedl6evC4nTADOngWe\neMKePXIO7kYRl0vOwbtvn3ytD/YWFRmv6fQJiS3qWpwyBbhyxRhjW7VKyrGlpbKHznLMvrDFHwZ6\njD8ALFokB4+cTnYjCYkl6lq8csU3Pv/aNd8W/q9+Za9yzArG8ccRDuwSEhsCafo1NTK8WsXnb9zo\nu2wnZ69DqSeOsBtJSGwIlEOjQjqVkzcvE1/Y4o8AI5V3YDQBIZFDb9nPm2eUYkjWa4tST4Jgln3M\nWiNlIELCR29k6dF1mZlyrC3ZxtliJvW43W6sW7cO1dXVWLZsGdra2gAAbW1tWLp0KSorK/HCCy8M\nbb97925s6k2OAAARWklEQVSUlZWhoqICn3zyScgGWg2z7EMZiJCxoWfFA0bmrZ5fc/OmHNxlGZUg\nESHy/PPPiz179gghhDh37pxYtGiREEKIhQsXis7OTiGEEDU1NeLkyZOivb1dPPDAA0IIIb744gtR\nWlrqd59hmJGw9PQIkZUlhNMpxJQpQpw6JUR9vVxPCAmdFSuEAOSjvt5Y39MjRGamXJ+aKp9LSpLr\nWgvXd4acufvMM88gIyMDADA4OIjMzEz09fVhYGAA+fn5AIA1a9agpaUFGRkZWL16NQBg5syZuH37\nNm7cuIHJkydH7MaVaLhcQGoq4HbL5YcfBi5fjq9NhFgZc69Zj+xZsAA4elRm6c6YwcHcYBlR6nnz\nzTdRWFjo87hw4QLGjx+P7u5ubN68GS+//DLcbjecTufQ57Kzs+F2u+HxeJCTkzNsvd0wF2hTxaEm\nTAA++iiuphFiecwROnpkT1eX3IYJlKExYou/oaEBDQ0Nw9afPn0aGzZswCuvvILly5fD4/Ggr69v\n6H2PxwOXy4X09HSf9X19fXAF+Gd27do19Lq6uhrV1dUh/pT4oU5EQN4Ejh8HKiul07/77uHbm2OR\nGflDSGBcLiMoorER6OiQr4uLZTb9jh32S8wKRGtrK1pbW8e+o1C1oTNnzog5c+aIjo4On/VFRUXi\n4sWLwuv1ipqaGnHs2DHR3t4uVq5cKbxer+jq6hILFy6MqE6VKKxdO7K+uHWr1CnXrpXvmzXLQBom\nIcQX/VqprY23NfEnXN8Zssb/3HPPYWBgANu2bQMAuFwu7Nu3D6+//jo2bdqEO3fuYM2aNSgtLQUA\nLF++HOXl5fB6vXj11VfHfqdKQJqbR04HN/cIdM0yM9NowRQVMfKHkJHQr529e+NqiqVhHH8MMKeT\nA/5jkevqZNeVkGREl0BVuXOz/KnH8SeDtDMaTOBKYEY6Wc03BZcrcD0SQuyMnvyYlgbcvi1fM/Ex\nMHT8FsXfTYFF30gyohpBWVnAt9/Kdbm5QGcnGz+BoOO3Aaqlf+aMnETC7pUFCQGM897hACZOBL77\nDmhpkU7/5En/kXFEwuqcNkANAl+/zmQUkjyo876lRU6e8vbbsqfb2UmnHy04524CoUcs6E5ftYgu\nXpQXQrIVoiL2xpyZq8ftk+hAqSeBCDQIrGv+itpaOR0kIYlCYyNw4ADQ3w8sXixb7sE0ThipEz7h\n+k62+BOIQC0d1SJKTZU1SQA58TshicT580B3t3zd0iKduSqxMFKEmsslH3V1jGSLFdT4LYCqVVJZ\nKZeLi4GmpvjaRIgZvUxycbFswQeaMctMsNuRyMAWvwVQPQFzl5jx/iSRaG4GtmyRvdGmJt+a+VlZ\nQE+PPIf9naectyK2UOO3MIz3J4lOby9w333A11/LZfN5ag7l3LuXDZhQYDhnEmKu+aOXhiYkHphL\nlLtc8vwE/LfmzaGcdPqxgY7fwuh1yru6DI107lw6fxJ9zE4e8K/Vm+vp61DiiQ+UemyCSndXUPoh\n