{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. Create a short complete analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Until now we have only seen pieces of code to do some specific segmentation of images. Typically however, one is going to have a complete analysis, including image processing and some further data analysis.\n", "\n", "Here we are going to come back to an earlier dataset where *nuclei* appeared as circles. That dataset was a time-lapse, and we might be interested in knowing how those *nuclei* move over time. So we will have to analyze images at every time-point, find the position of the *nuclei*, track them and measure the distance traveled." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#importing packages\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.gray();\n", "\n", "import skimage.io\n", "\n", "#import your function\n", "from course_functions import detect_nuclei, random_cmap\n", "cmap = random_cmap()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.1 Remembering previous work" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's remember what we did in previous chapters. We opened the tif dataset, selected a specific plane to look at and segmented the *nuclei*. We use here again the AICS reader as we will need to access specific time points instead of loading the entire dataset (see [03-Image_import.ipynb](03-Image_import.ipynb) for details)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from aicsimageio import AICSImage\n", "img = AICSImage(\"../Data/30567/30567.tif\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# load the image to process\n", "image = img.get_image_data(\"YX\", C=0, T=0, Z=3) \n", "\n", "# create your mask\n", "nuclei = detect_nuclei(image)\n", "\n", "#plot\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(image, cmap = 'gray')\n", "plt.imshow(nuclei, cmap = cmap)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.2 Processing a time-lapse" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to the metadata we also remember the number of time-points and z-stacks that are available:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 72, 2, 5, 512, 672)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'STCZYX'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img.dims" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "72 time points, 2 colors, 5 planes per color.\n", "\n", "The *nuclei* are going to move a bit in Z (perpendicular to the image) over time, so it will be more accurate to segment a projection of the entire stack. Again we will use the AICS importer to load a complete stack and project it:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_stack = img.get_image_data('ZYX', C=0, T=0)\n", "\n", "plt.imshow(np.mean(image_stack, axis = 0));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can 1. import each time point, 2. project the stack, 3. segment the image using our previously developed routine, 4. use region properties on the segmented image to locate all objects. Let's try with a single time-point first:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#choose a time\n", "time = 10\n", "\n", "#load the stack and segment it\n", "image_stack = img.get_image_data('ZYX', C=0, T=time)\n", "image = np.max(image_stack, axis = 0)\n", "nuclei = detect_nuclei(image)\n", "\n", "#find position of nuclei\n", "nuclei_label = skimage.morphology.label(nuclei)\n", "regions = skimage.measure.regionprops(nuclei_label)\n", "centroids = np.array([x.centroid for x in regions])\n", "\n", "#plto the result\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(image, cmap = 'gray')\n", "plt.imshow(nuclei, cmap = cmap,vmin = 0,vmax = 1,alpha = 0.6)\n", "plt.plot(centroids[:,1], centroids[:,0],'o');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So now we can repeat the same operation for multiple time points and create a list of detected coordinates:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "centroids_time = []\n", "for time in range(10):\n", "\n", " #load the stack and segment it\n", " image_stack = img.get_image_data('ZYX', C=0, T=time)\n", " image = np.max(image_stack, axis = 0)\n", " nuclei = nuclei = detect_nuclei(image)\n", "\n", " #find position of nuclei\n", " nuclei_label = skimage.morphology.label(nuclei)\n", " regions = skimage.measure.regionprops(nuclei_label)\n", " centroids = np.array([x.centroid for x in regions])\n", " \n", " centroids_time.append(centroids)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot all those centroids for all time points" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for x in centroids_time:\n", " plt.plot(x[:,1],x[:,0],'o')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We definitely see tracks corresponding to single nuclei here. How are we going to track them?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.3 Tracking trajectories" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the great strengths of Python is the very large amount of available packages for all sorts of tasks. For example, if we Google \"python tracking\", one of the first hits if for the package [trackpy](http://soft-matter.github.io/trackpy/v0.4.2/) which is originally designed to track particle diffusion but can be repurposed for other uses.\n", "\n", "Browsing through the documentation and following a quick [walkthrough](http://soft-matter.github.io/trackpy/v0.4.2/tutorial/walkthrough.html), we see that we need the function ```link()``` to perform tracking. That function takes a dataframe as input. A Dataframe is a tabular format implemented by the package Pandas. We are not going into details here, but know that just like Numpy is a foundation of numerical computing, Pandas is a foundation of data science in the Python ecosystem. Here, just think of a Dataframe as a 2D numpy array where each column and row has in addition a label." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import trackpy\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the help for the link function:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function link in module trackpy.linking.linking:\n", "\n", "link(f, search_range, pos_columns=None, t_column='frame', **kwargs)\n", " link(f, search_range, pos_columns=None, t_column='frame', memory=0,\n", " predictor=None, adaptive_stop=None, adaptive_step=0.95,\n", " neighbor_strategy=None, link_strategy=None, dist_func=None,\n", " to_eucl=None)\n", " \n", " Link a DataFrame of coordinates into trajectories.\n", " \n", " Parameters\n", " ----------\n", " f : DataFrame\n", " The DataFrame must include any number of column(s) for position and a\n", " column of frame numbers. By default, 'x' and 'y' are expected for\n", " position, and 'frame' is expected for frame number. See below for\n", " options to use custom column names.