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July 31, 2016 11:35
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"###### Notebook to show how to flexibly select and plot subsets of the data from the store" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import os\n", | |
"import json\n", | |
"import sys\n", | |
"import pandas as pd\n", | |
"import matplotlib.patches\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"import numpy as np\n", | |
"import seaborn as sns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# path to the store\n", | |
"store_path = os.path.join(sys.path[0], 'example_data/store.h5')\n", | |
"# the store object\n", | |
"store = pd.HDFStore(store_path, 'r')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Example 1: Select all of the experiments and plot the trajectories" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# the columns we need in order to plot the trajectories\n", | |
"trajectory_columns = ['x_raw', 'y_raw', 'arena', 'timedelta', 'start_string']\n", | |
"all_trajectories_df = store.select('data', columns = trajectory_columns)\n", | |
"all_trajectories_df.index = all_trajectories_df['timedelta']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"['2016-02-04-13-03-04' '2016-02-04-13-02-15' '2016-02-04-13-00-10'\n", | |
" '2016-02-04-12-59-12' '2016-02-04-12-56-43' '2016-02-04-12-57-28'\n", | |
" '2016-02-04-13-04-27' '2016-02-04-13-06-25' '2016-02-16-17-14-42'\n", | |
" '2016-02-16-17-27-24']\n", | |
"10 experiments\n" | |
] | |
} | |
], | |
"source": [ | |
"# print the start_string(unique identifier) of all of the experiments we selected\n", | |
"start_strings = all_trajectories_df['start_string'].unique()\n", | |
"\n", | |
"print start_strings\n", | |
"print '{} experiments'.format(len(start_strings))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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VjjbBqQkPD+fo0cOONqPNuOansBNkZ2cTFeXeNawfen23eXt4fPO9Kde9sY/9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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x108efc7d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# get the arena dictionary\n", | |
"arena = json.loads(all_trajectories_df.ix[0, 'arena'])\n", | |
"\n", | |
"fig, ax = plt.subplots(1)\n", | |
"\n", | |
"# plot the arena\n", | |
"circle = matplotlib.patches.Circle((arena['cx_raw'], arena['cy_raw']), arena['r_raw'], fill=False)\n", | |
"ax.add_patch(circle)\n", | |
"\n", | |
"# plot the trajectories experiment by experiment\n", | |
"for exp_name, exp_df in all_trajectories_df.groupby('start_string'):\n", | |
" ax.plot(exp_df['x_raw'], exp_df['y_raw'])\n", | |
"\n", | |
"ax.set_xlabel('px')\n", | |
"ax.set_ylabel('px')\n", | |
"ax.set_aspect('equal')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Example 2: Select only 'stimulation experiments' and plot the mean forward velocity over genotypes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# the columns we need in order to plot the forward velocity over genotypes and binary genotypes\n", | |
"vel_columns = ['v', 'timedelta', 'start_string', 'laser_change', 'genotype', 'binary_genotype']\n", | |
"# select above 'vel_columns' of experiments with study 3+1+3x2 (stimulation experiments)\n", | |
"stimulation_vel_df = store.select('data', \"columns = {} & (study == '3+1+3x2')\".format(vel_columns))\n", | |
"stimulation_vel_df.index = stimulation_vel_df['timedelta']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"['2016-02-04-13-03-04' '2016-02-04-13-02-15' '2016-02-04-13-00-10'\n", | |
" '2016-02-04-12-59-12' '2016-02-04-12-56-43' '2016-02-04-12-57-28'\n", | |
" '2016-02-04-13-04-27' '2016-02-04-13-06-25']\n", | |
"8 experiments\n" | |
] | |
} | |
], | |
"source": [ | |
"# print the start_string(unique identifier) of all of the experiments we selected\n", | |
"start_strings = stimulation_vel_df['start_string'].unique()\n", | |
"\n", | |
"print start_strings\n", | |
"print '{} experiments'.format(len(start_strings))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Notice that now we only selected 8 experiments as opposed to the 10 above" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"['cs' 'gr28bdtntin' 'gr28bdtnte' 'trpa1000']\n" | |
] | |
} | |
], | |
"source": [ | |
"# print the genotypes of all of the experiments we selected\n", | |