0UAfV/J45Dy3AJCfD8ya5Zt1Pm+e/0JrOgzlHBss2ZDk9PbKln53N0s9kOihjytNm2acbxkZxk1g\nxgw5G5ZeeZYNkehAjT/JcbmAzz4L3KUmJFx0SUdNK1pSArS1GeebmnlVnwKRMk7iwnBOG8FUdxIN\n9ImEZs2StfJdLiAnR55vjY3AiRNGZI5itAmKSPxgi9/m+BuAI2QkzOeM3nKfOVOGZqrMXEDeGK5e\nBQYH5Q1CrVcNETr9xIMtfpthLuh29qxMnFHv+esRMBGM6Ogt/HvvlVOC1tbKGPuNG+V6Xb7xl7FL\nEhsO7toMfwXdgJEHfPXPqOgM3gSSF38ToqjBWX9ROL29wzN2SWxgVA8BYFy0qqDb/PnA7NkjX5Az\nZwJffik124IC4OhRub6+PrgiW8ReKOfe0yMlHUaJJS50/ASAvGjvvVfGUgOBJ3DX5Z1vvjGcvcMh\ntdqiIuCDD4ILyaNUlNgEKpds/t927vRdVp/l4GziErbvFAlAgphhG9auFQIQoqREiJ4e/9tMmya3\nAYRIS5PPEyca6+rq/O9r61YhVqyQ69VyTo7xufr6mP1MEiQrVhj/j/4f6eunTBEiN5f/o9UI13ey\nxW9DgsmGnDTJGPRVpKUBt28brX2Xa/i+pk83aq7X1cl9qB4BJ8aOL4F6XnpWd3ExcOiQfE9JfOPG\nAV6vsR9KO9aBE7GQIYKJ51+8WOq32dlAX5/vQN4PfmBc9OZ99fcbr4XwnSRmwYKI/QQSJIFKKOgR\nXP7KJQMy6uvLLw2nX1wsB/ZZITMJiGCvI2wSxIykoqdHducvXZLPq1YNl4dGknXmz5frenqEyMuj\nRDBWzMc6WHS5Rsl3I0l8OkrGKyqS0l4o30sSg3B9Z0J4XDr++KNuBPrFrzuV+nrfZTUGIERwYwpk\nZMzHOlj0Y69u4sH8B1u3ClFRIW8Wly6FbTaJM+H6TmbuEgD+syzNtVb0ZX3qx+ZmGf+fkSETfJgh\nHDqj1bUJlIGtSh673cDChcDvf2+UVejqCvx9589LWai7G9ixI6I/hViBCN+AwiJBzCAmzL0Af70C\nRbgt1mgQrmwy1s+Gum99+dIlIfLzZSvc33ePdnz1yCr1mDEjsC3spdmDcH1nQnhcOn7rM5ojiaZD\nNTOWm1A0b2D6vvPzh4fBjvTdgY6vOq4Oh6/TnzBhZAlnpJs4sQ7h+k5KPUlCtIu1jTTLEuB/ZqZg\naWyUYaSTJgEPPji6/cHKJjNnApWVxrNedlifHDxSx+7iRfnsdAJTp0p5BpBhsLqUlpYmj6P+WwMd\nX3VcBweB8eOBDz+U9fDPnpVRO4FgAbUkJ8I3oLBIEDNsTbylmFCkBXPvwJyAlJ8/cu/h8cdlQtKq\nVaPLUuZHbe3wKCXzsQu391JRYewnPV0+5+YaLXNzhFQw/xUlm+QmXN+ZEB6Xjj/6xNtBhCItmB2t\nsl2FHuoO1J9jHO0mp/anpBan0/fYmI+VeTmUm6h+k1Ahs7oGbz4e+m8tLh79eFGySW7C9Z2UepKE\n0aSYaBOKtGCWapqbZZZwba3MKFazPU2ZAly5MlyCGU3qUcfi1Cn5XFMj96Vsy8vzXTYfu1BmltIl\nrokT5XSF6rNqpiqzbbW18veqDNuRoGRDwoElG0jCMVrJid5eYNEi4MYNma0K+BaQU+/fdZe8SYxW\nOE4vS11fD1y75rusKpQePy4zlB0OoKwM+O1vR3e4qlyCKoMAsPAZiRyszkmSCt1Z+6sRZHbm5hIW\neqmDwUHf8sMbN/o6a71CqWLGDODy5dHtDKZuEiHhwsnWSVKh5JbcXODkSVlSONB0gf7kGLMEo0s5\ngaSd1FTjuz/6KDg7KcWQhCTUQYFvv/1WPPLII6KqqkqsWrVK/OUvfxFCCPHxxx+LsrIyUVFRIXbv\n3j20/a5du8SSJUvEsmXLxLFjx/zuMwwzSJJjHtQ0D7iONugZymC32tepU3JAliUOSKIQru8M+VO/\n/OUvxT/8wz8IIYTYu3ev2L59uxBCiIULF4rOzk4hhBA1NTXi5MmTor29XTzwwANCCCG++OILUVpa\nGlHjE4UPPvgg3iaEjZVtF8KwP9SopUSJhrHL8bcqVrc/XN8ZstSzfft2PPfccwCArq4u5Obmoq+v\nDwMDA8jPzwcArFmzBi0tLThy5AhWr14NAJg5cyZu376NGzduRKivkji0trbG24SwsbLtgGF/qFFL\niSLB2OX4WxWr2x8uI9bjf/PNN/HLX/7SZ93evXuxePFirFy5En/6059w8OBBuN1uOFWMHYDs7Gx0\ndnZi/PjxmDx5ss96t9vts46QSBDMHASEEMmIjr+hoQENDQ1+3/uf//kfnDt3Dg8//DBOnjyJvr6+\nofc8Hg9cLhfS09N91vf19cEV7yYWIYQkO6FqQy+99JL49a9/LYQQ4vLly2LOnDlCCCGKiorExYsX\nhdfrFTU1NeLYsWOivb1drFy5Uni9XtHV1SUWLlzod5/33HOPAMAHH3zwwUcIj3vuuScsjT/kqRcb\nGhrwxBNP4N///d9x584dNH1fmP3111/Hpk2bcOfOHaxZswalpaUAgOXLl6O8vBxerxevvvqq331e\nuHAhVDMIIYSESUIkcBFCCIkdTOAihJAkI6aO/7vvvkNtbS1WrFiBBx98EFeuXAEAtLW1YenSpais\nrMQLL7wwtP3u3btRVlaGiooKfPLJJ7E01S9utxvr1q1DdXU1li1bhra2NgDWsV+xb98+bNq0aWjZ\navYDgNfrxVNPPYVly5bh/vvvx0VV7D5BOXr0KO6//34AUtqsrKxEVVUVnn766aGU+zfeeAOlpaUo\nLy/Hu+++G09zhxgcHMTmzZtRVVWFsrIyHDhwwFL237lzB3/913+NyspKLF++HGfOnLGU/Ypr165h\n5syZOH/+fGTsD2tkIEyikfwVS55//nmxZ88eIYQQ586dE4sWLRJCWMd+IYTYtm2bKCgoEBs2bBha\nV1RUZBn7Fb///e/Fk08+KYQQoq2tTdTW1sbZosD8/Oc/F4WFhaK8vFwIIcS6devE4cOHhRBCPPXU\nU2Lfvn3iq6++EoWFhWJgYEC43W5RWFgo+vv742m2EEKIpqYm8cwzzwghhPjmm2/EzJkzxSOPPGIZ\n+/fv3y8aGhqEEEK0traKRx55xFL2CyHEwMCAqKurE3PmzBH/+7//G5HzJ+TB3bGwfft2eL1eAKMn\nf2VkZPhN/opnDsAzzzyDjIwMALIllJmZaSn7AaCiogI/+tGP8K//+q8AZOhtf3+/ZexXHDlyBA89\n9BAAoKysDMePH4+zRYGZPXs23nnnHWzevBkAcOLECVRVVQEA1q5di4MHDyI1NRUVFRVwOBxwOByY\nPXs2Ojo6UFJSEk/TUV9fj/Xr1wOQvSyHw2Ep+2tra/HDH/4QAHDp0iXk5uaipaXFMvYDwI4dO/DT\nn/4UL7/8MoDInD9Rk3refPNNFBYW+jza29sxbtw4rFy5Ev/yL/+Curo6v8lfbrcbHo8HOTk5w9bH\nCn/2X7hwAePHj0d3dzc2b96Ml19+2VL2t7e347HHHvPZzuPxJKT9o2G2OzU1dahRkWg8+uijSEsz\n2lhCi6dI9OM9ceJEZGVloa+vD/X19XjxxRd9jnOi2w/Ic2PLli3Yvn07Nm3aZKnjv3fvXuTl5Q01\nwoQsszP0frj2R63Fb/Xkr0D2nz59Ghs2bMArr