\n", " search_range : float or tuple\n", " the maximum distance features can move between frames,\n", " optionally per dimension\n", " pos_columns : list of str, optional\n", " Default is ['y', 'x'], or ['z', 'y', 'x'] when 'z' is present in f\n", " t_column : str, optional\n", " Default is 'frame'\n", " memory : integer, optional\n", " the maximum number of frames during which a feature can vanish,\n", " then reappear nearby, and be considered the same particle. 0 by default.\n", " predictor : function, optional\n", " Improve performance by guessing where a particle will be in\n", " the next frame.\n", " For examples of how this works, see the \"predict\" module.\n", " adaptive_stop : float, optional\n", " If not None, when encountering an oversize subnet, retry by progressively\n", " reducing search_range until the subnet is solvable. If search_range\n", " becomes <= adaptive_stop, give up and raise a SubnetOversizeException.\n", " adaptive_step : float, optional\n", " Reduce search_range by multiplying it by this factor.\n", " neighbor_strategy : {'KDTree', 'BTree'}\n", " algorithm used to identify nearby features. Default 'KDTree'.\n", " link_strategy : {'recursive', 'nonrecursive', 'numba', 'hybrid', 'drop', 'auto'}\n", " algorithm used to resolve subnetworks of nearby particles\n", " 'auto' uses hybrid (numba+recursive) if available\n", " 'drop' causes particles in subnetworks to go unlinked\n", " dist_func : function, optional\n", " a custom distance function that takes two 1D arrays of coordinates and\n", " returns a float. Must be used with the 'BTree' neighbor_strategy.\n", " to_eucl : function, optional\n", " function that transforms a N x ndim array of positions into coordinates\n", " in Euclidean space. Useful for instance to link by Euclidean distance\n", " starting from radial coordinates. If search_range is anisotropic, this\n", " parameter cannot be used.\n", " \n", " Returns\n", " -------\n", " DataFrame with added column 'particle' containing trajectory labels.\n", " The t_column (by default: 'frame') will be coerced to integer.\n", " \n", " See also\n", " --------\n", " link_iter\n", " \n", " Notes\n", " -----\n", " This is an implementation of the Crocker-Grier linking algorithm.\n", " [1]_\n", " \n", " References\n", " ----------\n", " .. [1] Crocker, J.C., Grier, D.G. http://dx.doi.org/10.1006/jcis.1996.0217\n", "\n" ] } ], "source": [ "help(trackpy.link)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that we have a lot of options, but initially we only have two obligatory parameters: a dataframe ```f``` with columns for x,y and time (frame) and a ```search_range``` defining how distant particles can be in a trajectory." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.1 The position dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are different ways to create a Pandas dataframe. One of the simplest is just to transform a 2D Numpy array and assign names to the columns. Let's try with a single time-point. We had aggregated our detected positions in the list ```centroids_time```. Let's look at the first ten rows of time==0:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 26.14344262, 531.0204918 ],\n", " [ 25.73717949, 397.06410256],\n", " [ 33.00995025, 430.77114428],\n", " [ 45.24199744, 618.76952625],\n", " [ 38.62897527, 277.79858657],\n", " [ 41.55149502, 461.40199336],\n", " [ 67.4502924 , 526.33216374],\n", " [ 70.85933504, 215.23017903],\n", " [ 85.00906002, 345.05775764],\n", " [ 88.01252847, 611.27220957]])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time = 0\n", "centroids_time[time][0:10,:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we see above the x and y positions, and we need to add a column for time (in this case time == 0). We can just concatenate the above array with a column filled with zeros. We can do that explicitly:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# create time column\n", "time_column = time * np.ones((centroids_time[time].shape[0],1))\n", "\n", "# concatenate with positions array\n", "pos_time = np.concatenate([centroids_time[time], time_column],axis = 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do that of course for all arrays of the ```centroids_time``` list for example with a comprehension list:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 12.82488479, 570.44239631, 6. ],\n", " [ 20.97683398, 54.91505792, 6. ],\n", " [ 33.48083624, 665.27526132, 6. ],\n", " [ 43.25378788, 599.31060606, 6. ],\n", " [ 40.94711538, 265.66826923, 6. ],\n", " [ 45.43109541, 467.24381625, 6. ],\n", " [ 77.88834951, 290.18446602, 6. ],\n", " [ 86.15458937, 595.60225443, 6. ],\n", " [ 91.04698972, 360.33773862, 6. ],\n", " [ 92.40765766, 448.23648649, 6. ]])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "centroids_time_conc = [np.concatenate([x, time * np.ones((x.shape[0],1))],axis = 1)\n", " for time, x in enumerate(centroids_time)]\n", "centroids_time_conc[6][0:10,:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a list of Nx3 dimensional arrays whose columns represent x,y,frame. We can now concatenate all these arrays into one large array whose columns are still x,y,frame:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "centroids_complete = np.concatenate(centroids_time_conc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we need to transform this Numpy array into a Pandas dataframe acceptable for trackpy. As mentioned before we can simply turn a Numpy array into a Dataframe by calling:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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............
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xyframe
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" ], "text/plain": [ " x y frame\n", "0 26.143443 531.020492 0.0\n", "1 25.737179 397.064103 0.0\n", "2 33.009950 430.771144 0.0\n", "3 45.241997 618.769526 0.0\n", "4 38.628975 277.798587 0.0\n", ".. ... ... ...\n", "821 459.398400 36.171200 9.0\n", "822 469.911894 615.828194 9.0\n", "823 487.734072 70.443213 9.0\n", "824 482.617925 428.589623 9.0\n", "825 497.028056 170.555110 9.0\n", "\n", "[826 rows x 3 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coords_dataframe = pd.DataFrame(centroids_complete, columns=('x','y','frame'))\n", "coords_dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! We now have an appropriately formated dataframe to pass to our ```link``` function. Just a few more words about Pandas dataframes: they work very similarly to other Python objects. For example to recover a specific column we can use a dictionary-like syntax:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.0\n", "1 0.0\n", "2 0.0\n", "3 0.0\n", "4 0.0\n", " ... \n", "821 9.0\n", "822 9.0\n", "823 9.0\n", "824 9.0\n", "825 9.0\n", "Name: frame, Length: 826, dtype: float64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coords_dataframe['frame']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The object above is only one-dimensional and called a Pandas Series. Like with Numpy arrays, we can create boolean Series by doing comparisons e.g.:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", " ... \n", "821 True\n", "822 True\n", "823 True\n", "824 True\n", "825 True\n", "Name: frame, Length: 826, dtype: bool" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coords_dataframe['frame'] == 9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can use Numpy functions on Pandas objects. For example to get a maximum value of a column:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "505.2455357142857" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(coords_dataframe['x'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.2 Tracking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As mentioned before, the only additional information we need for tracking is the allowed distance between linked objects between frames. This has to be adjusted to every case, here we chose 20px. And we can finally do the tracking:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 9: 85 trajectories present.