"
],
"text/plain": [
" time temp ExNo variable value\n",
"0 0 32.0 0 WT 0.006\n",
"1 30 32.1 0 WT 0.011\n",
"2 60 32.1 0 WT 0.018\n",
"3 90 32.2 0 WT 0.025\n",
"4 120 32.1 0 WT 0.031\n",
"... ... ... ... ... ...\n",
"1259 2910 32.4 2 T1-EV10A 3.198\n",
"1260 2940 32.4 2 T1-EV10A 3.306\n",
"1261 2970 32.4 2 T1-EV10A 3.340\n",
"1262 3000 32.4 2 T1-EV10A 3.202\n",
"1263 3030 32.4 2 T1-EV10A 3.212\n",
"\n",
"[1264 rows x 5 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"files = sorted(glob.glob(\"./_results*.csv\"))\n",
"df_all = pd.DataFrame({})\n",
"for file in files:\n",
" print(file)\n",
" df_temp = pd.read_csv(file, index_col=0)\n",
" df_temp[\"time\"] = [i*30 for i in range(len(df_temp[\"time\"]))]\n",
" df_temp[\"ExNo\"] = [file[-5] for i in range(len(df_temp[\"time\"]))]\n",
" df_melt = df_temp.melt(id_vars=[\"time\", \"temp\", \"ExNo\"])\n",
" df_all = pd.concat([df_all, df_melt], ignore_index=True)\n",
"display(df_all)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "761b994e-fe9c-4da8-a512-502607130aad",
"metadata": {},
"outputs": [],
"source": [
"def func(x, K, x0, r):\n",
" return K/(1+(K/x0-1)*np.exp(-r*x))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "6b971afc-b13a-47f3-b089-e7138b1a9951",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"861.081081081081\n",
"1176.2462462462463\n",
"1234.4444444444443\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"814.8648648648649\n",
"1117.2372372372372\n",
"1201.081081081081\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"921.8918918918919\n",
"1278.5285285285286\n",
"1292.072072072072\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"902.4324324324324\n",
"1191.981981981982\n",
"1461.921921921922\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n",
"C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_11908\\1036194591.py:21: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" df_plot[\"time\"] = df_plot[\"time\"] - mid_time\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"