7yC5cuXw+PxWMp+M06nMyHtHw2z3V6vF+PGWSNW\nQbdTHW/z7+nr60Nubm48zBvG5cuX8eijj+Jv/uZvsGHDBuzcuXPoPSvYD0gHevXqVSxZsgS3bt0a\nWp/o9jc1NSElJQUtLS349NNP8cQTT+Drr78eej9c+2N6pbz88sv4zW9+A0C2JNLS0pCdnY309HR0\ndnZCCIGDBw+iqqoKFRUV+O///m8IIfDFF1/A6/Vi0qRJsTR3GGfPnkV9fT3+8z//E2vWrAEgHZBV\n7PeHVe2vqKjAH/7wBwBycHrBggVxtih4iouLcfj7Av/vvfceqqqqsGTJEnz44Yfo7++H2+3GZ599\nhvnz58fZUuDq1atYvXo1/vEf/xFbtmwBYC37f/Ob3wxJJJmZmUhNTUVJSYll7D98+DBaW1vxwQcf\noKioCL/+9a/x0EMPjdn+mGr80Uj+iiXPPfccBgYGsG3bNgCAy+XCvn37LGO/IiUlBSkpKUPLVrMf\nAH70ox/h/fffR0VFBQAMnUuJjDrmr7zyCrZu3YqBgQHMmzcP69evR0pKCrZt24bly5fD6/XipZde\nQnp6epwtBl566SW43W688MILQxFfe/bswbZt2yxh//r167FlyxasWLECg4OD2LNnDwoKCixz/M2k\npKRE5PxhAhchhCQZ1hBFCSGERAw6fkIISTLo+AkhJMmg4yeEkCSDjp8QQpIMOn5CCEky6PgJISTJ\noOMnhJAk4/8DBn8m5sEsux0AAAAASUVORK5CYII=\n", |
"text": [ |
"<matplotlib.figure.Figure at 0x7effb80d0e90>" |
"<matplotlib.figure.Figure at 0x7f5bf88a9ad0>" |
] |
} |
], |
"prompt_number": 44 |
"prompt_number": 36 |
}, |
{ |
"cell_type": "markdown", |
349,18 → 343,18 |
"output_type": "stream", |
"stream": "stdout", |
"text": [ |
"26.0\n" |
"34.675\n" |
] |
} |
], |
"prompt_number": 45 |
"prompt_number": 37 |
}, |
{ |
"cell_type": "code", |
"collapsed": false, |
"input": [ |
"zoffset = (min(z) + max(z))/2\n", |
"print zoffset" |
"yoffset = (min(y) + max(y))/2\n", |
"print yoffset" |
], |
"language": "python", |
"metadata": {}, |
369,17 → 363,17 |
"output_type": "stream", |
"stream": "stdout", |
"text": [ |
"-180.5\n" |
"-53.29\n" |
] |
} |
], |
"prompt_number": 46 |
"prompt_number": 39 |
}, |
{ |
"cell_type": "code", |
"collapsed": false, |
"input": [ |
"plt.plot(x-xoffset, z-zoffset,'.')" |
"plt.plot(x-xoffset, y-yoffset,'.')" |
], |
"language": "python", |
"metadata": {}, |
387,21 → 381,21 |
{ |
"metadata": {}, |
"output_type": "pyout", |
"prompt_number": 47, |
"prompt_number": 41, |
"text": [ |
"[<matplotlib.lines.Line2D at 0x7effb8413050>]" |
