{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"from datetime import datetime"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['.bash_profile',\n",
" '.jupyter-blobs-v0.db',\n",
" 'raw.csv',\n",
" '.Untitled.ipynb.sage-jupyter2',\n",
" '.sage',\n",
" '.config',\n",
" '.cache',\n",
" 'Untitled.ipynb',\n",
" '.smc',\n",
" '.ssh',\n",
" '.local',\n",
" '.bashrc',\n",
" '.ipython',\n",
" '.snapshots']"
]
},
"execution_count": 4,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"os.listdir()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
"df = pd.read_csv('raw.csv')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"source": [
"df.head()"
]
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},
"outputs": [
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"execution_count": 7,
"metadata": {
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}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"execution_count": 8,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"df.describe(include=['O'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 37123 entries, 0 to 37122\n",
"Data columns (total 3 columns):\n",
"Date 37123 non-null object\n",
" Serial 37123 non-null object\n",
" RawValue 37123 non-null int64\n",
"dtypes: int64(1), object(2)\n",
"memory usage: 870.1+ KB\n"
]
},
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"execution_count": 9,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"df.info()\n",
"df[' Serial']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
"temp = df[['Date',' Serial',' RawValue']].groupby([' Serial'],as_index=False).mean()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"' 10-000802b68231'"
]
},
"execution_count": 11,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"temp.loc[0,' Serial']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0 10-000802b68231\n",
"1 28-00000220db9f\n",
"2 28-000006794411\n",
"3 28-000008ab5383\n",
"Name: Serial, dtype: object"
]
},
"execution_count": 12,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"temp[' Serial']"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
"dfall = [pd.DataFrame({\n",
" 'Date': df.loc[df[' Serial']==temp.loc[0,' Serial'],'Date'].copy(),\n",
" 'RawValue': df.loc[df[' Serial']==temp.loc[0,' Serial'],' RawValue'].copy(),\n",
"})]\n",
"dfall[0].reset_index(inplace=True)\n",
"dfall[0]['DateTime'] = pd.to_datetime(dfall[0].Date,format='%Y-%m-%dT%H:%M:%S.%f')\n",
"for i in range(0,3):\n",
" dfall.append(pd.DataFrame({\n",
" 'Date': df.loc[df[' Serial']==temp.loc[i+1,' Serial'],'Date'].copy(),\n",
" 'RawValue': df.loc[df[' Serial']==temp.loc[i+1,' Serial'],' RawValue'].copy(),\n",
" }))\n",
" dfall[i+1].reset_index(inplace=True)\n",
" dfall[i+1]['DateTime'] = pd.to_datetime(dfall[i+1].Date,format='%Y-%m-%dT%H:%M:%S.%f')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"dfall[0].head()"
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{
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"metadata": {
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{
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"
},
"execution_count": 24,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"plt.figure(figsize=(10,7))\n",
"i = 0\n",
"dbegin = datetime(2017,2,6,18)\n",
"dbegin = datetime(2017,2,7,3)\n",
"dend = datetime(2019,2,7,12)\n",
"clipdata = (dfall[i].RawValue > 22000) & (dfall[i].DateTime < dend)\n",
"clipdata = (dfall[i].DateTime < dend) & (dfall[i].DateTime > dbegin)\n",
"tempdf = dfall[i][clipdata]\n",
"tempdf.reset_index(inplace=True)\n",
"x = tempdf.DateTime\n",
"y = tempdf.RawValue/1000\n",
"dtstart = x[0]\n",
"plt.plot(x,y)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 15,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"plt.figure(figsize=(10,7))\n",
"i = 0\n",
"dbegin = datetime(2018,2,6,18)\n",
"dbegin = datetime(2018,2,7,3)\n",
"dend = datetime(2018,2,7,12)\n",
"clipdata = (dfall[i].RawValue > 22000) & (dfall[i].DateTime < dend)\n",
"clipdata = (dfall[i].DateTime < dend) & (dfall[i].DateTime > dbegin)\n",
"tempdf = dfall[i][clipdata]\n",
"tempdf.reset_index(inplace=True)\n",
"x = tempdf.DateTime\n",
"y = tempdf.RawValue/1000\n",
"dtstart = x[0]\n",
"plt.plot(x,y)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 16,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"plt.figure(figsize=(10,7))\n",
"i = 1\n",
"clipdata = (dfall[i].DateTime < dend) & (dfall[i].DateTime > dbegin)\n",
"x1 = dfall[i][clipdata].DateTime\n",
"y1 = dfall[i][clipdata].RawValue/1000\n",
"plt.plot(x1,y1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 17,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"plt.figure(figsize=(10,7))\n",
"i = 3\n",
"clipdata = (dfall[i].DateTime < dend) & (dfall[i].DateTime > dbegin)\n",
"x3 = dfall[i][clipdata].DateTime\n",
"y3 = dfall[i][clipdata].RawValue/1000\n",
"plt.plot(x3,y3)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 18,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"plt.figure(figsize=(20,12))\n",
"plt.plot(x,y,x1,y1,x3,y3)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2018-02-05 21:24:15.926087')"
]
},
"execution_count": 19,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"dfall[1].DateTime[0]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2018-02-07 03:00:04.012627')"
]
},
"execution_count": 20,
"metadata": {
},
"output_type": "execute_result"
}
],
"source": [
"dtstart"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'd' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0md\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'd' is not defined"
]
}
],
"source": [
"d"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"collapsed": false
},
"outputs": [
],
"source": [
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (Ubuntu Linux)",
"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
}