Created
April 5, 2018 21:01
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reading from nwb
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# read data back in\n", | |
"from pynwb import NWBHDF5IO\n", | |
"io = NWBHDF5IO('ophys_672584839.nwb', 'r')\n", | |
"nwbfile = io.read()\n", | |
"\n", | |
"# get the processing module\n", | |
"mod = nwbfile.get_processing_module() # <- lolwut\n", | |
"\n", | |
"# get the RoiResponseSeries from the Fluorescence data interface\n", | |
"rrs = mod['DfOverF'].get_roi_response_series()\n", | |
"\n", | |
"# get the data...\n", | |
"rrs_data = rrs.data\n", | |
"rrs_timestamps = rrs.timestamps\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f60cc1b9a90>]" | |
] | |
}, | |
"execution_count": 38, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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UaJr8lVIqC2Vc8q9TK+P+JKWUclzGZcpGdR3pwKSUUhkt45K/Ukqp0DT5K6VU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\nEVkoIkutOJ+0pncSkW+t9fO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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f60cfb090d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"import matplotlib.pyplot as plt\n", | |
"plt.plot(rrs_timestamps,rrs_data[0,:])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"natural_images = nwbfile.get_stimulus('natural_images')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: left;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>image_index</th>\n", | |
" <th>time</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>4</td>\n", | |
" <td>57.56506</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>4</td>\n", | |
" <td>58.31548</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>4</td>\n", | |
" <td>59.06612</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>4</td>\n", | |
" <td>59.81668</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>4</td>\n", | |
" <td>60.56731</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" image_index time\n", | |
"0 4 57.56506\n", | |
"1 4 58.31548\n", | |
"2 4 59.06612\n", | |
"3 4 59.81668\n", | |
"4 4 60.56731" | |
] | |
}, | |
"execution_count": 45, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import pandas as pd\n", | |
"visual_stimulus = pd.DataFrame(\n", | |
" dict(\n", | |
" time=natural_images.timestamps,\n", | |
" image_index=natural_images.data,\n", | |
" )\n", | |
")\n", | |
"visual_stimulus.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 46, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"natural_images_template = nwbfile.get_stimulus_template('natural_images_template')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 48, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<HDF5 dataset \"data\": shape (8, 918, 1174), type \"|u1\">" | |
] | |
}, | |
"execution_count": 48, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"natural_images_template.data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 49, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f60cb87f4d0>" | |
] | |
}, | |
"execution_count": 49, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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FohYWFsyZElrDV6KvCwQCSqfTlr3t9/t2vNFoNFYTnMlkxhzncDjUrVu37Hizs7Pa39/X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\ntAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f60cf943d90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"image_stack = natural_images_template.data[:]\n", | |
"\n", | |
"plt.imshow(image_stack[0,:,:],cmap='gray')" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [conda env:ophys_nwb]", | |
"language": "python", | |
"name": "conda-env-ophys_nwb-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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