"[<matplotlib.lines.Line2D at 0x7f5bf860a410>]" |
] |
}, |
{ |
"metadata": {}, |
"output_type": "display_data", |
"png": 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mqiQi8pXZIJOjMZZ2hkLAgX/Xrl1YvXr18P22tjaUlJSgvLwczz777PDyZ555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\nDL4AAAAASUVORK5CYII=\n", |
"text": [ |
"<matplotlib.figure.Figure at 0x7effb83053d0>" |
"<matplotlib.figure.Figure at 0x7f5bf86a8fd0>" |
] |
} |
], |
"prompt_number": 47 |
"prompt_number": 41 |
}, |
{ |
"cell_type": "markdown", |
418,9 → 412,10 |
"\n", |
" for n in range(MEASUREMENTS):\n", |
" (x, y, z) = mag_sensor.axes()\n", |
" phi = np.arctan2(x-xoffset, z-zoffset)\n", |
" phi = np.arctan2(x-xoffset, y-yoffset)\n", |
" clear_output()\n", |
" print ((phi*180)/pi+180)\n", |
" time.sleep(0.2)\n", |
" sys.stdout.flush()\n", |
"except KeyboardInterrupt:\n", |
" sys.exit(0)" |
432,11 → 427,11 |
"output_type": "stream", |
"stream": "stdout", |
"text": [ |
"308.027821813\n" |
"83.1246570299\n" |
] |
} |
], |
"prompt_number": 36 |
"prompt_number": 44 |
}, |
{ |
"cell_type": "markdown", |
490,13 → 485,13 |
{ |
"metadata": {}, |
"output_type": "display_data", |
"png": 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X6yksLESv1ye1WkbowjZ48GBk+QMkSUYQTHi9F0hLS0EUU4INlvszOp2uze8v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ZfbMZkS2LLlE3bu3ABci16/mm+++Ykvvnjf/buekWFtadJNmzbhcMxAFCf9bhj+JGbzaAoKJrNr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\nfQQEBBAfH28lmhk0aFCTF83U1oe0bdu2xMfHk5CQQEhICGazm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Px1Eulw2TntF7ymEHYQ5GxUYBXAEg8Pm/L0M2u9mU9mbUD2lWS1Q6x0tChsMa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|
"text": [ |
"<matplotlib.figure.Figure at 0x7f10f2b9d950>" |
"<matplotlib.figure.Figure at 0x7f5bf86dd450>" |
] |
} |
], |
"prompt_number": 2 |
"prompt_number": 23 |
}, |
{ |
"cell_type": "code", |