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@seumasmorrison
Last active September 12, 2017 16:09
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Process exported CSVs from Teledyne Velocity software using pandas including export to compressed hdf5 & mat file using scipy
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cd \"C:/Users/le12jm/Desktop/Teledyne_V50"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"teledyne_v50_files = os.listdir('.')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cell_columns = []\n",
"for x in range(1,40):\n",
" cell_columns.append('Cell_' + str(x))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cell_columns = ['Burst','Year','Month','Day','Hour','Minute','Second'] + cell_columns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"direction_df_list = []\n",
"velocity_df_list = []\n",
"for x in teledyne_v50_files:\n",
" print(x)\n",
" df = pd.read_csv(x, skiprows=2, names=cell_columns, parse_dates={\"DateTime\" : [1,2,3,4,5,6]}, index_col='DateTime')\n",
" df.index = pd.to_datetime(df.index, format='%Y %m %d %H %M %S.%f')\n",
" velocity_df = df.iloc[::2]\n",
" direction_df = df.iloc[1::2]\n",
" direction_df_list.append(direction_df)\n",
" velocity_df_list.append(velocity_df)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"velocity_df = pd.concat(velocity_df_list)\n",
"velocity_df.sort_values('Burst', inplace=True)\n",
"direction_df = pd.concat(direction_df_list)\n",
"direction_df.sort_values('Burst', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1e59d8f3c18>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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mNgveEumhkrsJXIkBIiKSQmQB0UNFlawpRa41be1B/GPBbrw0e6fqoVAzPlweaDTx9pK9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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e59d797898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"direction_df.Cell_10.plot(figsize=(20,10))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1e69a29d1d0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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s4u2L3ayigsdkpM+QPQ3dEo76bxuPH/ntdX0kHX1M10XiKCQBcMTKwkbtCCpe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i5Gw9inzusF/73U+9SY0x/5AgD8v07fuKwvfHHDIOKxmcLH56bDbq2KHcSX13/4jXYIhnlvFd/9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\nETEq/w8BLXccic2uDgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e66f766eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"velocity_df.Cell_10.iloc[50000:1000000].plot(figsize=(20,10))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"#Detect gaps in the Burst Data, could also be done by doing a diff on the Burst column\n",
"velocity_df['tvalue'] = velocity_df.index\n",
"velocity_df['delta'] = (velocity_df['tvalue']-velocity_df['tvalue'].shift()).fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DateTime\n",
"2017-08-29 13:49:48.000 4513176\n",
"2017-08-29 13:49:49.500 4513178\n",
"2017-08-29 13:49:54.500 4513187\n",
"2017-08-29 13:55:03.500 4513804\n",
"2017-08-29 13:55:04.500 4513805\n",
"2017-08-29 15:48:54.000 4527463\n",
"2017-08-29 15:48:59.000 4527472\n",
"2017-08-29 15:54:08.000 4528089\n",
"2017-08-29 15:54:09.000 4528090\n",
"2017-09-01 21:35:12.000 5087415\n",
"2017-09-01 21:35:15.500 5087421\n",
"2017-09-01 21:40:22.000 5088033\n",
"2017-09-01 21:40:23.000 5088034\n",
"2017-09-01 21:56:33.000 5089973\n",
"2017-09-01 21:56:37.500 5089981\n",
"2017-09-01 22:01:47.000 5090599\n",
"2017-09-01 22:01:48.000 5090600\n",
"2017-09-01 22:19:42.500 5092748\n",
"2017-09-01 22:24:56.500 5093375\n",
"2017-09-01 22:24:57.500 5093376\n",
"2017-09-01 22:28:02.500 5093745\n",
"2017-09-01 22:28:03.500 5093746\n",
"2017-09-01 22:28:10.000 5093758\n",
"2017-09-01 22:33:16.000 5094369\n",
"2017-09-01 22:33:17.000 5094370\n",
"2017-09-02 22:41:26.500 5268148\n",
"2017-09-02 22:47:22.000 5268857\n",
"2017-09-03 21:44:26.500 5434105\n",
"2017-09-03 21:44:30.000 5434111\n",
"2017-09-03 21:49:36.500 5434723\n",
"2017-09-03 21:49:37.500 5434724\n",
"2017-09-05 16:13:51.000 5740030\n",
"2017-09-05 16:13:58.500 5740044\n",
"2017-09-05 16:19:08.500 5740661\n",
"2017-09-05 16:40:12.000 5743187\n",
"2017-09-05 16:40:16.000 5743194\n",
"2017-09-05 16:45:26.500 5743814\n",
"2017-09-05 16:45:28.000 5743816\n",
"2017-09-05 19:40:46.500 5764852\n",
"2017-09-05 19:48:43.000 5765803\n",
"2017-09-05 19:48:44.000 5765804\n",
"2017-09-05 20:11:10.500 5768496\n",
"2017-09-05 20:16:59.000 5769192\n",
"2017-09-05 20:17:01.000 5769194\n",
"2017-09-05 20:17:16.500 5769224\n",
"2017-09-05 20:17:21.500 5769232\n",
"2017-09-05 20:22:39.000 5769866\n",
"2017-09-05 20:23:09.000 5769925\n",
"2017-09-05 21:53:21.500 5780746\n",
"Name: Burst, dtype: int64"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"velocity_df[velocity_df.delta >velocity_df.delta[1]].Burst"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"velocity_df.drop(['tvalue','delta'],axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"magnitude_df = pd.HDFStore('D:/Meygen_AHH2_Complete_Final.h5').select('magnitude', start=0, stop=-5638000)\n",
"direction_df = pd.HDFStore('D:/Meygen_AHH2_Complete_Final.h5').select('direction', start=0, stop=-5638000)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"direction_df.to_hdf('D:/Meygen_AHH2_Velocity_Mag_Dir_Compressed.h5','direction', complib='blosc', complevel=9, format='Table')\n",
"magnitude_df.to_hdf('D:/Meygen_AHH2_Velocity_Mag_Dir_Compressed.h5','magnitude', complib='blosc', complevel=9, format='Table')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import scipy.io"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"scipy.io.savemat( 'D:/Meygen_AHH2.mat' , {'magnitude':magnitude_df.values, 'direction':direction_df.values, 'date_time_index':magnitude_df.index.values} )"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "py36",
"language": "python",
"name": "py36"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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