save

parent 1d6055b1
...@@ -649,7 +649,7 @@ ...@@ -649,7 +649,7 @@
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f94d8946cf8>" "<matplotlib.axes._subplots.AxesSubplot at 0x7fe842c99d30>"
] ]
}, },
"execution_count": 7, "execution_count": 7,
...@@ -695,22 +695,26 @@ ...@@ -695,22 +695,26 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 8, "execution_count": 71,
"metadata": { "metadata": {
"scrolled": true "scrolled": true
}, },
"outputs": [ "outputs": [
{ {
"name": "stderr", "data": {
"output_type": "stream", "image/png": 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\n",
"text": [ "text/plain": [
"/opt/conda/lib/python3.6/site-packages/scipy/signal/_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", "<Figure size 432x288 with 1 Axes>"
" b = a[a_slice]\n" ]
] },
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}, },
{ {
"data": { "data": {
"image/png": 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\n", 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\n",
"text/plain": [ "text/plain": [
"<Figure size 432x288 with 1 Axes>" "<Figure size 432x288 with 1 Axes>"
] ]
...@@ -730,7 +734,20 @@ ...@@ -730,7 +734,20 @@
"ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"],linewidth=.75)\n", "ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"],linewidth=.75)\n",
"ax.plot(raw_data[\"convert\"],raw_data[\"smooth\"],linewidth=2)\n", "ax.plot(raw_data[\"convert\"],raw_data[\"smooth\"],linewidth=2)\n",
"\n", "\n",
"plt.show()\n" "\n",
"plt.show()\n",
"\n",
"#index=[]\n",
"#value=[]\n",
"#for i in range(len(raw_data[\"convert\"])):\n",
"# index.append(i)\n",
"# value.append(raw_data[\"Concentration\"][i]-raw_data[\"Concentration\"][0])\n",
" #print(index[i],value[i]) \n",
"# index2[i]=(0.1*index[i]**1/3)\n",
"#fig, ax = plt.subplots()\n",
"#ax.plot(index,value)\n",
"#ax.plot(index,index2)\n",
"\n"
] ]
}, },
{ {
...@@ -742,7 +759,7 @@ ...@@ -742,7 +759,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 16, "execution_count": 9,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -816,7 +833,7 @@ ...@@ -816,7 +833,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 12, "execution_count": 11,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -834,7 +851,6 @@ ...@@ -834,7 +851,6 @@
], ],
"source": [ "source": [
"raw_data_period=[]\n", "raw_data_period=[]\n",
"raw_data_period_mean=[]\n",
"raw_data_date=[]\n", "raw_data_date=[]\n",
"raw_data_value=[]\n", "raw_data_value=[]\n",
"\n", "\n",
...@@ -870,6 +886,13 @@ ...@@ -870,6 +886,13 @@
"execution_count": 18, "execution_count": 18,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[22, 23, 26, 26, 26, 26, 26, 25, 46, 1, 26, 1, 1, 1, 1, 1, 1, 1, 1, 1, 47, 26, 24, 24, 24, 52, 27, 26, 26, 26, 26, 26, 51, 28, 27, 51, 26, 26, 51, 52, 52, 27, 25, 27, 26, 51, 53, 27, 26, 24, 24, 25, 26, 26, 26, 26, 25, 27, 26, 26, 26, 26, 25, 27, 79, 26, 25, 27, 25, 27, 26, 26, 26, 27, 24, 28, 26, 25, 26, 27, 25, 27, 25, 27, 25, 27, 25, 25, 25, 50, 24, 25, 51, 52, 52, 104, 27, 25, 51, 26, 26, 26, 25, 27, 78, 27, 24, 54]\n"
]
},
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
...@@ -882,19 +905,14 @@ ...@@ -882,19 +905,14 @@
} }
], ],
"source": [ "source": [
"raw_data_period_mean=[]\n",
"\n",
"for i in range(len(raw_data_period)-1):\n", "for i in range(len(raw_data_period)-1):\n",
" raw_data_period_mean.append(raw_data_period[i+1]-raw_data_period[i])\n", " raw_data_period_mean.append(raw_data_period[i+1]-raw_data_period[i])\n",
" \n", " \n",
"#print(raw_data_period_mean)\n", "print(raw_data_period_mean)\n",
"2.*np.mean(raw_data_period_mean)\n" "2.*np.mean(raw_data_period_mean)\n"
] ]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
} }
], ],
"metadata": { "metadata": {
......
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