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@genya0407
Created October 12, 2018 08:04
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from IPython.display import HTML\n",
"from scipy import stats\n",
"import numpy as np\n",
"from numpy import nan\n",
"import pandas as pd\n",
"import math\n",
"import matplotlib\n",
"from matplotlib import pyplot, pylab\n",
"from matplotlib.font_manager import FontProperties\n",
"\n",
"pylab.rcParams['figure.figsize'] = 20, 10\n",
"pylab.rcParams['font.size'] = 20\n",
"\n",
"micro = 10**(-6)\n",
"mili = 10**(-3)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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REREREUfNv5Gb3Iak7XsiIiIiIiIiIuJzCqVEXEj7nMVNVK/iJqpXcQvVqriJ6lXcRPXq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txVFZ21G9fy+7d+z6srXuX+s+7n6gZXUyqwxy9JkiRJe8KdUgXcKaVCs24dXHQRVK8OTz0FZcvG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\nOIu5AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd244595f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"up_data = pd.DataFrame(\n",
" {\n",
" 'I': [0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.75],\n",
" 'V': [20 ,80 ,135,173,205,230,248,254]\n",
" }\n",
")\n",
"down_data = pd.DataFrame(\n",
" {\n",
" 'I': list(reversed([0.75,0.7,0.6,0.5,0.4,0.3,0.2,0.1])),\n",
" 'V': list(reversed([254,251,239,220,195,160,122,40]))\n",
" }\n",
")\n",
"mean10 = pd.DataFrame(\n",
" {\n",
" 'I': up_data['I'],\n",
" 'V': (up_data['V'] + down_data['V']) / 2\n",
" }\n",
")\n",
"\n",
"ax = up_data.plot(kind='scatter', x='I', y='V', color='green')\n",
"ax = up_data.plot(x='I', y='V', color='green', ax=ax, label='増加')\n",
"ax = down_data.plot(kind='scatter', x='I', y='V', color='red', ax=ax)\n",
"ax = down_data.plot(x='I', y='V', color='red', ax=ax, label='減少')\n",
"ax = mean10.plot(x='I', y='V', ax=ax, label='平均')\n",
"ax = mean10.plot(kind='scatter', x='I', y='V', ax=ax)\n",
"\n",
"up_data.to_excel('実験1.1_up.xlsx', index=False)\n",
"down_data.to_excel('実験1.1_down.xlsx', index=False)\n",
"mean10.to_excel('実験1.1_mean.xlsx', index=False)\n",
"ax.get_figure().savefig('実験1.1.png')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"''"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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X2L4d2LrVfW3Z4n5+7LHug81btXJ/bdECqF3bzj8nnVnsZD6LncxnsZP5LHYy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\ns46OIJ18Z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"text/plain": [
"<matplotlib.figure.Figure at 0x7fd246498898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"up_data = pd.DataFrame(\n",
" {\n",
" 'If': [0.1,0.2,0.3,0.4,0.45,0.5],\n",
" 'Ia': [2.05,3.6,5.3,6.85,7.6,8.4]\n",
" }\n",
")\n",
"down_data = pd.DataFrame(\n",
" {\n",
" 'If': [0.5,0.45,0.4,0.35,0.25,0.2,0.15,0.1,0.05],\n",
" 'Ia': [8.6,7.8 ,7.1,6.35,5.6 ,4.8,3.9 ,3.1,2.15]\n",
" }\n",
")\n",
"\n",
"teikaku = pd.DataFrame(\n",
" {\n",
" 'If': [0.1,0.5],\n",
" 'Iaの定格': [5.8,5.8]\n",
" }\n",
")\n",
"\n",
"mean13 = pd.DataFrame(\n",
" {\n",
" 'If': [0.1,0.2,0.3,0.4,0.5],\n",
" 'Ia': [2.5,4.2,5.7,7.0,8.4]\n",
" }\n",
")\n",
"\n",
"z = pd.DataFrame(\n",
" {\n",
" 'If': mean13['If'],\n",
" 'z': mean10['V'] / mean13['Ia'] / math.sqrt(3)\n",
" }\n",
")\n",
"\n",
"ax = up_data.plot(kind='scatter', x='If', y='Ia', color='green')\n",
"ax = up_data.plot(x='If', y='Ia', color='green', ax=ax, label='増加')\n",
"ax = down_data.plot(kind='scatter', x='If', y='Ia', color='red', ax=ax)\n",
"ax = down_data.plot(x='If', y='Ia', color='red', ax=ax, label='減少')\n",
"ax = z.plot(x='If', y='z', ax=ax)\n",
"ax = z.plot(kind='scatter', x='If', y='z', ax=ax)\n",
"#ax = teikaku.plot(x='If', y='Iaの定格', color='black', ax=ax)\n",