"print stimulation_vel_df['genotype'].unique()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 92, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"def plot_timeseries(df, y_column, bin_column_name):\n", | |
" timegrouper = pd.TimeGrouper('100L', kind='timedelta', sort=True)\n", | |
" fig, ax = plt.subplots(1)\n", | |
"\n", | |
" # seperate the dataframe into genotype-dataframes\n", | |
" for genotype, genotype_df in df.groupby(bin_column_name):\n", | |
" # make timegroups\n", | |
" time_groups = genotype_df.groupby(timegrouper, sort=True)\n", | |
" # get the timedeltas of those timegroups\n", | |
" x = [x.total_seconds() for x in time_groups[y_column].mean().index]\n", | |
" # get the mean y_column in those timegroups\n", | |
" y = time_groups[y_column].mean().values\n", | |
" ax.plot(x, y, label=genotype)\n", | |
" \n", | |
" laser_ons = genotype_df[genotype_df['laser_change'] == 1].index.total_seconds()\n", | |
" laser_offs = genotype_df[genotype_df['laser_change'] == -1].index.total_seconds()\n", | |
" # plot the laser on and offsets\n", | |
" for laser_on, laser_off in zip(laser_ons, laser_offs):\n", | |
" ax.axvspan(int(laser_on), int(laser_off), 180, 0, color='y')\n", | |
" \n", | |
" ax.legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 81, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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b3w/XqYtaZ9oHVRPAWQxytSvkrMuaWmcShBMoj0EWOMe609SRduoil3XF0TTD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Jemwmad5pb4fixQ2NINBXtHHfLFlUqkFqfsiEyFnnWwLumDkOvLC9t8dvEB/uLkowBR44N0ECED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\nTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11af6f350>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_timeseries(stimulation_vel_df, 'v', 'genotype')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Example 3: Using the above selection plot the mean forward velocity of control vs. experimental animals" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 82, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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hWMJxOj4cw4n5fFc+n8rjWEsymXxHtrtaarbObOLZWF7Ow3E6ez5Wei445+Dg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t2NgtIUHOzpMvD8mBP7+1WyAHePSfHb2Iy8t0rZze0ig0KlrGes7sbFTp3Num1P68mGZcjonp+M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\nEJIFKCATQgghWeD/ASGGRQAZZioWAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1206e6810>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_timeseries(stimulation_vel_df, 'v', 'binary_genotype')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Example 4: Only select the first section. Plot the mean angular velocity in the first section at different laser wavelengths" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 104, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# the columns we need in order to plot the angular velocity in the first section over different laser wavelegths\n", | |
"ang_vel_columns = ['angular_velocity', 'timedelta', 'start_string', 'laser_change', 'flymad_setting', 'section']\n", | |
"# select above 'ang_vel_columns' of the first section of experiments with study 3+1+3x2 (stimulation experiments)\n", | |
"stimulation_ang_vel_df = store.select('data', \"columns = {} & (study == '3+1+3x2' & section == '0')\".format(ang_vel_columns))\n", | |
"stimulation_ang_vel_df.index = stimulation_vel_df['timedelta']\n", | |
"# angular velocity in degrees\n", | |
"stimulation_ang_vel_df['angular_velocity'] = np.degrees(stimulation_ang_vel_df['angular_velocity'])\n", | |
"# the wavelength is the first five characters of the flymad_setting column\n", | |
"stimulation_ang_vel_df['wavelength'] = stimulation_ang_vel_df['flymad_setting'].str[:5]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 105, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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FgiWfzVd9H5Wq98HY4LaiVzmJ0NiGbOIZiqLA3z/+X5psyTxw7TexhNaM6rxO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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x115075cd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_timeseries(stimulation_ang_vel_df, 'angular_velocity', 'wavelength')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.10" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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