\n" ] } ], "source": [ "tracks = trackpy.link(coords_dataframe, search_range=20)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y frame particle\n", "0 26.143443 531.020492 0 0\n", "57 346.670644 503.739857 0 1\n", "56 343.934530 566.354805 0 2\n", "55 325.821173 653.556509 0 3\n", "54 325.070729 378.676823 0 4" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracks.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output is a new dataframe again with columns *x,y,frame* as well as an additional one called *particle*. Each row represents one object found at position *x*,*y* and time *frame*. The new column *particle* is an index that tells us to which track each particle belongs. Let's try to recover one track. For that we are using indexing. It works the same way as for a Numpy array: we create a boolean Series with a comparison (in Numpy e.g. ```myarray > threshold```) and then use it to index the same Dataframe (in Numpy e.g. ```myarray[myarray > threshold]```. For example we want to recover track number 1:\n", "- first we create the boolean Series:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "57 True\n", "56 False\n", "55 False\n", "54 False\n", " ... \n", "765 False\n", "764 False\n", "763 False\n", "771 False\n", "825 False\n", "Name: particle, Length: 826, dtype: bool" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracks['particle'] == 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and then use it for indexing:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y frame particle\n", "57 346.670644 503.739857 0 1\n", "133 344.483504 503.163823 1 1\n", "213 344.245614 502.598830 2 1\n", "300 344.212953 502.046103 3 1\n", "383 344.487459 502.248637 4 1\n", "466 344.825619 502.121636 5 1\n", "547 344.934985 502.660475 6 1\n", "634 344.680736 504.689394 7 1\n", "718 344.807407 506.412698 8 1\n", "802 344.677005 508.314439 9 1" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracks[tracks['particle']==1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataframe above represent the complete track #1. We can do that for all tracks and plot the *x,y* positions for each track:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "for particle_id in range(tracks['particle'].max()):\n", " plt.plot(tracks[tracks.particle==particle_id].y,\n", " tracks[tracks.particle==particle_id].x,'o-')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that most tracks seem reasonable. We had some remaining false positive objects that appear intermittently and whose tracks are of course shorter. We can further use trackpy to clean-up our result, for example by removing short tracks:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "clean_tracks = trackpy.filter_stubs(tracks,threshold=9)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "for particle_id in range(tracks['particle'].max()):\n", " plt.plot(clean_tracks[clean_tracks.particle==particle_id].y,\n", " clean_tracks[clean_tracks.particle==particle_id].x,'o-')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The visual impression is that we have a gradient in the magnitude of displacements. Let's see if we can quantify this effect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8.4 Analysing the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Such a data analysis would be easily done with the tracks Dataframe. However, since this course does not cover Pandas in details, we will transform the Dataframe into a Numpy array and do the analysis on the latter:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[346.67064439, 503.7398568 , 0. , 1. ],\n", " [343.9345301 , 566.35480465, 0. , 2. ],\n", " [325.8211731 , 653.5565093 , 0. , 3. ],\n", " ...,\n", " [164.21812596, 547.77419355, 9. , 73. ],\n", " [159.70674487, 636.26686217, 9. , 76. ],\n", " [192.7893864 , 609.79933665, 9. , 67. ]])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracks_np = np.array(clean_tracks)\n", "tracks_np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we are back to a regular array, we know for example how to extract all particles from a given trajectory. Trajectory IDs are in the 4th columns so e.g. the ID #1 is:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[346.67064439, 503.7398568 , 0. , 1. ],\n", " [344.48350398, 503.16382253, 1. , 1. ],\n", " [344.24561404, 502.59883041, 2. , 1. ],\n", " [344.2129528 , 502.04610318, 3. , 1. ],\n", " [344.48745911, 502.24863686, 4. , 1. ],\n", " [344.82561895, 502.12163617, 5. , 1. ],\n", " [344.93498452, 502.66047472, 6. , 1. ],\n", " [344.68073593, 504.68939394, 7. , 1. ],\n", " [344.80740741, 506.41269841, 8. , 1. ],\n", " [344.67700535, 508.3144385 , 9. , 1. ]])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "track1 = tracks_np[tracks_np[:,3] == 1]\n", "track1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now want to measure the total displacement from time=0 to time=9. For that we recover the first and last time point *x,y* coordinates. We use here a complex indexing where we have a list of indices ```[0,-1]``` for the rows:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[346.67064439, 503.7398568 ],\n", " [344.67700535, 508.3144385 ]])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "track1[[0,-1],0:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we subtract the first row (first time-point) from the second (last time-point):" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-1.99363904, 4.5745817 ]])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.diff(track1[[0,-1],0:2], axis = 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we measure the length of this distance vector:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.990129695107248" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.linalg.norm(np.diff(track1[[0,-1],0:2], axis = 0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now execute this operation for all possible track IDs within a for loop and append the values to a list:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "max_dist = []\n", "for x in np.unique(tracks_np[:,3]):\n", " track1 = tracks_np[tracks_np[:,3] == x]\n", " dist = np.linalg.norm(np.diff(track1[[0,-1],0:2], axis = 