"\n",
"ax.grid(which='minor', linestyle='-')\n",
"ax.set_yticks(np.arange(0, 16, 0.2), minor=True)\n",
"ax.set_xticks(np.arange(0, 0.6, 0.01), minor=True)\n",
"ax.set_xlim([0,0.6])\n",
"\n",
"up_data.to_excel('実験1.2_up.xlsx', index=False)\n",
"down_data.to_excel('実験1.2_down.xlsx', index=False)\n",
"mean13.to_excel('実験1.2_mean.xlsx', index=False)\n",
"z[0:5].to_excel('実験1_z.xlsx', index=False)\n",
"ax.get_figure().savefig('実験1.2.png')\n",
"''"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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3493ZocCygKwWQigAAABcGjOlqkAoBQBwulwip4FdA8UQKv5cXME1wWIIFbw1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\nXzAMoyekKt/Ah6Uf4jAcHu1+4xPHK6QSEZ9ks8HWrT1B1d69kJvr2fJ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cayLS6OahUq0MvRkV4ODnjY2GBSVteMF7k8/hz8+4fxLIibz9K+S+lTv4+xwxOlxMqV8O9/Z9eY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\nzzUq+jPd0ShEqt5u4M4z2i4EpgP/BD4q6iPiS5oW/bnPySDE9/h6Umo5h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"text/plain": [
"<matplotlib.figure.Figure at 0x7fd2445636d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_dict = {\n",
" '力率1': pd.DataFrame(\n",
" {\n",
" 'I': [0 ,0.5,1.2,2.0,2.6,3.1,3.6,4.0,4.4,4.9,5.4,],\n",
" 'V': [141,140,138,130,129,121,115,108,100,60 ,50]\n",
" }\n",
" ),\n",
" '力率0(進み)': pd.DataFrame(\n",
" {\n",
" 'I': [0 ,1.0,1.8,2.7,3.6,4.8],\n",
" 'V': [150,162,178,198,215,235]\n",
" }\n",
" ),\n",
" '力率0(遅れ)': pd.DataFrame(\n",
" {\n",
" 'I': [0 ,1 ,2 ,2.6,3.0,3.4,3.8],\n",
" 'V': [150,130,110,90 ,83 ,70 ,60]\n",
" }\n",
" ),\n",
" '力率0.9(進み)': pd.DataFrame(\n",
" {\n",
" 'I': [1.0,2.4,3.3,4.25,5.2,5.8,],\n",
" 'V': [150,155,158,160 ,140,132,]\n",
" }\n",
" ),\n",
" '力率0.9(遅れ)': pd.DataFrame(\n",
" {\n",
" 'I': [1.0,2.2,2.8,3.22,3.7,4.08,4.2,4.28],\n",
" 'V': [130,113,100,90 ,80 ,70 ,60 ,50 ]\n",
" }\n",
" )\n",
"}\n",
"\n",
"ax = None\n",
"for name, data in sorted(data_dict.items(), key=(lambda x: x[0]), reverse=True):\n",
" ax = data.plot(kind='scatter', x='I', y='V', ax=ax)\n",
" ax = data.plot(x='I', y='V', ax=ax, label=name)\n",
" data.to_excel('実験2_%s.xlsx' % name, index=False)\n",
"ax.get_figure().savefig('実験2.png')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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V6q9Xa0jMED1/91gdP7pW0nWStisiIk5ZWbsVGRlpbMaTy9KnTqUs/Vz81VHF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\nnaab59ysV9a9ohkdZ+hv9/8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Hc9Xw2LFSpUqmJwoMxwuP6w/v/kGZ/8nU8oTluuzXl5ke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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd2449e5ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_dict = {\n",
" 'Pdc=0': pd.DataFrame(\n",
" {\n",
" 'If': [1 ,0.9 ,0.8,0.7,0.6,0.5,0.4,0.3,0.2,0.1,0,],\n",
" 'I' : [7.9,6.65,5.4,4.2,2.8,1.5,1.0,2.0,3.6,5.2,6.7]\n",
" }\n",
" ),\n",
" 'Pdc=0.5kw': pd.DataFrame(\n",
" {\n",
" 'If': list(reversed([1,0.9,0.8,0.7,0.6,0.5,0.4,0.3,0.2,0.1,0])),\n",
" 'I' : list(reversed([8,7.1,6,4.75,3.61,2.8,2.6,3.2,4.6,6.3,8.8]))\n",
" }\n",
" ),\n",
" 'Pdc=1kw': pd.DataFrame(\n",
" {\n",
" 'If': [1.0,0.9,0.8,0.7,0.6 ,0.5,0.4,0.3,0.2],\n",
" 'I' : [8.6,7.6,6.6,5.7,4.85,4.4,4.6,5.4,6.8]\n",
" }\n",
" )\n",
"}\n",
"\n",
"ax = None\n",
"for name, data in sorted(data_dict.items(), key=(lambda x: x[0])):\n",
" ax = data.plot(x='If', y='I', label=name, ax=ax)\n",
" ax = data.plot(kind='scatter', x='If', y='I', ax=ax)\n",
" data.to_excel('実験3_%s.xlsx' % name, index=False)\n",
"ax.get_figure().savefig('実験3.png')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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