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8645139112c21501d9914ade8e4a034f
mooc-rr
Commits
841cd845
Commit
841cd845
authored
Apr 13, 2020
by
8645139112c21501d9914ade8e4a034f
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3898413e
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exercice.ipynb
module3/exo3/exercice.ipynb
+71
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module3/exo3/exercice.ipynb
View file @
841cd845
...
...
@@ -649,7 +649,7 @@
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f
7bab50b
da0>"
"<matplotlib.axes._subplots.AxesSubplot at 0x7f
97bf538
da0>"
]
},
"execution_count": 7,
...
...
@@ -688,20 +688,86 @@
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"execution_count": 13,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(array([ 7, 8, 9, ..., 3147, 3148, 3149]),)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy import signal\n",
"\n",
"raw_data[\"smooth\"]=signal.savgol_filter(raw_data['Concentration'], 57, 1)\n",
"\n",
"raw_data[\"smooth_b\"]=signal.savgol_filter(raw_data[\"Concentration\"]-raw_data[\"smooth\"], 57, 3)\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"],linewidth=.75)\n",
"ax.plot(raw_data[\"convert\"],raw_data[\"smooth\"],linewidth=2)\n",
"#ax.set_xlim('2015-07-02','2020-02-01')\n",
"\n",
"plt.show()"
"fig, ax = plt.subplots()\n",
"ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"]-raw_data[\"smooth\"])\n",
"ax.set_xlim(\"2018-01-01\",'2020-01-01')\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(raw_data[\"convert\"],raw_data[\"smooth_b\"])\n",
"ax.set_xlim(\"2018-01-01\",'2020-01-01')\n",
"\n",
"#plt.show()\n",
"raw_data_period=[]\n",
"raw_data_period.append(np.where(raw_data[\"smooth_b\"]== 0.0))\n",
" \n",
" \n",
"#for i in range(len(raw_data[\"smooth_b\"])):\n",
"# if raw_data[\"smooth_b\"][i]==0.:\n",
"# raw_data_period=raw_data[\"convert\"][i]\n",
"#print(raw_data[\"smooth_b\"]) \n",
"#print(raw_data_period)\n",
"print(np.where(raw_data[\"smooth_b\"]<= 0.01))"
]
},
{
...
...
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