0))\n", " max_dist.append(dist)\n", "max_dist = np.array(max_dist)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 4.9901297 , 9.39836346, 16.04142125, 22.13495449, 51.19551387,\n", " 12.74595734, 34.20430138, 15.83868825, 6.83772258, 13.63823418,\n", " 7.02945509, 64.75082456, 13.1320645 , 16.77767862, 31.85533137,\n", " 20.02800901, 42.46774927, 4.98587814, 38.51326214, 50.31103373,\n", " 12.64394062, 22.72713416, 20.09672431, 44.22474353, 13.77460325,\n", " 4.22326945, 58.96826127, 8.7774507 , 28.82463296, 41.54881616,\n", " 60.77586416, 3.74180177, 50.93647532, 26.06797193, 66.97242295,\n", " 19.52712233, 31.68035881, 1.88327177, 12.31768856, 15.24019642,\n", " 33.46554235, 18.19011827, 55.81962995, 44.69391663, 5.34139818,\n", " 14.13421122, 17.90902175, 28.28111852, 61.25958887, 5.45349551,\n", " 10.91247156, 19.04156436, 0.24151418, 36.36853026, 38.9337851 ,\n", " 17.26466252, 65.69478123, 5.90408713, 28.71247264, 56.41969931,\n", " 18.05404988, 11.17670013, 10.07220959])" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Naturally we could also combine all these steps, including the for loop into a single comprehension list. Knowing each step above, you should be able to understand this:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 4.9901297 , 9.39836346, 16.04142125, 22.13495449, 51.19551387,\n", " 12.74595734, 34.20430138, 15.83868825, 6.83772258, 13.63823418,\n", " 7.02945509, 64.75082456, 13.1320645 , 16.77767862, 31.85533137,\n", " 20.02800901, 42.46774927, 4.98587814, 38.51326214, 50.31103373,\n", " 12.64394062, 22.72713416, 20.09672431, 44.22474353, 13.77460325,\n", " 4.22326945, 58.96826127, 8.7774507 , 28.82463296, 41.54881616,\n", " 60.77586416, 3.74180177, 50.93647532, 26.06797193, 66.97242295,\n", " 19.52712233, 31.68035881, 1.88327177, 12.31768856, 15.24019642,\n", " 33.46554235, 18.19011827, 55.81962995, 44.69391663, 5.34139818,\n", " 14.13421122, 17.90902175, 28.28111852, 61.25958887, 5.45349551,\n", " 10.91247156, 19.04156436, 0.24151418, 36.36853026, 38.9337851 ,\n", " 17.26466252, 65.69478123, 5.90408713, 28.71247264, 56.41969931,\n", " 18.05404988, 11.17670013, 10.07220959])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_distances = np.array([np.linalg.norm(np.diff(tracks_np[tracks_np[:,3] == x][[0,-1],0:2], axis = 0)) \n", " for x in np.unique(tracks_np[:,3])])\n", "max_distances" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that while this expression holds into a single line, it is harder to understand than the for loop. One should always find the right balance between conciseness and readability, but it is often a question of taste.\n", "\n", "To know whether we indeed have a gradient along the horizontal axis, we need now to measure the average position of each track. So for each track ID, we recover the position *y* (index 1) for all frames and calculate the mean:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([503.79958915, 560.81934816, 643.99187222, 386.57839007,\n", " 144.92404103, 595.49644545, 301.60993945, 423.14013969,\n", " 485.19666493, 442.87596229, 550.44314337, 79.17696871,\n", " 656.95207354, 613.53939036, 333.01975098, 392.93821487,\n", " 224.1174717 , 521.10747788, 282.1415413 , 187.75149618,\n", " 643.08315214, 334.82523036, 599.25623945, 269.7675609 ,\n", " 448.19250005, 503.81948372, 100.61657744, 576.20624776,\n", " 351.45695413, 244.61004846, 41.09250945, 478.54201916,\n", " 199.18283973, 395.10150896, 127.44068117, 646.5158225 ,\n", " 321.8283701 , 533.45692796, 447.02798845, 600.70517931,\n", " 357.26528134, 606.51585627, 160.15367951, 263.77193642,\n", " 498.57695226, 594.51776273, 405.36067916, 339.46366422,\n", " 83.98748327, 551.66813022, 580.24595564, 616.94525153,\n", " 509.00950413, 287.37451117, 217.05479597, 409.93062609,\n", " 48.48672141, 547.33619097, 342.85706086, 136.59075351,\n", " 643.55571111, 448.14455242, 466.42071367])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_pos = np.array([np.mean(tracks_np[tracks_np[:,3] == x,1]) for x in np.unique(tracks_np[:,3])])\n", "mean_pos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the average *y* position of each track and the displacement between first and last point, we can plot this:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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DArbLTMsMSkgBqPO/pnnvM88Gdz3FFeFMAn8M+K6IbAW+az/HGPMZsAjYBPwduMUYk3SZMz0eo9tyRVnygyWcnX+2z/rcrFweOe+RiM95bKp0151XgiOo5YPGmHeAd+zjr4AiH+1mAjPDtC3meI8x+qJHXlYMLVKSjRfGvRDze2YUFMT8np0BXVtt4xljbN+V9iajSxrnXBa466REh9qNe/l6xQ6aqxtIz83iuHGD6D66b+ATU5y+d0yN6vXLSlZTsmA+h77aT8/jezN28nWMHHthVO+ZCKg42jiNMXqj0er4UrtxL9WLt2Iarc+oubqBgwvLafh3DXmXD42zddEl+5yzqVu7zrEu95rJ5EyaFLV7v/X73/Dxyjdanx/av4835zwHkPICqeJo468rff2s8+jRS7vT8eTrFTtahdGbI+uqyPpGTkp7kIPmzmXHDTe0EUjp0oWCmY9GTRjLSlaz8vfP01hf36Gu6WgDJQvmqzh2FnrkZfkUyPn3/hPTot5jPGmu9v3jdXBhOQcXlh+bVtnuMRW64IPmzo3ZvcpKVvPGc0/5bXPoq/0xsiZ+6JZlNudcNoSMLs5vh2dXrsMHGlg5dxN/+MUane8YY9JzXXjuxvmxubqB6sVbqd241+kspR3Lfxt4alDP43vHwJL4op6jjccbDBStBqivbWLl3E2snLuJrO7pCEJ9bVObY/UyI8tx4wZZ3mGImMYWvl6xI6m9x1hhmgPPvBs7+boYWBJfVBy9GHZWPsPOyuf5/37b9TkNtc2Oxx4vc+XcTfTIy2LQycez49Ovgl6K6MkTXFFdR2FuNneNG54ym4kGQ/fRfcMSR/DfNVfck9m1a8qPN4J2qx2J9FzGwwca+HRNRdBLEZds3MNdf/uYPdV1GGBPdR1TF37EfUs+iah9yUJat/B+y111zZWAfPemW+JtQkxQcXTA3/hjpHCzFHHGa5/R2NJx44a/rNvJoGnLOO+xt1mycU+0TEw4ciYNgXSXu/60QzLTOG7coMgalKIMOPlUn3UZWVmdwmsEFUdHhp2Vz4XXjoj6aphAY5vVdY1+6/dU13HHwo/iIpSvVB1g5JpS8ld/RP7qjxhZ8gmvVB2I6j27j+5Lrx8OQ7J97J0szo/puVnkXjFUxxtdctX9M8nrP6BDuaSnc8nNt8bBovigY44+8Iw/enCztDBYIiG+Hr9yT3Ud0xdb3e1oj0m+UnWAqWU78Zbug03N3FK2k/drDvP48IFRu3f30X3pPrqvrpaJMjc89du4rIwp2/wAFRULgGYgncLCyYwcEZ9d4zXBVgh4C6WvaHUgMrqkceG1I/wGZUY//CYHj/j3HtuTLsJTV0U3kfqY9z5jd4NvuzzTDPtnZTJ9cAFX5kdo93AlpbCE8MWA7QoLrw1ZIMNJsKXiGCXab5QbSrR6ycY9/HzRRzgMO/rFI079ohTdLlgdOLG7N2lYW8gns1hWVi1l+7YnqW+opGtWAYOH3ElB/mXxNitpcSuMFukUXbQlpPuoOKYwSzbuYfriUuocls65ITNN6NE1g+ojjeRkZyIC1Ucaw5oWFMhz9IdHuNOxOk7JIJjWF/klvHc1T0vLZsSImSqQIbLq7WFY/wHuKLootH1UY5KaVYkPl4/uR9kj43nWTqQOVtcZ3GVraWwxHDzSiMEK8HiOPWOUoQRxpg8uIDPosyw88uL5WuxuaOTO8l1RD+aESmXVUtvDaetEtLTUsaU8tTIoxpZgtniNT/JSDcgkCZeP7tfBy1uycQ+/WPQxzSF6/3WNzTyxojxo79Hj5d21eSdHItDxqGsxzNpemZDeoz8BbGquZtXb1hZ2GRm9GDbsfvUkXePpOwSmsHBydE3xgXqOSczlo/vx1FWnkp0Z+i9rRbX/Lfh9cWV+HtsvOI3rCyMjaHtC7KZHm6bmanftmg5SVnY3lVVLAzdWXAteOMGYcFFxTHIuH92PWVec0trlDnaKdKF9Xqg8Pnwgz48cSK/08P6V+mWF2lFPHIxpZPu2J+NtRlIwcsTDFBZe66NWKCy8lqKLtsVNGEG71SmBd5fbey12TnYmtUebaGx27vtmZ6Zz17jhYd//yvy8Dl3iV6oOMGt7JbsbGls7UD4StZKdJkwfnJhb/Wdk9KKp6aDr9vUNms/FLSNHPBxX8QuERqtTnPZiGYlodag4CWaiR6srq5ayadPPXbfvmlXIeeeVRNEiJRjCiVYH9BxFpCuwBsiy279sjHlQRGYANwP77Kb3GGPesM+ZDtyI9f9/mzFmRSjGKeHjFMiJF04eZqLjCbBs2nQ34H9cVCSTwUPujIFVSixw061uAC4yxhwWkUzgXRFZbtc9Y4xpM8giIidi5bc+CSgE3hKRYZFKz+rxPvY0NNIvwb0OJTUoyL+sTRS6smopW8ofbhOs0Wh16hFQHI3V7z5sP820//z1xS8DFhhjGoAvRORz4ExgbZi28krVAe4s30WdvWTEM0cOUIFUYkZ7sYwJpYtg+d1QZ88Hzc6D8Y/DqKtia0cnwlWIUUTSReQjYC+w0hiz3q66VURKReSPItLLLusH7PI6fbdd1v6aU0Rkg4hs2LdvX/tqR2Ztr2wVRg+eOXKKkrKULoLFNx8TRrCOF98M874fsdss276MS16+hFHzRnHJy5ewbPuyiF07GXEljsaYZmPMaUB/4EwRORn4LTAEOA2oBDwZeZxmk3TwNI0xc4wxY4wxY/r06ePKWF9z4UJdyqYoScGr/+W77ot/wOvuA0ZOLNu+jLNePItpJdOorK3EYKisrWTGezM6tUAGNTnNGFMNvAN8zxjzpS2aLcALWF1nsDxF783g+gMVEbDV71y4WOwnqChxwQRYV//Bn0K+9LLty7in5B6ONB3pUFffXM/sD2eHfO1kJ6A4ikgfEcm1j7OBi4HNIuI9Me0HwKf28WvAZBHJEpFvAkOB9yNh7PTBBT4nOXv2E2wvkq9UHWDMe59RsPojxrz3mQqoknqEEeu8/937acG3+FbVdt4sm26i1QXAPBFJxxLTRcaY10XkzyJyGlaXeQfwXwDGmM9EZBGwCWgCbolUpPrK/DxuKdvpt41HJJ3aaQBHSUkktOWjj657lEbjf0gqv3vnzZ7pJlpdCox2KP+pn3NmAjPDM82Z/lmZYY0x1rUYbivbya1lO3UqkJIc9CiAw36Cjmf8LKTLLixfGLDN7affHtK1U4GkW1s9fXAB2WmhJVny0Izl7no8ybvLd2rXW0lc7txsCWR7JA3G3AgTn47Kba8efjUTBk+IyrWTgaRcPvhK1QHu27Kbg82hbQDrhl4Z6Tw6tJ96lUrKcsq8U/zWf3J98qcA7nSb3V6Zn0fZ+aMishuMLw42NSf0JqyKEi7iZw+n3KzcGFqSmCSlOHrwFsn+Lra8CnbYWieYK6nMVcOdV9ekkca0M6fF2JrEI6nF0cOV+XlsOPckqi48rYM32SsjnedHDqTqwtP49ciBHcYrA41eJuomrIoSLvedfR9XD7+6TVm3jG78auyv4jrWWFNczNaLiigbeSJbLyqiprg4LnYk5ZhjOLTfuKLo+J4sqjrYYVmih/5ZmWw496SY2KZEj/bZIN1kf1RiT+VDD1H91wVtyqRrVwoeeZicSZOCvl5UtyxLNZy2zTozp4djgCecTVjLSlaz6k9zaDh8CICuPXty0fVTop4UXenIlvVVvDV/U+tc6cMHGnhr/iYAFcg4suOGG6hbuy5gO1Nfz95nng1JHMMhJbrV4dJ+7FKwPMYnhw8IKVpdVrKa5b99tlUYAeoPHeLvv5tNWcnqCFquuGHNovIOi0hMM7z9Yll8DFJcC6OHpsrYj/13Os/RH5HajLVkwXxMc8dFQS1NTSz/zTMA6kHGkIZa5wVazUcNz//329YTO4eDdrljQzDCCJBREPs0Guo5RoFDX+33WWdaWnjjuad46uqJzLnlBvUkEwV7yPnwgQZWzt3EP17aHF97lDb0vWNqzO+pnmMU6Hl8bw7tD7xH5aH9+3jjuad4e96clByPLC0tZdWqVdTU1JCTk0NRURGjRo2Kt1mu+HRNBQVDctWDTAByr5kc8/FG6ITR6ljgGXN06loHomfvPoydfF3YQhlvYSotLWXJkiW0tLQNco0ZM4aJEyfGzA6AP/xiDfW1TUGf1yMvi+t/dV4ULEpuajfu5esVO2iubiA9N4usEb2oL91PyxHrPZbsdHK//y26j+7r8xpuxxxzr5lMwYMPhmxrONFqFcco0T5aHQqSloZpaaFn7z4MHv0fbN/4Lw59tZ+ex/f2K6ClpaUUFxfT2Nh2jqaIcMYZZ8REnB5//HHq6uoc66644oqYCvWW9VWsnLsppHNv+d1FEbYmuanduJeDC8sDN0yDXj8aHrJASm4uBffeE7bHqOKYwJSVrOaN554K3DBIMrpkccmUWx0F8plnnqGmpsbv+SKCMaaDV+ntcWZnZwNQV1cXtPc5Y8YMV/f3ZUek+cdLm/l0TXB7Lsfac0yG5HG77ynBz/aPbUjPzaJg2pmBG0YRneeYwIwceyF7ysv4eOUbEb1u09EGShbMdxTHQMII4PlRrKmpYfHixRTbqxC8vU1vz6+mpqa1TSQEzHN/JzsyMjJCEmR/fOfHIygYksuaReU+o9feZHRJ45zLhoR9X7e8UnWAqWU7W5O/7m5oZKq9J2lCCWQQe700VzdEz44YoOIYAy6+6X/oN3wkJQvmuwrUuMVXVDwnJ8eVQHrTvgvuq82qVatciVV2drbPbnWge3hsibQgDzsr32eAJd4raO7bsrtDVuxGuzyhxDEI0nOz4m1CWKg4xoiRYy9s4+WVlawOWyx7Ht/bsbyoqMhxzDESuBXd8ePHs3jx4rDvF4wgh4M/4YwFvrbfO9jcwt3lO3l8+MAYWxQmaXDcuEHxtiIsVBzjhLdYhiKUGV2yGDv5Osc6j5BEQyBzcnJctRs1ahTLly8PyXtsT7BecKoxr8LaNi8RBDKtb1da9tb7b5Qp9LpimN9gTDKgk8ATgJFjL2TK83P5xcLXufTWX9Czt5WqVtKsj6dn7z6c+t1LrXIRevbu4zMY42HUqFHce++9jBkT0li0I5mZmRQVFbluP378eDIzA28lFwi3gpzK/KUiMfYVLfz5f5DWt6tjnWSn0+vq4fR/5NtJL4zgIlotIl2BNUAWlqf5sjHmQRHJAxYCg7ASbF1ljDlonzMduBErI8FtxpgV/u6RytHqRKG0tDRoTy4zMzPs4Ih39NsbT5TajQ2TJk1KmsnjoZK/+qOAbaouPC0GlqQWUZ3KIyICdDfGHBaRTOBd4HbgCuCAMeYxEZkG9DLG3C0iJwJ/xcpjXQi8BQzzl4FQxTE+RGraTqrYEU9Oe/cTqhp9R9HTgT0qjkET1ak8xlLPw/bTTPvPAJcBF9jl84B3gLvt8gXGmAbgCxH5HEso14ZioBI9Ro0alRDCkyh2xJOPvn0Kw/7xMV/72Ff0J4XJGbFOZlyNOYpIuoh8BOwFVhpj1gMnGGMqAexHzyBDP2CX1+m77bL215wiIhtEZMO+fZGb3qIoycqW75zK8yMH0s1re/o04PrCvIQIxnQ2XEWr7S7xaSKSC7wqIif7ae6UeaDDz6ExZg4wB6xutRs7FCURWbJxD0+sKKeiuo7C3GzuGjecy0d38AdcEalt85TwCWoqjzGmWkTeAb4HfCkiBcaYShEpwPIqwfIUB3id1h8Ibt2WoiQJSzbu4a6/fUyj3R3eU13H1IUfce+rn3DkaHPYYqnEj4DdahHpY3uMiEg2cDGwGXgNuN5udj2w1D5+DZgsIlki8k1gKPB+pA1XlERgxmuftQqjN7VHmzFYYnnHwo+4b0ny54DubLjxHAuAeSKSjiWmi4wxr4vIWmCRiNwI7AR+BGCM+UxEFgGbgCbgFn+RakVJZqrrAk+yN8CL63Yy5ht5ieVBli6CVQ9DzW7I6Q9FD8Ao53StnRE30epSYLRD+VeA44xgY8xMYGbY1ilKimCAJ1aUJ444vv5z2PBHWsMBNbug+DbrWAUS6ETLB5dtX8bsD2dTVVtFfvd8bj/99rjm5lU6HxXV4S+lDJsnR8BhH8mqGussT1LFEegkyweXbV/GjPdmUFlbicFQWVvJtJJpjF0wlmXblzGiQqsAACAASURBVMXbPCWJ6dXN/fLIwtzsKFriAn/C6KFmd2xsSQI6hTjO/nA29c0dF8tXN1QzrWQaj657NA5WKanAg5NOctUuOzOdu8YNj7I1AQgkjGCNPSpAJxHHqtoqv/ULyxeqB6mExOWj+/Hs1aeRndnxq5Rmz/jtl5vNrCtOSZzxRp+IFZRRgE4y5pjfPZ/KWv+/mve8ew+AjkMqQXP56H5JIHwuGPOfOt7oRafwHG8//Xa6pjtvs+ShxbQwrWQap8w7hUtevkQ9yThQVrKaObfcwFOTJ2lO72jQo8B3Xe8RMPHp2NmSBHSaBFvLti9j1vpZ1Bx1v3FqblYu4waNY83uNVTVVnFcl+MQEWoaajTiHWHKSlbz5pznaDp6LO+IvyRiSog4BWW++R24/rX42OOSmuJi9j7zLE2VlWQUFND3jqmuMhNq9sEgeHTdoywsXxiRa2VIBj269FCxjABzbrnBcSf09Kwsps5/pfV5667pLlLUKolDqDl6aoqLqXxwBubIkTbl0rUrBY88HFAgVRyDZNn2Zdzz7j20mCBSqblAxTJ0npo8CXz8Lw44+VROueBiv3nAe/bu40oo2yekP27coJTYtToRWPrMh+wur25TJungtD4uo0saF147wlEgP584kcbPtwW8X0ZhIUPfXuW3TTji2CnGHNszYfAEfvXtXwUchwyWJtNEdUN161zKGe/N0LFLl/hKFgaw69OPeeO5p3wKI8Ch/ft4c85zfscpazfupXrx1taUoc3VDRxcWM6BJVtDN1wBnIURnIURoOloC2uXdhRAt8II0FTpYmpSGHSKaLUTHo9u9oezA0ayQ6W+uZ7ZH85W79EFYydfxxvPPRXWNfzl8gb4esUOTGPH3sKRdVUcWddxuldatwxyJg1Rz9IFTsIYiMMHOua1diuMABkFfgJMEaBTeo4eJgyewJs/fJNPrv+Ex8Y+Rk6XyCdyCjTHUrEYOfZCEKetQIPDVy5vCD7JfMuRJg6+vIXajXsDN1aCpkdeeHmt+94xNUKWONOpxdGbCYMn8O417/LY2Mco6F6AIBR0L+Dq4Ve3Ps/pkkNuVm7rcWZa4KVj+d3jlws52Tj14vFhX8Nf9zykJPPNhq9X7AjdIMWRjC5pnHPZkJDPz71msqtodTh02m61LyYMnuC6G+y9mcVxXY7jSNMRGluObWHVNb0rt59+e7RMTTkuvul/OFC5h12ffhzS+f5yeYOVZP7gwvKgrxusxxkvKquWsn3bk9Q3VNI1q4DBQ+6kIP+ymNy7//Bc113rrO7pnH/VcMdgTOa3hvjvWmdnU/jwQ1EXRuik0epooTv/RIa3fv8bPl75hs/6jKwsMrp0of7QISQtDdPS4jpavXtaSdD2pOdmUTDtzKDPiyUffPhTqqvfa1OWlpbNiBEzYyaQvoIyHtK7CBddOzLgFJ7y879Dy96OQxm510ym4MEHg7JJp/IoKUfrfMb9+4IWQH8cWLLVMfjik3Sh1w+HJXRQZtXbJwEdN1YB6JpVyHnnBf+DEA5b1ldRsmgL9bVNgH9P0RehTvpuj4qjEhJlmx+gouIlPBuepqd3Y/jwR117GvHsxoXDly98TOO2rwO2S4Zo9ZqSc2ls/NJPC6Hoos9jZk+iEdW81UpqYgnji23KmpuPsGnTz9m06edYaeSbyUjPBRGamqrJSM+xjw9iJZk89sNa31DB5s33AiS8QJ5w86kpMxncvzBC16zoTndJZVQcOykVFQsCtLBm7zY1HxtD8j52yLZLS0sd27c9mfDiCNB9dN+kFMNgGTzkznibkLQEFEcRGQDMB/KBFmCOMWa2iMwAbgY8C2LvMca8YZ8zHbgR6xt2mzFmRRRsTzpKS0tZtWoVNTU15OTkUFRUxKhRo+JkTXRyntU3RHfVghIcyfBDlai48RybgF8YYz4UkZ7AByKy0q57xhjzpHdjETkRmAycBBQCb4nIsM6egbC0tJTi4mIaG62pPjU1NSxevJidO3cyceLEsK8dvOha3eZIo9242JKZeYLPrnVGem6MrUkt3GQfrAQq7eNDIlIG+NvZ8zJggTGmAfhCRD4HzgTWRsDepGXVqlWtwujNhg0bGDhwoKOYeYtedraVf6Suro6cnByGDh3K1q1bqalpuwVbTU0NxcXFAH4FsrBwcocxx3BJS8vWblyMOX/se6x+ZzQtLe0DTJkMG667eodDUGOOIjIIK03reuA84FYRuQ7YgOVdHsQSznVep+3GQUxFZAowBWDgwIEhmJ5ctBcxbxYvXkxxcTEZGRnU1dUhIrSfRVBXdyxzXU1NDf6i+42NjaxatcqvOI4c8TBAxAQyI6MXw4bdr924OHDhBRuTduZAIuNaHEWkB/AKMNUY87WI/BZ4BGtk/hHgKeA/scKY7ekwem+MmQPMAWsqT/CmJxc5OTl+BbKxsbHVs4zE9Cp/9/IwcsTDjBzxsNcXq4Jj3e1A0WqrvmtWoX4RE4CC/Mv0M4gwrsRRRDKxhPFFY8xiAGPMl171LwCv2093AwO8Tu8PVETE2iSmqKiIxYsXx+x+OTnuN9HQL5aidMRNtFqAPwBlxpinvcoL7PFIgB8An9rHrwEvicjTWAGZocD7EbU6CRk1ahQ7d+702x2OFJmZmRQVFUX9PkpkuG/JJ7y4bmeb7lWvbpk8OOmk1EjclaS48RzPA34KfCIiH9ll9wDXiMhpWF3mHcB/ARhjPhORRcAmrEj3LZ09Uu1h4sSJDBw4kFdffTUiXWcn4j9FSAmGs2au5MtDRzuUHzzSyF0vWxtwqEDGBzfR6ndxHkf0uTOAMWYmMDMMu1IWj2gtWbKElhb3aRr8RatVEJOTa19Y6yiMHhqbDU+sKFdxjBO6QiYOeERs+fLlrVHozMzMDtFqFb3U5p/bDgRsU1FdF7CNEh1UHOPEqFGjVPSUgBTmZsfbhE6L7gSuKAlKZrpw17jh8Taj06LiqChxoku675w5WRlpPPHDU3W8MY5ot1pR4sT//vBU7lj4UYcVEucNyePFm8+Ji00Bef3n8MGfrJyrkg5n/AwmPh3orKRExVFR4oTHK3xiRTkV1XUU5mZz17jhiestvv5z2PCHY89Ns/X8wz9Dy1FLLE0z5AyAogdg1FXxszUCqDgqCv7z/0QzN9Dlo/slrhi254O5zuUt9nQkz3Tmml1QfJt1nMQCqWkSlE7Psu3LmF4yHeOwga8TXdO7MuPcGZ0vedqMIPO65wyAOz4N3C6KhJMmQQMySqfnofceci2MAPXN9cz+cHYULUoRanbH24KwUHFUEpKa4mK2XlRE2cgT2XpRETX2HpXRoK45+InWVbVBZDBMFTK7B9c+p3907IgRnXLMccv6KtYu3cbhAw30yMvinMuGBJU2UokuNcXFVN7/AKbeSjfaVFFBxV2/5ODixQyaO/dY2s6KCkhPh+bm1seMwsKQ03gGQ373Tvj/MulZWHyzu7aZ2VZQJonpdOK4ZX0Vb83f1Dp2fPhAA2/N3wSgApkg7H3m2VZh9KZu7TrKRoxsW9jc3OaxqaKCyvutL2U0BfL202+P2rUTllFXwc51bSPWTqRItLrTdavXLCqn/R5BptkqVxKDpsrwknSZ+nr2PvOs6/bdMroFdf2rh1/d+YIxHiY+DVe8AF3adbEzu1vlM2qsIEySCyN0Qs+xodZ597SG2mbm3fNP7WInABkFBVaXOQyCEdgHznnAb7RaEAyGgu4FEZ3GE2/KSlbz9rw51B86BEBWj54U/WwKI8de6P/EUVelhPgFotOJoz8OH2hg5dxNVG6r5js/HhFvczotfe+YSsVdvwzrGhkF7rMgesRu1vpZ1By10kvkZuUy7cxpKSOEHspKVvPGc0851jUcPsTy31oed0CB7AR0OnHs2j2D+tomv20+XVPBp2sqyOqejiDU1zZp4CaG5EyaxMHFi6lbuy5wYweka1f63jE1qHMmDJ6QckLYHn/C6ME0N1OyYL6KI51wzHHsVcNI87Pg35uG2uZWIfV4lc//99vMu+efbFnfCadyxJBBc+eSfc7Z7k9ITwcgo7CQgkcejnq0OhkpWTDfVbtDX+2PsiXJQafzHD2en2cqTyh4hHLl3E30yMti0MnHs+PTrxJmatB9Sz7hr+t30WwM6SJcc9YAHr38lLjZEyqeaTuVM3+Fqa4+ViECxsRs2k6q4Fb0eh7fO8qWJAedevnglvVVrJy7KWrXj4dQ3rfkE/6ybmeH8p+cPbCDQC7ZuKfDpgeQRBshKEEx55YbOLR/n982kp7O+P8zNWW61eEsHwwojiIyAJgP5AMtwBxjzGwRyQMWAoOwEmxdZYw5aJ8zHbgRKwHybcaYFf7uEc+11f94aTOfrole5tiMLmlceO2ImAnkkOlv0OzjM+3VLZMJowpYvXkfe6rrEBwSircjOzOdWVecogKZAgQac0w1YYTor61uAn5hjBkJnA3cIiInAtOAVcaYocAq+zl23WTgJOB7wG9EJD0U42LBd348gu/ecCI98rKicv2moy2sXbotKtd2wpcwgpXR7i/rdrLHzkvips9Q19jMEyt0DmgqMHLshVx66y8c60797qX8/KWlKSWM4eIm+2AlUGkfHxKRMqAfcBlwgd1sHvAOcLddvsAY0wB8ISKfA2cCayNtfKQYdlZ+q2fnvbTQO1odDqGObYZCuohfgQyFaCV5eqXqALO2V7KnoZF+WZlMH1zAlfl5UbmXYjFy7IUqgC4JKiAjIoOA0cB64ARbODHGVIpIX7tZP8B7DsZuu6z9taYAUwAGDhwYrN1Rw1sovfEWzWCJllfqxDVnDXAccwwHf0meXqk6wF2bd3LES4+7p6dR29xCOta4iq9H72797oZG7izfBaACqSQErsVRRHoArwBTjTFfi/icDuNU0cGVMcbMAeaANebo1o544cu7bB+tbk9GlzTOuWxIzOx89PJTePXDPdQedV4JFCzZmek+kzy9UnWA/1u2k/bZt2ubrRKPBb4e23/odS2GWdsrVRyTmNLSUlatWtUhn7p3ebKkHnYljiKSiSWMLxpjFtvFX4pIge01FgB77fLdwACv0/sD0Yt4xAEn7/I79mMi7Pgz8wencNffPqaxJfBvjsd7cwrO9OqWyYOTTvIZjJm1vbKDMIbLnobGCF9RiRWlpaUsXbqUZnsTkJqaGhYvXsyaNWvYv//YNCJPELimpoZieyu6RBTIgOIolov4B6DMGOOdSec14HrgMftxqVf5SyLyNFAIDAXej6TRiYyvbnks8YjZjNc+o7rOt9h4i5/TtJ5AEepoCFm/rMyIXzNRqKxayvZtT1LfUEnXrALyjr+QA1+tbn0+eMidFORfFvA6ZZsfoKLiRa8SobDwx4wc8XD0jHfB8uXLW4XRG29hbE9jYyOrVq1KTnEEzgN+CnwiIh/ZZfdgieIiEbkR2An8CMAY85mILAI2YUW6bzGm/T44SrRpn5skkPiFksukX1YmuyMokNlpwvTB7tdEJxOVVUvZtOlOsH3t+oaKNgJX31DB5s33AvgVyFVvnwS0387NtF4rngJZVxda4K6mpibClkQGN9Hqd3EeRwQo8nHOTGBmGHYpESYaiZymDy5wHHMMBk93vn+KR6vLyu6FAO9US0sd27c96VMc15ScS0dhPEZFxYK4e4+hkJMTZG6aGNHplg8qkcMjZO2j1e3xFa1OdUH0xhh3XlV9g++t1hobvwxwdnw7aNnZ2UF7j5mZmRQVOfpYcUfFUQmLK/PzWsVN5y2GT9escIYV4rvWYvz48SxevDhwQ5uUiFYrihu8hTIlKV0Eqx62surl9I9CKgBh8JA7Qz67sHByBG0JnlGjRrFz504CLQUeM2YMEydOjJFVoaPiqChOtArhLhwnOkUhcX1h4Y/9BmMyM0/w2bXOzT03IcYbJ06cyMCBA1m+fHmHLnZ2djbjx49PWE+xPZ16Vx5F6cC878MX/3Df3mXi+g8+/CnV1e851mVk9GLYsPtdTeNZU3JuO4FM48QTfQdxOjvhbDyhnqOieAhWGMF14vozTv9zB4HMzT2XM07/c1C3O3+ss8AqkUfFUVE8BCuMEFTi+mCFUIkvnS5NgqJEjBRIXK/4RsVRUUIhOw8m/bpTpCjtrGi3WkkZwt70Iz0LmgNsSZedB+MfV1HsBCSlOC7bvozZH86mqraK/O75SZ9ovaxkNSUL5nPoq/30PL43Yydf17ohqb86xWLL+irWLCqnofbYCpHDBxpY/eJmAPcCedlzsPhm57oxN8LEp53rlJQk6abyLNu+jBnvzaC+ue0a03gnYQ9VxMpKVvPmnOdoOnrMY5H0dLK6daP+0KEO7TO6ZHHJlFs7tUAGs/Fwj7wsrv/Vee4vXroIlt8NdQes5ynmKdYUF7P3mWdpqqwko6Ag5bM3RjXBViwIRhwvefkSKmt9rz8VBIOhoHtBzDxKJ4Fra5SVSjSrR09EoP7QISQtDdPS0voYDD1792HK83MjYHni0z5tRXNjC01Hg/ufveV3F0XJuuRixw03ULd2XYdyyc2l4N57UlIkO9U8x6raKr/1xl7JUFlbybSSaUwrmUZOlxxEhJqGmqh0w0sWzPctjAD2D1DD4WOeoEcQgxVG6DxJ19tnhvTuNrsllikqEpnKhx5yFEYAU11N5f1W1D0VBTJUkk4c87vn+/Ucnag5emy/uMraSma8NwMgYgIZa7HqDEnXt6yvCjtlbqxTVCQy1X9d4Lfe1Nez95lnYyaOtRv38vWKHTRXN5Cem8Vx4wbRfXTfwCfGkKQTx9tPv91xzDEY6pvruefde5heMp3juhzXxqs8v//5rNm9JqhgT8/jewdMlh4pMrpkMXbydTG5VzwJN51t1+4ZjL1qWNx3ZU8mmiqDczpCpXbjXqoXb8U02rmGqhs4uLCchn/XkHf50JjY4IakE0ePUM1aP6uNRxgsLcb6YNp7lQvLF7Z57uma+xvDHDv5Or/J0t0gaWkYY8jq3oPG+jpamjqmg+3Zu0+niVaHms5WRTF0Mgpiswv71yt2tAqjN0fWWUNm9aX7aTli/f9Ldjq53/9WXLzKpBNHsARywuAJLNu+LGyRdIu/7vjIsReyp7yMj1e+EdK120egdfqONVboSiDtDXPilcwsleh7x9SY3Ke52vfn6hFID6aumYN/KweIuUAmXbTaCc+8x8raStIkrdUrjAYF3Qt484dvOta1ilr7LrafaHVn8gaDYcv6Kt6avwl/2YdOPr+Q7/x4ROyMSmI+nziRxs99D1XkXjOZggcfjIktlY+971cgnUjPzaJg2plB3yuqU3lE5I/ARGCvMeZku2wGcDPgUYF7jDFv2HXTgRux9my/zRizIpAR0diyzHuiuPe4ooiEJZ6CUHp9aQQtVXzhNLkbtOscKk4CGY9pPLUb93JwYXnQ5/V/bGzQ50R7Ks+fgOeA+e3KnzHGPNnOkBOBycBJWGlZ3xKRYfHIPujperfH1yRyt+R31y9krEiENLepxLdefz3eJgBW9zhYcUzPjf2UrIAbTxhj1gAHXF7vMmCBMabBGPMF8DkQvC8cRSYMnsCMc2dQ0L0AQcjpkkNuVi6CUNC9gKuHX01Bd+eB6a7pXbn99NtjbLGipB6SHVy+m+PGDYqOIX4IJyBzq4hcB2wAfmGMOQj0A7xnmu62yzogIlOAKQADBw4Mw4zg8eVVtifV1nArSqKQ+/1vcXBReYfsE050Ozs/qaLVvwUewXppjwBPAf+Jc35rx5dvjJkDzAFrzDFEO6KKWxFVlPaUlpayatUqamqscW5jTMJn24slHrGrKd7WOm2nPfGeHB6SOBpjWpNYiMgLgGcwYzcwwKtpfyC8ZQ6KkkTMmzePL774ok2ZJ+hZU1NDcXExgAoklkAm2qoYb0La7FZEvAflfgB4Mgy9BkwWkSwR+SYwFHg/PBMVJTl48sknOwhjexobG1m1alWMLFLCIaDnKCJ/BS4AeovIbuBB4AIROQ2ry7wD+C8AY8xnIrII2AQ0AbfEI1KtxJ/KqqVs3/Yk9Q2VdM0qYPCQO1M6Q97rr7/O4cOHXbWtqYn+ogUlfAKKozHmGofiP/hpPxOYGY5RSnJTWbWUzZvvpaXFyltc31DB5s33AqSsQH7wwQeu2+bk5AR9/VeqDnDflt0cbLbm6PbKSOfRof24Mj8v6GuFQzJsGBEpknL5oBIhWhPX77ay6BU9EPamrpVVS9m06S6sNQDHaGmpY/u21M2vHMxKs6KiItdtX6k6wNSynTS2Kz/Y1MzUzbsAoiaQtRv3Uv3a55g6+7PMEGg69jqbqxuoXrwViP3Svlig4thZKV0ExbdBo+XdUbPLeg5BC+SxLnQFrYudHahviM2uL/HAE5EOxJgxY1wHY360cSsl1bU+6xuNYdb2yqiIY+3GvR2n2jR1fH2msYWvV+xQcVSSFG8PMbuXVVbnMK+/sc5qF0AcvccTRbpiTJ1XrW+B6JoVm11fIkGwc1zPOOMM/C2BDXYaz93lO/0Ko4c9De19yshQU7zN1RxE8L+RRDKj4piqtAriLtp4c06i6E3NbqC9N5iO1U32PB6jrTD6Ji0tm8FD7gziBcQe7w1MvHGzQfLEiRMBa+zR40FmZmYyadKkkKbt/KXC3aK0flmZQV/bDb7mHjoRj6V9sUDFMZloP0Y49BLY+qaDR9i+axvEHPuc/h0CKscEMdSJB+mMGDEzIccb3W57V99cz+wPZ/v1HidOnNgqkuHi5p3OFGH64Ph74/FY2hcLVByTBacxwg1ekwbaeIQhLjjKzIaiB9iy5REvYQyPtLTshBTGZduX8dB7D1HX7P51BspfFEk6+uhtyRLh6REDYh6tbk+8lvbFAhXHZGHVw8eEMRrkDICiB6jsm0XT/oMRuWTXrMKEnN94+auXs+3r4NMwxHJHpp8U5jHPR9c6PzOdj759Ssxs8UW3s/MTKq1BpFFxTBbsscCIk5kNk37dGoTZ/s/g98xri1BY+GNGjng4fNuiwM0rbg5JGIGY7sj0+HBrM5b2Ajk2tzt/Gx19Qep2dn6HXbnb16eyMIKKY/KQ098OroSKPQ6ZbXfD6g46zm0MZbpNeno3mpvrkmIlzLoq5/Skgbh6+NUx34Tk8eEDW0Uy1niE78j6qjajNPHM6RJrVByThaIHYPEUQhpPzM6D8Y+7mr/YNavAjlA70TZqHetucyxXZwiCwfhNrJbq5F0+NOW9Q3+oOCYLo66Cnetgwx/xKZBdusPRWpB0MM2t44jBTOoePOTOdpHq+AdVOqzUIHqrM7pldOOBcx7olGKotEXFMcrUFBez95lnaaqsRHJySAOaa2rIKCigx3fO5/A/1gSsyygooO8dU8mZ9DQMPPvY/MUwRNAXHgGM56YR3h6iP0JZnXF2/tmOXesMyeDRbz+qoqi0khLZBxORmuJiKmf+ClNdHZHrSdeuFDzycEwTIcWDA0u2+g0EOBFs4qWbV9zcRiDPzj+bF8a9ENQ1lOQg2gm2FC9aPcGKCkhPh+ZmMgoLW3P+ttbZ6VgjhamvZ+8zz6aUOIYihO0JZXWGCmFi4Cs/u3eK43imMFbPMQhqioupvP8BTH1omQvDRoSRZZvic+8IEwlhlMw0cq8Y2ikip6lGWclq3pzzHE1H2w6d5PUfwMHKCkxzxynwGV2yuGTKrUEJZDieY0g7gXdW9j7zbPyEEcgoiP9SsUhxZH14wpjWLUOFMYkpWTC/gzACHNi9y1EYAZqONlCyoH2G6Oih3eogaKqM35Zb0rVra9c9JQixw5LWLYOcSUNUFJOcQ1/tj+l5oaDiGAQZBQXWeGKISHY2aVlZYUSrU2e80c+2j46k+q7T0aC0tJTly5dTV2dNy8rOzmb8+PEJkdyr5/G9ObR/X0jnxQoVxyDoe8fUkMYcPQGblBK3MOl2lv/laaBeYqi8/vrrjntL1tXVsWTJEiD+2Q/HTr6ON557KqhzMrpkMXbydVGyyOF+MbtTCuARNzcRaRVE/7QuT3MQSBXF0PEljB5aWlpYvnx53MVx5NgLWf7bZ32OL7Ynq0dPin42JabRajfZB/8ITAT2GmNOtsvygIXAIKzsg1cZYw7addOBG7HWmd1mjFkRFcvjRM6kSW0Ez3uSd0p2f6NIZ1+eFg3czPrwdLPjzfj/M9WV93jqdy/l4pv+JwYWtcWN5/gn4DnAO0w0DVhljHlMRKbZz+8WkROBycBJQCHwlogMS+X0rO3FUkk8lmzcwxMryqmorqMwN5u7xg3n8tH94m1Wp8fjBb49bw71hw51qI+Ht+iNm9Ssa0RkULviy7ByWQPMA94B7rbLFxhjGoAvRORz4ExgbWTMVZTgWLJxD9MXf0Jdo/X7vKe6jumLPwGIukBWVi1lS/nDNDVbq6QyMnoxbNj9cd+1KDs7O67392bk2AvjJn6BCHXM8QRjTCWAMaZSRDyDQ/0A74Wru+2yDojIFGAKwMCB8dmWSUlNPJ7inmrn7mNdYzNPrCiPiji2F0RvmpoOUlZ2NxDf/N3jx4+P272TiUhPAheHMseIhTFmjjFmjDFmTJ8+fSJshtJZ8XiKvoTRQ0WA+lBYU3Iumzb93FEYPRjTyPZtT0b83h7GjPG9GCQ7O5srrrgi7sGYZCFUz/FLESmwvcYCYK9dvhsY4NWuPxD6xEBFCYIlG/fwi0Uf0+xiSWxhbmS7lu+t/R6NjV+6ahvN/N3tsyCKCGeccUbEEn9580rVAWZtr2RPQyP9sjKZPrgg7jltIkmo4vgacD3wmP241Kv8JRF5GisgMxR4P1wjFcUfSzbuYcZrn1Fd5y6Hc3ZmOneNGx5RG+rqtrpuG+383ZHMguiLV6oOMHXzLhrtH6LdDY1M3Xxsp/pUEE03U3n+ihV86S0iu4EHsURxkYjcCOwEfgRgjPlMRBYBm4Am4JZUjlQr8SNYQfSQLsKsK06JW7RaJDPh83e74b6te1qF0UOjMdxStrNN2e6GRu4sjWQA+gAAIABJREFUt0Qz2QTSTbT6Gh9VRT7azwRmhmOUovjj2hfW8s9t7pLee5OdmR5XYUyUaHUkONjk3uepazHM2l6ZeuKoKInEfUs+CUkY+0V5fmN29lA/Xes0TjzxyZQQxVDZ0xCch58IqDgqScVf17vPwBhLT/Hcc/7Oe2u/10EgU8lbDId+WZnxNiFoVByVpMJNJBqgV7dMHpx0Uky70Oee8/eY3SuZyE4Tpg9Ovr1IVRyVpCJdJKBA/uTsgTx6+Skxsqhz0k3giIvfqV7paTw6rH/SjTeC7gSuJBnXnDXAZ12vbpk8e/VpKowx4IkRA/2KR6/0NJ4fOZCy80clpTCCeo5KkuERvr+u30WzMaSLcM1ZA1QQY4xH8FJhPqMvNMGWoigpiybYUhRFiTAqjoqiKA6oOCqKojig4qgoiuKAiqOiKIoDKo6KoigOqDgqiqI4oOKoKIrigIqjoiiKAyqOiqIoDqg4KoqiOKDiqCiK4kBYu/KIyA7gENAMNBljxohIHrAQGATsAK4yxhwMz0xFUZTYEgnP8UJjzGleO19MA1YZY4YCq+zniqIoSUU09nO8DCuVK8A84B3g7ijcR1GUBKCsZDUlC+Zz6Kv99Dy+N2MnX8fIsRfG26ywCWs/RxH5AjgIGOD/GWPmiEi1MSbXq81BY0wvh3OnAFMABg4ceMa///3vkO1QFCU+lJWs5u+/m01LU1PAtj1794m5cIazn2O4nuN5xpgKEekLrBSRzW5PNMbMAeaAtdltmHYoihIHVvy/X7sSRoBD+/fx5pznAJLCswxrzNEYU2E/7gVeBc4EvhSRAgD7cW+4RiqKkni89fvf0NwYXD7qpqMNlCyYHyWLIkvI4igi3UWkp+cYuAT4FHgNuN5udj2wNFwjFUVJPEpXhZaK9tBX+yNsSXQIp1t9AvCqiHiu85Ix5u8i8i9gkYjcCOwEfhS+mYqiJBqmpSWk83oe3zvClkSHkMXRGLMdONWh/CugKByjFEVJfCQtLWiBzOiSxdjJ10XJosiiK2QURQmJUUXfC6p9z959uGTKrUkRjAHNW60oSohcfNP/ANbYo7cHGY8pO9FA81YripKyaN5qRVGUCKPiqCiK4oCKo6IoigMqjoqiKA6oOCqKojig4qgoiuJAQkzlEZF9gK89y3oDiboYU20LDbUtNNS24PmGMaZPKCcmhDj6Q0Q2hDpPKdqobaGhtoWG2hZbtFutKIrigIqjoiiKA8kgjnPibYAf1LbQUNtCQ22LIQk/5qgoihIPksFzVBRFiTkqjoqiKA4krDiKyPdEpFxEPheRaXG4/x9FZK+IfOpVliciK0Vkq/3Yy6tuum1ruYiMi7JtA0RktYiUichnInJ7otgnIl1F5H0R+di27aFEsc3rfukislFEXk8k20Rkh4h8IiIficiGBLMtV0ReFpHN9v/dOYliW9QwxiTcH5AObAMGA12Aj4ETY2zD+cDpwKdeZf8LTLOPpwGP28cn2jZmAd+0bU+Pom0FwOn2cU9gi21D3O0DBOhhH2cC64GzE8E2Lxt/DrwEvJ5gn+sOoHe7skSxbR5wk33cBchNFNui9prjbYCPD+IcYIXX8+nA9DjYMaidOJYDBfZxAVDuZB+wAjgnhnYuBb6baPYB3YAPgbMSxTagP7AKuMhLHBPFNidxjLttwHHAF9gB3ESyLZp/idqt7gfs8nq+2y6LNycYYyoB7Me+dnnc7BWRQcBoLA8tIeyzu60fYeUsX2mMSRjbgGeBXwLemaESxTYDvCkiH4jIlASybTCwD5hrD0f83k7HnAi2RY1EFUdxKEvkOUdxsVdEegCvAFONMV/7a+pQFjX7jDHNxpjTsLy0M0XkZD/NY2abiEwE9hpjPnB7ikNZND/X84wxpwPjgVtE5Hw/bWNpWwbWENNvjTGjgVqsbrQvku3760iiiuNuYIDX8/5ARZxs8eZLESkAsB/32uUxt1dEMrGE8UVjzOJEsw/AGFMNvAN8L0FsOw/4vojsABYAF4nIXxLENowxFfbjXuBV4MwEsW03sNvuAQC8jCWWiWBb1EhUcfwXMFREvikiXYDJwGtxtgksG663j6/HGuvzlE8WkSwR+SYwFHg/WkaIiAB/AMqMMU8nkn0i0kdEcu3jbOBiYHMi2GaMmW6M6W+MGYT1P/W2MeYniWCbiHQXkZ6eY+AS4NNEsM0YUwXsEpHhdlERsCkRbIsq8R709DMIfClWFHYbcG8c7v9XoBJoxPolvBE4Hmswf6v9mOfV/l7b1nJgfJRt+zZWN6UU+Mj+uzQR7ANGARtt2z4FHrDL425bOzsv4FhAJu62YY3rfWz/feb5n08E2+x7nQZssD/XJUCvRLEtWn+6fFBRFMWBRO1WK4qixBUVR0VRFAdUHBVFURxQcVQURXFAxVFRFMUBFUdFURQHVBwVRVEcUHFUFEVxQMVRURTFARVHRVEUB1QcFUVRHFBxVBRFcUDFUVEUxQEVR0VRFAdUHBVFURxQcVQURXFAxVFRFMUBFUdFURQHUkIcRWSHiFzsot1AETksIukur/snEXnUPh4rIuWxslVRgsHt/6eI/ExE3o2FTW4QkXtE5Pd+6q8VkTdjaZOHmImjLQpf2pnVPGU3icg7sbLBGLPTGNPDGNMcwrklxpjhgVt2HhLti9aZEBEjIt/yPE/W/09jzK+MMTcBiMgg+3VleNW/aIy5JB62xdpzzABuj/E9FSVl8BYOJbrEWhyfAO705DX2xulXQ0TeEZGbvJ7fLCJlInJIRDaJyOkO10kTkWkisk1EvhKRRSKS5+se7c4dLSIf2tdfCHT1qrtARHZ7Pb9bRPbYbctFpMgunyEiL4vIQrvuQxE51cf9zhSRtSJSLSKVIvKcnafbU3+SiKwUkQO2131PEK/xBhHZJSIHReS/ReQ/RKTUvtdz7ez4T/t9PSgiK0TkG151xj5/q13/vFiMBH4HnGMPVVTb7S+1P5tD9vtzp8PrzrLtONmrrI+I1IlIXxHpLSKv220OiEiJiAT8X/V8RiLySxHZa7+nl9s2bfn/27v/eDvq+s7jrw/hApefl0gIyYVLoMZQkErglh/Guvww/LBI8sAiqNBUsenuslWUosHaFt1aUtlHK4997Fazao0FhMiPhAUV2KTRFRVIDBQwZGMpkFxCEn6kgKQlwGf/mO8hc09mzq+ZOWfOOe/n43EfZ87MmTPfM2fO537n+zO81+djr089j2H798zsWTP7VzP7sZkdE9v27XAu7gqf9X4z+42UdFW+k/lm9kxI1xVNXAduZpeZ2XpgvZn9OGx6OJz7CxOuz8PM7DYz2xo+27jvPPa6o2LX2Doz+1CN87vSzK4xswfCOVlWdb7OM7PHwudYGa6RyrZav5frw8sqn2tb+FynWNXdiZm928weDMd/0MzeXZW+/2pm94Xj3GNmB4Vte5nZ9eFcbAv7Tk77rED75q0GniSa4P024C/Duk8AK8PyNKK5mHeP7bMS+ERYvgAYA34bMODtwOHx9w7LlwM/Bw4F9gS+Dnw37RixY+0BPAV8GhgAfo9ozupKWk8FNoblGcAGYGrsfX8jLF8d9vu98D5/AvwLMJCQ1hOAk4ly1NOAtcDlYdt+RPNmX0EUpPcDTmriM34t7Hcm8G9Ecw0fDAwDW4D/EF4/F/gV8JshHV8Afho7Lw7cCQwBI8BW4Oyw7Q+An1Sdx03A74TlA4HjU66HbwFfjj2/DPhhWL4mpH8g/P0ORNMI17nGTgVeB/487PeHIb03hvN3TDgXR9Y7j2H7x8N+ewJfBR6Kbfs28AJwYjhvNwA3paSr8p18F9gHODakq+51EPsO7gUmAoOxdW+v+uyV63MC0fzXfxuOtxfwnurvLGzbAHwsHPt44DngmJTPsZLoN/jOsO+twPVh2zuAXwOzw7n/LNF1tQf1fy/XV52neAyIp3ci8CJwSUjvh8Pzt8XS988hLYPh+cKw7Y+A/w3sHc7PCcD+Na+nDgTHdwL/CkyiueB4N/CpWu8dltcCZ8S2TSEKVrsnHSP2uvcCzxD7EQI/JTk4vp0owLyPEPRi+1wN/Dz2fDfGB4y30pqQhsuB28Pyh4E1Ka9r5DMOx7Y/D1wYe34rO4PwD4BLq9L7Kjv/8TjhhxWeLwEWVF+4se1Phwux9oUXnbsnYs/vA34/LH8JWEbsx9/gNXYqsB2YEJ7vF9J/Uuw1q4G59c5jwnsPhfc6IDz/NvCN2Pb3A4+npKvynRwVW/cV4Jv1roPYd3B61WtqBcdTiIJv0ud46zsDLgT+b9X2rwN/kZKulYRgE54fDbxGFGz+DFhSdR2NhXTV+700GhwvAR6o2v9nwB/E0veF2Lb/zM5/uB8n+j3/VqPXU9trq939UaKcyIImdz2M6L9CPYcDt4es8zaiH8AbQO0sNEwFxjycyeCppBe6+6+ILuCrgS1mdpOZTY29ZEPstW8CG8P7j2Nm7wi3j8+a2UvAXwEHhc21Pm8jn3FzbHl7wvN9Y+91Xey9XiDKmQ/HXv9sbPnV2L5JPkgUKJ4ysx+Z2Skpr1sBDJrZSRbdxh8H3B62XUuU67jHzJ4ws2auled9Z4Xb9vBY67Mnnkczm2BmC8Mt90tE/9Rg5/cDzZ0XiF0XRNfWVKh7HSTtW89hwFPu/nqd1x0OnFT5/OEcfBQ4pInPMBDSOpXY7yVc9xuI/knX+700atwxYmlo5Fr9B6IM1k2haOMrZjZQ62CdasrzF0S3PPEP9evwuHdsXfxL2gAklulU2QCc4+5Dsb+93H2szn6bgGEzs9i6kbQXu/uN7v4eogvMgb+ObT6ssmBRWdmhRLnSan8HPA5Md/f9gc8TBabK50j7vK1+xrT3+qOq9xp09582sK/vssL9QXefQ3QLv5Qop7nrjtGPZwlRDvkjwJ3u/nLY9rK7X+HuRwIfAD5TKaPKWa3z+BFgDlFu5wCiXA3s/H5acVhseYSd10St66Bil3NdwwZgxOpX3mwAflT1+fd19/9UY5/qz7CD6Fb8GaLfAgDhd3QYUe6x3u+lot5nHHeMWBrqXvfuvsPdv+juRwPvBs4Ffr/WPh0JjuE/yc3AJ2PrthJ9yIvDf+2PMz44fIOoMucEi7zdYhUHMV8DvlzZZlFB/5wGkvUzovKqT5rZ7mZ2PlF50i7MbIaZnW5mexKVYW0nynFUnGBm54eL83Lg34nKtqrtB7wEvGJmRwHxi/JO4BAzu9yiCoz9zOykjJ8xydeAqyxUNpjZAWZ2QYP7bgYOtVB5YGZ7WNQu7QB33xE+W61mUzcS3dp9NCwT3ufc8P1a7D2abn7VgFrncT+i7+15on/Yf5XD8f7MzPYO5/pjRL+ByrHSroM0m4EjU7Y9QPTPfqGZ7RMqI2YlvO5O4B1mdomZDYS/345XpCS42MyONrO9iYo/bgk59SXA75rZGSFHdgXR+ftpA7+Xiq3AmzU+1/dDej8SfqMXEt3a31kjvQCY2WlmdqxFbZxfIgrqNa+pTjYC/xJRoW7cHwJXEl2QxxCVEQDg7t8Dvkz0I3qZKFcykV1dB9xBdEv2MlFQOinhdeO4+2vA+URlHC8S/WhvS3n5nsBCov+YzxLlkj4f274s7F8pPD4/BItqf0KUQ3kZ+F/s/LEQclGziXJOzwLrgdOyfMYk7n470X/xm8It3aPAOQ3uvgJ4DHjWzJ4L6y4Bngzv9R+Bi2sc+36iO4apRGWfFdOB/wO8QvRP63+6+0oAM/uBxWqcM6p1Hr9DdMs2BvyS5H9uzfoRUXHBcuC/uXulcXPqdVDD1cDicDs8roY5BKsPEJX1PU1UrHNh9RuEa+xM4CKiXNmzRNfCnjWO+w9E5a3PElX0fDK81zqi7/q/E/0uPgB8IPyu6v1eKul5leg3fl/4XCdXbX+eKMd3BVGM+Cxwrrs/V/1eCQ4BbiEKjGuJvovra+1g44vYJCszu5qooDw1KEh/MbNp7GyxUK8csLQs6rBxvbun9mjpJT3RfVBEJG8KjiIiCVq+rTazGYwvGzmSqPHtd8L6aUTNHz7k7i9mSqWISJvlUuYYaoDGiAqzLwNecPeFoX3age7+ucwHERFpo7yC45lErepnWTRs0qnuvsnMphD1gKk5WshBBx3k06ZNy5wOEZG41atXP+fuk1rZN68RPi4i6jcKMNndNwGEAHlw0g5mNh+YDzAyMsKqVatySoqISMTMEnu5NSJzhUxoAHwe8L1m9nP3Re4+6u6jkya1FNhFRAqTR231OcAv3L3Sf3VzuJ0mPG7J4RgiIm2VR3D8MDtvqSHqcTAvLM8j6i0iItJVMgXH0L9yNuO72S0EZls0MOfs8FxEpKtkqpAJfSHfVrXueaCIEVRERNpGPWRERBJosp6Mlq4Z49q71/HMtu1MHRrkyrNmMHfmcP0dRaTUFBwzWLpmjKtue4TtO6Jh4ca2beeq2x4BUIAU6XK6rc7g2rvXvRUYK7bveINr7647t7qIlJyCYwbPbNve1HoR6R5dfVvd6fK+qUODjCUEwqlDg21Lg4gUo2tzjpXyvrFt23F2lvctXdPKHFOtufKsGQwOTBi3bnBgAleeVXOcDRHpAl0bHMtQ3jd35jDXnH8sw0OD0VymQ4Ncc/6xqowR6QFde1vdanlf3rfic2cOKxiK9KCuzTmmlevVKu8rw624iHSHrg2OrZT3leFWXES6Q9feVlduZZu5RVbTGxFpVNcGR2i+vE9Nb0SkUV17W90KNb0RkUZ1dc6xWa3ciotIf+qr4AhqeiMijemr22oRkUYpOIqIJFBwFBFJoOAoIpKg7ypkKjo93JmIlFtfBkdNbyAi9XRdcMwjx1erj7WCo4hAlwXHvHJ86mMtIvVkqpAxsyEzu8XMHjeztWZ2iplNNLN7zWx9eDwwr8TmNapOK8OdiUh/yVpbfR3wQ3c/CngXsBZYACx39+nA8vA8F3nl+NTHWkTqaTk4mtn+wHuBbwK4+2vuvg2YAywOL1sMzM2ayIq8cnya3kBE6slS5ngksBX4ezN7F7Aa+BQw2d03Abj7JjM7OGlnM5sPzAcYGRlp6IBXnjVjXJkjtJ7jUx9rEaklS3DcHTge+GN3v9/MrqOJW2h3XwQsAhgdHfVG9mnXqDpqAykiWYLjRmCju98fnt9CFBw3m9mUkGucAmzJmsi4onN8agMpIpChzNHdnwU2mFnlnvYM4JfAHcC8sG4esCxTCttM88yICGRv5/jHwA1mtgfwBPAxooC7xMwuBZ4GLsh4jLZSG0gRgYzB0d0fAkYTNp2R5X07SfPMiAhoVJ5dqA2kiECXdR9sB80zIyKg4JhIbSBFRMExR2ofKdI7FBxzovaRIr1FwTEnzYwRqRymSPkpOOak0faRymGKdAc15clJoyMGqQeOSHdQcMxJo+0j1QNHpDsoOOak0TEiNQq5SHdQmWOOGmkfmeeYlCJSHAXHNlMPHJHuoODYAeqBI1J+KnMUEUmg4CgikkDBUUQkgYKjiEgCBUcRkQQKjiIiCRQcRUQSKDiKiCRQI/ACadxGke6l4FiQIsdtVNAVKZ5uqwtS1LiNlaA7tm07zs6gu3TNWKb3FZHxlHMsSF7jNlbnEl997fWGp2MQkdZlCo5m9iTwMvAG8Lq7j5rZROBmYBrwJPAhd38xWzK7z9ShQcYSAmEz4zYm3Zqn0WC5IvnK47b6NHc/zt1Hw/MFwHJ3nw4sD8/7TqMjg9eSdGueRoPliuSriDLHOcDisLwYmFvAMUqv0ZHBa2k0N6jBckXyl7XM0YF7zMyBr7v7ImCyu28CcPdNZnZw0o5mNh+YDzAyMpIxGeWUddzGtFvzocEB9tlzd9VWixQoa3Cc5e7PhAB4r5k93uiOIZAuAhgdHfWM6ehJaVMqXH3eMQqGIgXLFBzd/ZnwuMXMbgdOBDab2ZSQa5wCbMkhnX1JUyqIdE7LwdHM9gF2c/eXw/KZwJeAO4B5wMLwuCyPhPYrTakg0hlZco6TgdvNrPI+N7r7D83sQWCJmV0KPA1ckD2ZIiLt1XJwdPcngHclrH8eOCNLokREOk3dB0VEEig4iogkUHAUEUmg4CgikkDBUUQkgYKjiEgCBUcRkQQKjiIiCRQcRUQSaJoEqUmTeUm/UnCUVEXOoChSdrqtllRpMyheseRhzXYoPU/BUVKlTdPwhrumg5Wep+AoqWpN2pXHHNwiZabgKKmSZlCM03Sw0ssUHCVVZQbFCdGAxrvQdLDSy1Rb3cPyaIZTeX3SRF+aDlZ6mYJjj8qzGY4m+pJ+pODYo9Ka4Vx797qWgpom+pJ+ozLHHpVWWaJKFJHGKOfYo6YODTKWEAirK1HUPVAkmXKOPSqpGU51JUqlXHJs23acneWSatwtouDYsyrNcIaHBjFgeGiQa84/dlyusFa5pEi/0211D6tXiaJySZF0yjn2sbRG3GrcLZJDcDSzCWa2xszuDM8nmtm9ZrY+PB6YPZlShEbKJUX6VR45x08Ba2PPFwDL3X06sDw8lxJqpFxSpF9lKnM0s0OB3wW+DHwmrJ4DnBqWFwMrgc9lOY4UR427RZJlrZD5KvBZYL/YusnuvgnA3TeZ2cFJO5rZfGA+wMjISMZkSIXaLYrko+XbajM7F9ji7qtb2d/dF7n7qLuPTpo0qdVkSIzaLYrkJ0vOcRZwnpm9H9gL2N/Mrgc2m9mUkGucAmzJI6FSX979qetRLlV6Wcs5R3e/yt0PdfdpwEXACne/GLgDmBdeNg9YljmV0pB2tltULlV6XRHtHBcCs81sPTA7PJc2aGe7RfWukV6XS3B095Xufm5Yft7dz3D36eHxhTyOIfW1s92ietdIr1MPmR7SznaL6l0jvU59q3tMu9otXnnWDE2dID1NwVFaoqkTpNeZu3c6DYyOjvqqVas6nQxpkZr0SFmZ2Wp3H21lX+UcJZM8J/ISKRNVyEgmatIjvUrBUTJRkx7pVQqOkoma9EivUnCUTDRgrvQqVchIJmrSI71KwVEyS2t4riY+0s0UHKUQauIj3U5ljlIINfGRbqecoxSi6CY+umWXoinnKIUosomPBtqVdlBwlEIU2cRHt+zSDrqtlkIU2cRHvXKkHRQcpTBFjS05dWiQsYRAqF45kifdVkupLF0zxqyFKzhiwV3MWrgisRxRvXKkHZRzlI6K1zoP7T3AK//2OjvejMYYTWsbqV450g4a7FY6prqheJrhoUHuW3B6m1IlvSTLYLe6rZaOSap1TqKKFukEBUfpmEaDnipapBMUHKVjGgl6qmiRTmk5OJrZXmb2gJk9bGaPmdkXw/qJZnavma0Pjwfml1zpJUm1zgMTjKHBgcLn3RapJ0tt9b8Dp7v7K2Y2APzEzH4AnA8sd/eFZrYAWAB8Loe0So9RrbOUWcvB0aNq7lfC04Hw58Ac4NSwfjGwEgVHSVFUQ3GRrDKVOZrZBDN7CNgC3Ovu9wOT3X0TQHg8OGXf+Wa2ysxWbd26NUsyRERyl6kRuLu/ARxnZkPA7Wb2zib2XQQsgqidY5Z0SP/QUGXSLrn0kHH3bWa2Ejgb2GxmU9x9k5lNIcpVirSklR40InnIUls9KeQYMbNB4H3A48AdwLzwsnnAsqyJlP70haWP8OmbH3pr3MYXX93xVmCs0FBlUpQsOccpwGIzm0AUZJe4+51m9jNgiZldCjwNXJBDOqXPLF0zxg0/f5pGylvUg0aKkKW2+p+AmQnrnwfOyJIokWvvXtdQYAT1oJFiqIeMlFKjuUH1oJGiKDhKKdXKDaoHjbSDxnOUUrryrBm7DGdmwEdPHuEv5x7buYRJ31BwlFJS10LpNAVHKS11LZROUnCUvqSeNlKPgqP0nerpGdTTRpKotlr6TtL0DOppI9UUHKXvpLWhVE8biVNwlL6T1oZSPW0kTsFR+k7S9AzqaSPVVCEjfUdtKKURCo7Sl9SGUurRbbWISAIFRxGRBAqOIiIJVOYopaOufVIGCo5SKuraJ2Wh4CilUqtrX5bgqNyoNEvBUUqliK59yo1KK1QhI6VSRNc+DTQhrVBwlFIpomufBpqQVig4SqnMnTnMNecfy/DQYG6TaGmgCWmFyhyldPLu2pc0WZcGmpB6FByl52mgCWmFuXtrO5odBnwHOAR4E1jk7teZ2UTgZmAa8CTwIXd/sdZ7jY6O+qpVq1pKh0iz1Kwnf2U9p2a22t1HW9k3S5nj68AV7v6bwMnAZWZ2NLAAWO7u04Hl4blIKVSa9Yxt246zs1nP0jVjnU5a1+rVc9pycHT3Te7+i7D8MrAWGAbmAIvDyxYDc7MmUiQvataTv7zP6dI1Y8xauIIjFtzFrIUrOhZkcylzNLNpwEzgfmCyu2+CKICa2cEp+8wH5gOMjIzkkQyRutSsJ3/1zmkzt9xlarCfuSmPme0L3Apc7u4vNbqfuy9y91F3H500aVLWZIg0RM168lfrnDZ7y12mnH2m4GhmA0SB8QZ3vy2s3mxmU8L2KcCWbEkUyY/mj8lfrXPabLArU86+5eBoZgZ8E1jr7n8T23QHMC8szwOWtZ48kXwV0ci831Wf06HBAfYa2I1P3/wQY00GuzLl7LOUOc4CLgEeMbOHwrrPAwuBJWZ2KfA0cEG2JIrkK6mReVmbonSLyjmtLjNMkxbsTjtqEjf8/GniDQw7lbNvOTi6+08AS9l8RqvvK9JuZaoE6HZJt9HV0oLd0jVj3Lp6bFxgNOCDJ3RmMjT1kJG+l1YudsWShwEFyGbUKhs0qJkrT/oeHPjHx7fmnMrGKDhK30v7Qb/hrhxkk6YODSaWMw4PDXLfgtNr7lumyhjQqDwiNQv71UC8OUk110ZUVFGvQXeZKmNAwVEk8QcdpwbijYvXXEMUGCtliPXaOJatmZWCo/S9yg96giXXL6qBeHPmzhzmvgWnMzw0SPWwNrVy4nNnDvPBE4bf+h4mmHWsMgZU5igC7CxTTBr38bSjJjFr4Qo182lSs2WIldrqN8JIYW+4c+u33/9aAAAJaElEQVTqMUYPn9iR862co0iQ1ED8gycMc+vqsZ4bcaYdmi1DLFPXQVDOUWSc6gbisxauKGSq2F6T1Ii+2RHYVVst0kXK9oMto7TBJYCmumqWrbZaOUeRGtLa7amSZqdat8P3LTi94Rx22eb6Uc5RpIayNS8po7xy12UbFEQ5R5EaNDlXbUvXjLGb2Vs1zHGt5K7znnkyCwVHkTrq/WDjlREHDA5gBtte3dHzgbRS1pgUGHshd63gKJJB9Yg+27bveGtbr4/ukzYCzwSznhgjU8FRJIN6Q3T1crOftDLFN91z/7ydGG9TFTIiGTRS6dCrzX7a1fSmU1O/KjiKZNBIIOjVZj+nHZU8MV7a+kYkTcvaqZ4zCo4iGdQb0acXKibSpA1C2+rgtGk5xGbnocmLgqNIBpW2eUODA7ts6+QQ/+2Qd++htBxip0ZLUnAUyWjuzGH22XPXus1ODvHfDnmXOdYakb0TDfEVHEVy0I99sPPuPZQWVCs9Zdrdc0ZNeURykNYH+4CE2+1ekXfvoVp9qzvRc0bBUSQHV541gyu/9zA73hzfW+TXr73O0jVjXV/umNbOMM+gVbaumuYJXX/abXR01FetWtXpZIhkMvNL9/Diqzt2Wd/IzHtlVt0LCKIcXTf0gjGz1e4+2sq+yjmK5GRbQmCEneWOnejlkYda7Qy7If2tylQhY2bfMrMtZvZobN1EM7vXzNaHxwOzJ1Ok/GrV3naql0ce+rGyCbLXVn8bOLtq3QJgubtPB5aH5yI9r1btbdnmR2lG2UbobpdMwdHdfwy8ULV6DrA4LC8G5mY5hki3qDVYa9lzX0nd9ir6dcDfIsocJ7v7JgB332RmBye9yMzmA/MBRkZGCkiGSPul1d6WebqF6gqX6qHWylaL3C4dq5Bx90XAIohqqzuVDpF2KNv8KHH1bvnjQfFvLzyu54NiRRHBcbOZTQm5xinAlgKOIdJVypz7Sru1r+Qg03KUva6I4HgHMA9YGB6XFXAMka5TpvlR4tJu+SeY9WUTnoqsTXm+C/wMmGFmG83sUqKgONvM1gOzw3MRKam0CpekuWGgPJVIRcuUc3T3D6dsOiPL+4pI+6Td8l9797rSViK1g3rIiEjqLX9ZK5HaQcFRpCTa2b2wkWOVuRKpHRQcRUqgXlvDTh2rrJVI7aDBbkVKoJ3dC7u5K2M7KTiKlEA7uxeWvStjWSg4ipRAO+eA3q1DE1Z1GwVHkRJIa2t42lGTUgeEaFalrDGp/eLAbtY3tdCNUoWMSAkk1QyfdtQkbl09llslTVJZ41uSM5N9TdMkiJTUrIUrUie0H65qVtNI05wjFtxFrV97t0/nkETTJIj0oFoVJPFcJNBQ05y0PtSNHK8fqcxRpKTqVZBUmt802jQnqVyzmeP1GwVHkZKqF8wgyiU22jSnMlL5gXvvOpd2P3ULbJRuq0U6qFZZYbySJu12eIIZhxywV8MDRFR6vHTrTIjtpAoZkQ5pZj7oaQvuSn2fr154XNfOK120LBUyuq0W6ZBmuvENp5QHDg8N1pzYS1qn22qRDmmmG1+9OWj6eYCIoijnKNIhzXQZVO6w/ZRzFOmQZmckVO6wvRQcRTqk6MFkVSOdjYKjSAcVlRts5+C5vUpljiI9SAPaZqfgKNKDNKBtdgqOIj2oXYPn9jIFR5EelDZ4rvpPN66wChkzOxu4DpgAfMPdFxZ1LJF+omlV26OQ4GhmE4D/AcwGNgIPmtkd7v7LIo4n0i80rWr7FHVbfSLwK3d/wt1fA24C5hR0LJG+oVro9ikqOA4DG2LPN4Z1bzGz+Wa2ysxWbd26taBkiPQW1UK3T1HBMWm6nnFjo7n7IncfdffRSZMmFZQMkd6iWuj2KSo4bgQOiz0/FHimoGOJ9A3VQrdPUbXVDwLTzewIYAy4CPhIQccS6RuqhW6fQoKju79uZv8FuJuoKc+33P2xIo4l0m9UC90ehbVzdPfvA98v6v1FRIqkHjIiIgkUHEV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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,1, figsize=(5,10))\n", "for particle_id in range(tracks['particle'].max()):\n", " ax[0].plot(clean_tracks[clean_tracks.particle==particle_id].y,\n", " clean_tracks[clean_tracks.particle==particle_id].x,'o-')\n", "ax[0].set_title('2D nuclei positions over time')\n", "ax[1].plot(mean_pos, max_dist,'o')\n", "ax[1].set_title('Nuclei displacements vs. mean particle positions');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And yes, we managed to clearly show that there is a gradient of displacement along the horizonal axis. So in summary we went from image import, to image segmentation, data extraction, and data analysis all in one notebook!" ] } ], "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": "3.7.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }