RHEED Metrics with Details

%load_ext autoreload
%autoreload 2
%matplotlib inline

import sys
sys.path.append('../../src/')

import os
import re
import numpy as np
import matplotlib.pyplot as plt

from m3_learning.nn.random import random_seed
from m3_learning.viz.style import set_style
from m3_learning.util.file_IO import download_and_unzip
from m3_learning.viz.printing import printer
from m3_learning.RHEED.Dataset import RHEED_spot_Dataset, RHEED_parameter_dataset
from m3_learning.RHEED.Viz import Viz
from m3_learning.RHEED.Fit import RHEED_image_processer, Gaussian

printing_image = printer(basepath = 'Figures/1.Fit_RHEED_spot/')
printing_plot = printer(basepath = 'Figures/1.Fit_RHEED_spot/', fileformats=['png'])

set_style("printing")
random_seed(seed=42)

2023-06-08 13:23:54.463004: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.

2023-06-08 13:23:55.017473: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /home/ferroelectric/micromamba/envs/m3-RHEED/lib/python3.10/site-packages/cv2/../../lib64:/home/ferroelectric/micromamba/envs/m3-RHEED/lib/python3.10/site-packages/cv2/../../lib64:
2023-06-08 13:23:55.017533: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /home/ferroelectric/micromamba/envs/m3-RHEED/lib/python3.10/site-packages/cv2/../../lib64:/home/ferroelectric/micromamba/envs/m3-RHEED/lib/python3.10/site-packages/cv2/../../lib64:
2023-06-08 13:23:55.017537: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.

printing set for seaborn
Pytorch seed was set to 42
Numpy seed was set to 42
tensorflow seed was set to 42

1. Download datasets from Zenodo

# Download the data file from Zenodo
download=False
if download:
    # full size version
    urls = ['https://zenodo.org/record/7950043/files/STO_STO_test6_06292022-standard.h5?download=1',
            'https://zenodo.org/record/7950043/files/STO_STO_test7_06292022-standard.h5?download=1',
            'https://zenodo.org/record/7950043/files/STO_STO_test9_07142022-standard.h5?download=1',
            'https://zenodo.org/record/7950043/files/test6_gaussian_fit_parameters_all-04232023.h5?download=1',
            'https://zenodo.org/record/7950043/files/test7_gaussian_fit_parameters_all-04232023.h5?download=1',
            'https://zenodo.org/record/7950043/files/test9_gaussian_fit_parameters_all-04232023.h5?download=1']

    # compressed version
    urls_compressed = ['https://zenodo.org/record/7948591/files/STO_STO_test6_06292022-standard-compressed.h5?download=1',
                        'https://zenodo.org/record/7948591/files/STO_STO_test7_06292022-standard-compressed.h5?download=1',
                        'https://zenodo.org/record/7948591/files/STO_STO_test9_07142022-standard-compressed.h5?download=1',
                        'https://zenodo.org/record/7948591/files/test6_gaussian_fit_parameters_all-04232023-compressed.h5?download=1',
                        'https://zenodo.org/record/7948591/files/test7_gaussian_fit_parameters_all-04232023-compressed.h5?download=1',
                        'https://zenodo.org/record/7948591/files/test9_gaussian_fit_parameters_all-04232023-compressed.h5?download=1']   

    for url in urls:
        # Specify the filename and the path to save the file
        filename = re.split(r'\?', os.path.basename(url))[0]
        save_path = './../2023_RHEED_PLD_SrTiO3/Datasets/'

        # download the file
        download_and_unzip(filename, url, save_path)

2. Fitting the RHEED Dataset

2.1 Sample treated_213nm

2.1.1 Loading the Dataset

path = './Datasets/STO_STO_test6_06292022-standard.h5'
D1_spot = RHEED_spot_Dataset(path, sample_name='treated_213nm')
D1_spot.data_info

Growth: background_with_heater, Size of data: f(2251, 300, 300)
Growth: background_without_heater, Size of data: f(2942, 300, 300)
Growth: growth_1, Size of data: f(13189, 300, 300)
Growth: growth_10, Size of data: f(12336, 300, 300)
Growth: growth_11, Size of data: f(12799, 300, 300)
Growth: growth_12, Size of data: f(12563, 300, 300)
Growth: growth_2, Size of data: f(12858, 300, 300)
Growth: growth_3, Size of data: f(11392, 300, 300)
Growth: growth_4, Size of data: f(13067, 300, 300)
Growth: growth_5, Size of data: f(12619, 300, 300)
Growth: growth_6, Size of data: f(12610, 300, 300)
Growth: growth_7, Size of data: f(12431, 300, 300)
Growth: growth_8, Size of data: f(12553, 300, 300)
Growth: growth_9, Size of data: f(12568, 300, 300)

2.1.2 Locate the diffraction spots

D1_spot.viz_RHEED_spot(growth='growth_2', index=0, figsize=(2,4), filename=True, printing=printing_image)

Figures/1.Fit_RHEED_spot/RHEED_treated_213nm_growth_2_0.png

Figures/1.Fit_RHEED_spot/RHEED_treated_213nm_growth_2_0.svg

Fig. a: RHEED spot image for growth_2 at index 0.

2.1.3 Visualize an example

crop_dict = {'spot_1': [40, 80, 100, 160], 
             'spot_2': [137, 166, 147, 195], 
             'spot_3': [230, 262, 115, 180]}

fit_function = Gaussian().recreate_gaussian
processor = RHEED_image_processer(D1_spot, crop_dict, fit_function)
img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_1', frame=0)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 0.
The Gaussian fitted parameters are: img_sum=48241.00, img_max=31.00, img_mean=20.10,
img_rec_sum=48030.96, img_rec_max=22.65, img_rec_mean=20.01,
height=22.65, x=22.31, y=26.81, width_x=30.30, width_y_max=57.73.

img, img_rec, parameters = processor.visualize(growth='growth_12', spot='spot_1', frame=0)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_12 at index 0.
The Gaussian fitted parameters are: img_sum=45531.00, img_max=23.00, img_mean=18.97,
img_rec_sum=45440.48, img_rec_max=19.94, img_rec_mean=18.93,
height=19.94, x=20.29, y=34.92, width_x=42.13, width_y_max=114.21.

img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_2', frame=0)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 0.
The Gaussian fitted parameters are: img_sum=120241.00, img_max=255.00, img_mean=86.38,
img_rec_sum=105894.35, img_rec_max=260.62, img_rec_mean=76.07,
height=260.95, x=17.81, y=19.75, width_x=7.32, width_y_max=10.65.

img, img_rec, parameters = processor.visualize(growth='growth_12', spot='spot_2', frame=0)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_12 at index 0.
The Gaussian fitted parameters are: img_sum=87657.00, img_max=183.00, img_mean=62.97,
img_rec_sum=82424.84, img_rec_max=139.73, img_rec_mean=59.21,
height=139.78, x=14.58, y=31.86, width_x=8.56, width_y_max=14.55.

img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_3', frame=0)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 0.
The Gaussian fitted parameters are: img_sum=47740.00, img_max=36.00, img_mean=22.95,
img_rec_sum=47200.00, img_rec_max=27.82, img_rec_mean=22.69,
height=27.83, x=14.75, y=19.52, width_x=21.56, width_y_max=47.67.

img, img_rec, parameters = processor.visualize(growth='growth_12', spot='spot_3', frame=0)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_12 at index 0.
The Gaussian fitted parameters are: img_sum=49480.00, img_max=34.00, img_mean=23.79,
img_rec_sum=49086.48, img_rec_max=27.89, img_rec_mean=23.60,
height=27.90, x=13.87, y=44.06, width_x=20.56, width_y_max=62.86.

2.1.4 Exam the dataset

path = './Datasets/test6_gaussian_fit_parameters_all-04232023.h5'
D1_para = RHEED_parameter_dataset(path, camera_freq=500, sample_name='treated_213nm')
# D1_para.data_info   

D1_para.viz_RHEED_parameter(growth='growth_2', spot='spot_2', index=10000, filename = True, printing=printing_image)

Figures/1.Fit_RHEED_spot/RHEED_treated_213nm_growth_2_spot_2_10000_img,img_rec,differerce.png
Figures/1.Fit_RHEED_spot/RHEED_treated_213nm_growth_2_spot_2_10000_img,img_rec,differerce.svg

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_2 at index 10000.
img_sum=61247.00, img_max=87.00, img_mean=44.00
img_rec_sum=59368.68, img_rec_max=72.97, img_rec_mean=42.65
height=72.98, x=15.40, y=20.73, width_x=10.33, width_y_max=20.36

growth_list = ['growth_1', 'growth_2', 'growth_3', 'growth_4', 'growth_5', 'growth_6', 
               'growth_7', 'growth_8', 'growth_9', 'growth_10', 'growth_11', 'growth_12']
D1_para.viz_RHEED_parameter_trend(growth_list, spot='spot_2', head_tail=(100,300), filename=True, printing=printing_plot)

Figures/1.Fit_RHEED_spot/RHEED_treated_213nm_spot_2_metrics.png

/home/ferroelectric/micromamba/envs/m3-RHEED/lib/python3.10/site-packages/m3_learning/RHEED/Dataset.py:414: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(['' for tick in ax.get_xticks()])

Gaussian fitted parameters in time: Fig. a: sum of original image, b: sum of reconstructed image, c: spot center in spot x coordinate, d: spot center in y coordinate, e: spot width in x coordinate, f: spot width in y coordinate.

2.2 Sample treated_81nm

2.2.1 Loading the Dataset

path = './Datasets/STO_STO_test7_06292022-standard.h5'
D2_spot = RHEED_spot_Dataset(path, sample_name='treated_81nm')
D2_spot.data_info

Growth: background_with_heater, Size of data: f(2651, 300, 600)
Growth: background_without_heater, Size of data: f(2652, 300, 600)
Growth: growth_1, Size of data: f(8603, 300, 600)
Growth: growth_10, Size of data: f(9439, 300, 600)
Growth: growth_11, Size of data: f(12155, 300, 600)
Growth: growth_12, Size of data: f(10736, 300, 600)
Growth: growth_2, Size of data: f(10612, 300, 600)
Growth: growth_3, Size of data: f(11648, 300, 600)
Growth: growth_4, Size of data: f(12152, 300, 600)
Growth: growth_5, Size of data: f(12317, 300, 600)
Growth: growth_6, Size of data: f(12453, 300, 600)
Growth: growth_7, Size of data: f(9482, 300, 600)
Growth: growth_8, Size of data: f(9490, 300, 600)
Growth: growth_9, Size of data: f(9704, 300, 600)

2.2.2 Locate the diffraction spots

D2_spot.viz_RHEED_spot(growth='growth_2', index=10, figsize=(2,3), filename=True, printing=printing_image)

Figures/1.Fit_RHEED_spot/RHEED_treated_81nm_growth_2_10.png

Figures/1.Fit_RHEED_spot/RHEED_treated_81nm_growth_2_10.svg

Fig. a: RHEED spot image for growth_2 at index 10.

2.2.3 Visualize an example

crop_dict = {'spot_1': [50, 80, 340, 450], 'spot_2': [143, 165, 415, 455], 'spot_3': [220, 260, 340, 450]}
fit_function = Gaussian().recreate_gaussian
processor = RHEED_image_processer(D2_spot, crop_dict, fit_function)
img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_1', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 1000.
The Gaussian fitted parameters are: img_sum=65540.00, img_max=26.00, img_mean=19.86,
img_rec_sum=65251.70, img_rec_max=21.53, img_rec_mean=19.77,
height=21.53, x=14.19, y=51.74, width_x=27.23, width_y_max=127.01.

img, img_rec, parameters = processor.visualize(growth='growth_12', spot='spot_1', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_12 at index 1000.
The Gaussian fitted parameters are: img_sum=62861.00, img_max=26.00, img_mean=19.05,
img_rec_sum=62570.65, img_rec_max=20.62, img_rec_mean=18.96,
height=20.62, x=13.23, y=45.64, width_x=29.37, width_y_max=122.00.

img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_2', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 1000.
The Gaussian fitted parameters are: img_sum=52423.00, img_max=94.00, img_mean=59.57,
img_rec_sum=51037.70, img_rec_max=89.54, img_rec_mean=58.00,
height=89.60, x=11.21, y=19.78, width_x=9.67, width_y_max=17.10.

img, img_rec, parameters = processor.visualize(growth='growth_12', spot='spot_2', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_12 at index 1000.
The Gaussian fitted parameters are: img_sum=38092.00, img_max=63.00, img_mean=43.29,
img_rec_sum=37432.69, img_rec_max=58.39, img_rec_mean=42.54,
height=58.39, x=11.58, y=22.47, width_x=10.38, width_y_max=23.31.

img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_3', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 1000.
The Gaussian fitted parameters are: img_sum=87305.00, img_max=27.00, img_mean=19.84,
img_rec_sum=87167.35, img_rec_max=21.47, img_rec_mean=19.81,
height=21.47, x=24.11, y=49.98, width_x=39.04, width_y_max=130.77.

img, img_rec, parameters = processor.visualize(growth='growth_12', spot='spot_3', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_12 at index 1000.
The Gaussian fitted parameters are: img_sum=88520.00, img_max=28.00, img_mean=20.12,
img_rec_sum=88317.24, img_rec_max=22.32, img_rec_mean=20.07,
height=22.32, x=23.81, y=49.66, width_x=33.31, width_y_max=115.16.

2.2.4 Exam the dataset

path = './Datasets/test7_gaussian_fit_parameters_all-04232023.h5'
D2_para = RHEED_parameter_dataset(path, camera_freq=500, sample_name='treated_81nm')
# D2_para.data_info

D2_para.viz_RHEED_parameter(growth='growth_2', spot='spot_2', index=10000, filename=True, printing=printing_image)

Figures/1.Fit_RHEED_spot/RHEED_treated_81nm_growth_2_spot_2_10000_img,img_rec,differerce.png
Figures/1.Fit_RHEED_spot/RHEED_treated_81nm_growth_2_spot_2_10000_img,img_rec,differerce.svg

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_2 at index 10000.
img_sum=35031.00, img_max=58.00, img_mean=39.81
img_rec_sum=34451.97, img_rec_max=52.63, img_rec_mean=39.15
height=52.64, x=11.50, y=22.16, width_x=11.22, width_y_max=22.80

growth_list = ['growth_1', 'growth_2', 'growth_3', 'growth_4', 'growth_5', 'growth_6', 'growth_7', 'growth_8', 'growth_9', 'growth_10', 'growth_11', 'growth_12']
D2_para.viz_RHEED_parameter_trend(growth_list, spot='spot_2', filename=True, printing=printing_plot)

Figures/1.Fit_RHEED_spot/RHEED_treated_81nm_spot_2_metrics.png

Gaussian fitted parameters in time: Fig. a: sum of original image, b: sum of reconstructed image, c: spot center in spot x coordinate, d: spot center in y coordinate, e: spot width in x coordinate, f: spot width in y coordinate.

2.3 Sample untreated_162nm

2.3.1 Loading the Dataset

path = './Datasets/STO_STO_test9_07142022-standard.h5'
D3_spot = RHEED_spot_Dataset(path, sample_name='untreated_162nm')
# D3_spot.data_info

2.3.2 Locate the diffraction spots

D3_spot.viz_RHEED_spot(growth='growth_2', index=0, figsize=(2,4),  filename=True, printing=printing_image)

Figures/1.Fit_RHEED_spot/RHEED_untreated_162nm_growth_2_0.png

Figures/1.Fit_RHEED_spot/RHEED_untreated_162nm_growth_2_0.svg

Fig. a: RHEED spot image for growth_2 at index 0.

2.3.3 Visualize an example

# sets where to crop the image to extact the peaks
crop_dict = {'spot_1': [50, 72, 100, 150], 'spot_2': [143, 162, 150, 190], 'spot_3': [218, 262, 100, 165]}
fit_function = Gaussian().recreate_gaussian
processor = RHEED_image_processer(D3_spot, crop_dict, fit_function)

img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_1', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 1000.
The Gaussian fitted parameters are: img_sum=23046.00, img_max=33.00, img_mean=20.95,
img_rec_sum=22881.26, img_rec_max=24.39, img_rec_mean=20.80,
height=24.39, x=12.31, y=26.93, width_x=16.87, width_y_max=36.30.

img, img_rec, parameters = processor.visualize(growth='growth_18', spot='spot_1', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_18 at index 1000.
The Gaussian fitted parameters are: img_sum=22782.00, img_max=30.00, img_mean=20.71,
img_rec_sum=22540.11, img_rec_max=23.95, img_rec_mean=20.49,
height=23.95, x=10.74, y=23.69, width_x=15.40, width_y_max=40.17.

img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_2', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 1000.
The Gaussian fitted parameters are: img_sum=58629.00, img_max=172.00, img_mean=77.14,
img_rec_sum=56051.32, img_rec_max=152.96, img_rec_mean=73.75,
height=153.25, x=11.26, y=18.91, width_x=7.66, width_y_max=11.11.

img, img_rec, parameters = processor.visualize(growth='growth_18', spot='spot_2', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_18 at index 1000.
The Gaussian fitted parameters are: img_sum=35114.00, img_max=92.00, img_mean=46.20,
img_rec_sum=33973.47, img_rec_max=75.65, img_rec_mean=44.70,
height=75.75, x=10.23, y=20.99, width_x=7.94, width_y_max=14.74.

img, img_rec, parameters = processor.visualize(growth='growth_1', spot='spot_3', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_1 at index 1000.
The Gaussian fitted parameters are: img_sum=56802.00, img_max=29.00, img_mean=19.86,
img_rec_sum=56669.50, img_rec_max=21.97, img_rec_mean=19.81,
height=21.97, x=26.85, y=31.92, width_x=40.82, width_y_max=61.30.

img, img_rec, parameters = processor.visualize(growth='growth_18', spot='spot_3', frame=1000)

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_18 at index 1000.
The Gaussian fitted parameters are: img_sum=57391.00, img_max=32.00, img_mean=20.07,
img_rec_sum=57205.76, img_rec_max=23.31, img_rec_mean=20.00,
height=23.31, x=26.83, y=34.85, width_x=31.40, width_y_max=54.38.

2.3.4 Examine the dataset

path = './Datasets/test9_gaussian_fit_parameters_all-04232023.h5'
D3_para = RHEED_parameter_dataset(path, camera_freq=500, sample_name='untreated_162nm')
D3_para.data_info

Growth: background_with_heater:
--spot: spot_1:
----height:, Size of data: (2023,)
----height:, Size of data: (2023,)
----img_max:, Size of data: (2023,)
----img_max:, Size of data: (2023,)
----img_mean:, Size of data: (2023,)
----img_mean:, Size of data: (2023,)
----img_rec_max:, Size of data: (2023,)
----img_rec_max:, Size of data: (2023,)
----img_rec_mean:, Size of data: (2023,)
----img_rec_mean:, Size of data: (2023,)
----img_rec_sum:, Size of data: (2023,)
----img_rec_sum:, Size of data: (2023,)
----img_sum:, Size of data: (2023,)
----img_sum:, Size of data: (2023,)
----raw_image:, Size of data: (2023, 22, 50)
----raw_image:, Size of data: (2023, 22, 50)
----reconstructed_image:, Size of data: (2023, 22, 50)
----reconstructed_image:, Size of data: (2023, 22, 50)
----width_x:, Size of data: (2023,)
----width_x:, Size of data: (2023,)
----width_y:, Size of data: (2023,)
----width_y:, Size of data: (2023,)
----x:, Size of data: (2023,)
----x:, Size of data: (2023,)
----y:, Size of data: (2023,)
----y:, Size of data: (2023,)
--spot: spot_2:
----height:, Size of data: (2023,)
----height:, Size of data: (2023,)
----img_max:, Size of data: (2023,)
----img_max:, Size of data: (2023,)
----img_mean:, Size of data: (2023,)
----img_mean:, Size of data: (2023,)
----img_rec_max:, Size of data: (2023,)
----img_rec_max:, Size of data: (2023,)
----img_rec_mean:, Size of data: (2023,)
----img_rec_mean:, Size of data: (2023,)
----img_rec_sum:, Size of data: (2023,)
----img_rec_sum:, Size of data: (2023,)
----img_sum:, Size of data: (2023,)
----img_sum:, Size of data: (2023,)
----raw_image:, Size of data: (2023, 19, 40)
----raw_image:, Size of data: (2023, 19, 40)
----reconstructed_image:, Size of data: (2023, 19, 40)
----reconstructed_image:, Size of data: (2023, 19, 40)
----width_x:, Size of data: (2023,)
----width_x:, Size of data: (2023,)
----width_y:, Size of data: (2023,)
----width_y:, Size of data: (2023,)
----x:, Size of data: (2023,)
----x:, Size of data: (2023,)
----y:, Size of data: (2023,)
----y:, Size of data: (2023,)
--spot: spot_3:
----height:, Size of data: (2023,)
----height:, Size of data: (2023,)
----img_max:, Size of data: (2023,)
----img_max:, Size of data: (2023,)
----img_mean:, Size of data: (2023,)
----img_mean:, Size of data: (2023,)
----img_rec_max:, Size of data: (2023,)
----img_rec_max:, Size of data: (2023,)
----img_rec_mean:, Size of data: (2023,)
----img_rec_mean:, Size of data: (2023,)
----img_rec_sum:, Size of data: (2023,)
----img_rec_sum:, Size of data: (2023,)
----img_sum:, Size of data: (2023,)
----img_sum:, Size of data: (2023,)
----raw_image:, Size of data: (2023, 44, 65)
----raw_image:, Size of data: (2023, 44, 65)
----reconstructed_image:, Size of data: (2023, 44, 65)
----reconstructed_image:, Size of data: (2023, 44, 65)
----width_x:, Size of data: (2023,)
----width_x:, Size of data: (2023,)
----width_y:, Size of data: (2023,)
----width_y:, Size of data: (2023,)
----x:, Size of data: (2023,)
----x:, Size of data: (2023,)
----y:, Size of data: (2023,)
----y:, Size of data: (2023,)
Growth: background_without_heater:
--spot: spot_1:
----height:, Size of data: (3060,)
----height:, Size of data: (3060,)
----img_max:, Size of data: (3060,)
----img_max:, Size of data: (3060,)
----img_mean:, Size of data: (3060,)
----img_mean:, Size of data: (3060,)
----img_rec_max:, Size of data: (3060,)
----img_rec_max:, Size of data: (3060,)
----img_rec_mean:, Size of data: (3060,)
----img_rec_mean:, Size of data: (3060,)
----img_rec_sum:, Size of data: (3060,)
----img_rec_sum:, Size of data: (3060,)
----img_sum:, Size of data: (3060,)
----img_sum:, Size of data: (3060,)
----raw_image:, Size of data: (3060, 22, 50)
----raw_image:, Size of data: (3060, 22, 50)
----reconstructed_image:, Size of data: (3060, 22, 50)
----reconstructed_image:, Size of data: (3060, 22, 50)
----width_x:, Size of data: (3060,)
----width_x:, Size of data: (3060,)
----width_y:, Size of data: (3060,)
----width_y:, Size of data: (3060,)
----x:, Size of data: (3060,)
----x:, Size of data: (3060,)
----y:, Size of data: (3060,)
----y:, Size of data: (3060,)
--spot: spot_2:
----height:, Size of data: (3060,)
----height:, Size of data: (3060,)
----img_max:, Size of data: (3060,)
----img_max:, Size of data: (3060,)
----img_mean:, Size of data: (3060,)
----img_mean:, Size of data: (3060,)
----img_rec_max:, Size of data: (3060,)
----img_rec_max:, Size of data: (3060,)
----img_rec_mean:, Size of data: (3060,)
----img_rec_mean:, Size of data: (3060,)
----img_rec_sum:, Size of data: (3060,)
----img_rec_sum:, Size of data: (3060,)
----img_sum:, Size of data: (3060,)
----img_sum:, Size of data: (3060,)
----raw_image:, Size of data: (3060, 19, 40)
----raw_image:, Size of data: (3060, 19, 40)
----reconstructed_image:, Size of data: (3060, 19, 40)
----reconstructed_image:, Size of data: (3060, 19, 40)
----width_x:, Size of data: (3060,)
----width_x:, Size of data: (3060,)
----width_y:, Size of data: (3060,)
----width_y:, Size of data: (3060,)
----x:, Size of data: (3060,)
----x:, Size of data: (3060,)
----y:, Size of data: (3060,)
----y:, Size of data: (3060,)
--spot: spot_3:
----height:, Size of data: (3060,)
----height:, Size of data: (3060,)
----img_max:, Size of data: (3060,)
----img_max:, Size of data: (3060,)
----img_mean:, Size of data: (3060,)
----img_mean:, Size of data: (3060,)
----img_rec_max:, Size of data: (3060,)
----img_rec_max:, Size of data: (3060,)
----img_rec_mean:, Size of data: (3060,)
----img_rec_mean:, Size of data: (3060,)
----img_rec_sum:, Size of data: (3060,)
----img_rec_sum:, Size of data: (3060,)
----img_sum:, Size of data: (3060,)
----img_sum:, Size of data: (3060,)
----raw_image:, Size of data: (3060, 44, 65)
----raw_image:, Size of data: (3060, 44, 65)
----reconstructed_image:, Size of data: (3060, 44, 65)
----reconstructed_image:, Size of data: (3060, 44, 65)
----width_x:, Size of data: (3060,)
----width_x:, Size of data: (3060,)
----width_y:, Size of data: (3060,)
----width_y:, Size of data: (3060,)
----x:, Size of data: (3060,)
----x:, Size of data: (3060,)
----y:, Size of data: (3060,)
----y:, Size of data: (3060,)
Growth: growth_1:
--spot: spot_1:
----height:, Size of data: (13510,)
----height:, Size of data: (13510,)
----img_max:, Size of data: (13510,)
----img_max:, Size of data: (13510,)
----img_mean:, Size of data: (13510,)
----img_mean:, Size of data: (13510,)
----img_rec_max:, Size of data: (13510,)
----img_rec_max:, Size of data: (13510,)
----img_rec_mean:, Size of data: (13510,)
----img_rec_mean:, Size of data: (13510,)
----img_rec_sum:, Size of data: (13510,)
----img_rec_sum:, Size of data: (13510,)
----img_sum:, Size of data: (13510,)
----img_sum:, Size of data: (13510,)
----raw_image:, Size of data: (13510, 22, 50)
----raw_image:, Size of data: (13510, 22, 50)
----reconstructed_image:, Size of data: (13510, 22, 50)
----reconstructed_image:, Size of data: (13510, 22, 50)
----width_x:, Size of data: (13510,)
----width_x:, Size of data: (13510,)
----width_y:, Size of data: (13510,)
----width_y:, Size of data: (13510,)
----x:, Size of data: (13510,)
----x:, Size of data: (13510,)
----y:, Size of data: (13510,)
----y:, Size of data: (13510,)
--spot: spot_2:
----height:, Size of data: (13510,)
----height:, Size of data: (13510,)
----img_max:, Size of data: (13510,)
----img_max:, Size of data: (13510,)
----img_mean:, Size of data: (13510,)
----img_mean:, Size of data: (13510,)
----img_rec_max:, Size of data: (13510,)
----img_rec_max:, Size of data: (13510,)
----img_rec_mean:, Size of data: (13510,)
----img_rec_mean:, Size of data: (13510,)
----img_rec_sum:, Size of data: (13510,)
----img_rec_sum:, Size of data: (13510,)
----img_sum:, Size of data: (13510,)
----img_sum:, Size of data: (13510,)
----raw_image:, Size of data: (13510, 19, 40)
----raw_image:, Size of data: (13510, 19, 40)
----reconstructed_image:, Size of data: (13510, 19, 40)
----reconstructed_image:, Size of data: (13510, 19, 40)
----width_x:, Size of data: (13510,)
----width_x:, Size of data: (13510,)
----width_y:, Size of data: (13510,)
----width_y:, Size of data: (13510,)
----x:, Size of data: (13510,)
----x:, Size of data: (13510,)
----y:, Size of data: (13510,)
----y:, Size of data: (13510,)
--spot: spot_3:
----height:, Size of data: (13510,)
----height:, Size of data: (13510,)
----img_max:, Size of data: (13510,)
----img_max:, Size of data: (13510,)
----img_mean:, Size of data: (13510,)
----img_mean:, Size of data: (13510,)
----img_rec_max:, Size of data: (13510,)
----img_rec_max:, Size of data: (13510,)
----img_rec_mean:, Size of data: (13510,)
----img_rec_mean:, Size of data: (13510,)
----img_rec_sum:, Size of data: (13510,)
----img_rec_sum:, Size of data: (13510,)
----img_sum:, Size of data: (13510,)
----img_sum:, Size of data: (13510,)
----raw_image:, Size of data: (13510, 44, 65)
----raw_image:, Size of data: (13510, 44, 65)
----reconstructed_image:, Size of data: (13510, 44, 65)
----reconstructed_image:, Size of data: (13510, 44, 65)
----width_x:, Size of data: (13510,)
----width_x:, Size of data: (13510,)
----width_y:, Size of data: (13510,)
----width_y:, Size of data: (13510,)
----x:, Size of data: (13510,)
----x:, Size of data: (13510,)
----y:, Size of data: (13510,)
----y:, Size of data: (13510,)
Growth: growth_10:
--spot: spot_1:
----height:, Size of data: (12488,)
----height:, Size of data: (12488,)
----img_max:, Size of data: (12488,)
----img_max:, Size of data: (12488,)
----img_mean:, Size of data: (12488,)
----img_mean:, Size of data: (12488,)
----img_rec_max:, Size of data: (12488,)
----img_rec_max:, Size of data: (12488,)
----img_rec_mean:, Size of data: (12488,)
----img_rec_mean:, Size of data: (12488,)
----img_rec_sum:, Size of data: (12488,)
----img_rec_sum:, Size of data: (12488,)
----img_sum:, Size of data: (12488,)
----img_sum:, Size of data: (12488,)
----raw_image:, Size of data: (12488, 22, 50)
----raw_image:, Size of data: (12488, 22, 50)
----reconstructed_image:, Size of data: (12488, 22, 50)
----reconstructed_image:, Size of data: (12488, 22, 50)
----width_x:, Size of data: (12488,)
----width_x:, Size of data: (12488,)
----width_y:, Size of data: (12488,)
----width_y:, Size of data: (12488,)
----x:, Size of data: (12488,)
----x:, Size of data: (12488,)
----y:, Size of data: (12488,)
----y:, Size of data: (12488,)
--spot: spot_2:
----height:, Size of data: (12488,)
----height:, Size of data: (12488,)
----img_max:, Size of data: (12488,)
----img_max:, Size of data: (12488,)
----img_mean:, Size of data: (12488,)
----img_mean:, Size of data: (12488,)
----img_rec_max:, Size of data: (12488,)
----img_rec_max:, Size of data: (12488,)
----img_rec_mean:, Size of data: (12488,)
----img_rec_mean:, Size of data: (12488,)
----img_rec_sum:, Size of data: (12488,)
----img_rec_sum:, Size of data: (12488,)
----img_sum:, Size of data: (12488,)
----img_sum:, Size of data: (12488,)
----raw_image:, Size of data: (12488, 19, 40)
----raw_image:, Size of data: (12488, 19, 40)
----reconstructed_image:, Size of data: (12488, 19, 40)
----reconstructed_image:, Size of data: (12488, 19, 40)
----width_x:, Size of data: (12488,)
----width_x:, Size of data: (12488,)
----width_y:, Size of data: (12488,)
----width_y:, Size of data: (12488,)
----x:, Size of data: (12488,)
----x:, Size of data: (12488,)
----y:, Size of data: (12488,)
----y:, Size of data: (12488,)
--spot: spot_3:
----height:, Size of data: (12488,)
----height:, Size of data: (12488,)
----img_max:, Size of data: (12488,)
----img_max:, Size of data: (12488,)
----img_mean:, Size of data: (12488,)
----img_mean:, Size of data: (12488,)
----img_rec_max:, Size of data: (12488,)
----img_rec_max:, Size of data: (12488,)
----img_rec_mean:, Size of data: (12488,)
----img_rec_mean:, Size of data: (12488,)
----img_rec_sum:, Size of data: (12488,)
----img_rec_sum:, Size of data: (12488,)
----img_sum:, Size of data: (12488,)
----img_sum:, Size of data: (12488,)
----raw_image:, Size of data: (12488, 44, 65)
----raw_image:, Size of data: (12488, 44, 65)
----reconstructed_image:, Size of data: (12488, 44, 65)
----reconstructed_image:, Size of data: (12488, 44, 65)
----width_x:, Size of data: (12488,)
----width_x:, Size of data: (12488,)
----width_y:, Size of data: (12488,)
----width_y:, Size of data: (12488,)
----x:, Size of data: (12488,)
----x:, Size of data: (12488,)
----y:, Size of data: (12488,)
----y:, Size of data: (12488,)
Growth: growth_11:
--spot: spot_1:
----height:, Size of data: (12221,)
----height:, Size of data: (12221,)
----img_max:, Size of data: (12221,)
----img_max:, Size of data: (12221,)
----img_mean:, Size of data: (12221,)
----img_mean:, Size of data: (12221,)
----img_rec_max:, Size of data: (12221,)
----img_rec_max:, Size of data: (12221,)
----img_rec_mean:, Size of data: (12221,)
----img_rec_mean:, Size of data: (12221,)
----img_rec_sum:, Size of data: (12221,)
----img_rec_sum:, Size of data: (12221,)
----img_sum:, Size of data: (12221,)
----img_sum:, Size of data: (12221,)
----raw_image:, Size of data: (12221, 22, 50)
----raw_image:, Size of data: (12221, 22, 50)
----reconstructed_image:, Size of data: (12221, 22, 50)
----reconstructed_image:, Size of data: (12221, 22, 50)
----width_x:, Size of data: (12221,)
----width_x:, Size of data: (12221,)
----width_y:, Size of data: (12221,)
----width_y:, Size of data: (12221,)
----x:, Size of data: (12221,)
----x:, Size of data: (12221,)
----y:, Size of data: (12221,)
----y:, Size of data: (12221,)
--spot: spot_2:
----height:, Size of data: (12221,)
----height:, Size of data: (12221,)
----img_max:, Size of data: (12221,)
----img_max:, Size of data: (12221,)
----img_mean:, Size of data: (12221,)
----img_mean:, Size of data: (12221,)
----img_rec_max:, Size of data: (12221,)
----img_rec_max:, Size of data: (12221,)
----img_rec_mean:, Size of data: (12221,)
----img_rec_mean:, Size of data: (12221,)
----img_rec_sum:, Size of data: (12221,)
----img_rec_sum:, Size of data: (12221,)
----img_sum:, Size of data: (12221,)
----img_sum:, Size of data: (12221,)
----raw_image:, Size of data: (12221, 19, 40)
----raw_image:, Size of data: (12221, 19, 40)
----reconstructed_image:, Size of data: (12221, 19, 40)
----reconstructed_image:, Size of data: (12221, 19, 40)
----width_x:, Size of data: (12221,)
----width_x:, Size of data: (12221,)
----width_y:, Size of data: (12221,)
----width_y:, Size of data: (12221,)
----x:, Size of data: (12221,)
----x:, Size of data: (12221,)
----y:, Size of data: (12221,)
----y:, Size of data: (12221,)
--spot: spot_3:
----height:, Size of data: (12221,)
----height:, Size of data: (12221,)
----img_max:, Size of data: (12221,)
----img_max:, Size of data: (12221,)
----img_mean:, Size of data: (12221,)
----img_mean:, Size of data: (12221,)
----img_rec_max:, Size of data: (12221,)
----img_rec_max:, Size of data: (12221,)
----img_rec_mean:, Size of data: (12221,)
----img_rec_mean:, Size of data: (12221,)
----img_rec_sum:, Size of data: (12221,)
----img_rec_sum:, Size of data: (12221,)
----img_sum:, Size of data: (12221,)
----img_sum:, Size of data: (12221,)
----raw_image:, Size of data: (12221, 44, 65)
----raw_image:, Size of data: (12221, 44, 65)
----reconstructed_image:, Size of data: (12221, 44, 65)
----reconstructed_image:, Size of data: (12221, 44, 65)
----width_x:, Size of data: (12221,)
----width_x:, Size of data: (12221,)
----width_y:, Size of data: (12221,)
----width_y:, Size of data: (12221,)
----x:, Size of data: (12221,)
----x:, Size of data: (12221,)
----y:, Size of data: (12221,)
----y:, Size of data: (12221,)
Growth: growth_12:
--spot: spot_1:
----height:, Size of data: (12526,)
----height:, Size of data: (12526,)
----img_max:, Size of data: (12526,)
----img_max:, Size of data: (12526,)
----img_mean:, Size of data: (12526,)
----img_mean:, Size of data: (12526,)
----img_rec_max:, Size of data: (12526,)
----img_rec_max:, Size of data: (12526,)
----img_rec_mean:, Size of data: (12526,)
----img_rec_mean:, Size of data: (12526,)
----img_rec_sum:, Size of data: (12526,)
----img_rec_sum:, Size of data: (12526,)
----img_sum:, Size of data: (12526,)
----img_sum:, Size of data: (12526,)
----raw_image:, Size of data: (12526, 22, 50)
----raw_image:, Size of data: (12526, 22, 50)
----reconstructed_image:, Size of data: (12526, 22, 50)
----reconstructed_image:, Size of data: (12526, 22, 50)
----width_x:, Size of data: (12526,)
----width_x:, Size of data: (12526,)
----width_y:, Size of data: (12526,)
----width_y:, Size of data: (12526,)
----x:, Size of data: (12526,)
----x:, Size of data: (12526,)
----y:, Size of data: (12526,)
----y:, Size of data: (12526,)
--spot: spot_2:
----height:, Size of data: (12526,)
----height:, Size of data: (12526,)
----img_max:, Size of data: (12526,)
----img_max:, Size of data: (12526,)
----img_mean:, Size of data: (12526,)
----img_mean:, Size of data: (12526,)
----img_rec_max:, Size of data: (12526,)
----img_rec_max:, Size of data: (12526,)
----img_rec_mean:, Size of data: (12526,)
----img_rec_mean:, Size of data: (12526,)
----img_rec_sum:, Size of data: (12526,)
----img_rec_sum:, Size of data: (12526,)
----img_sum:, Size of data: (12526,)
----img_sum:, Size of data: (12526,)
----raw_image:, Size of data: (12526, 19, 40)
----raw_image:, Size of data: (12526, 19, 40)
----reconstructed_image:, Size of data: (12526, 19, 40)
----reconstructed_image:, Size of data: (12526, 19, 40)
----width_x:, Size of data: (12526,)
----width_x:, Size of data: (12526,)
----width_y:, Size of data: (12526,)
----width_y:, Size of data: (12526,)
----x:, Size of data: (12526,)
----x:, Size of data: (12526,)
----y:, Size of data: (12526,)
----y:, Size of data: (12526,)
--spot: spot_3:
----height:, Size of data: (12526,)
----height:, Size of data: (12526,)
----img_max:, Size of data: (12526,)
----img_max:, Size of data: (12526,)
----img_mean:, Size of data: (12526,)
----img_mean:, Size of data: (12526,)
----img_rec_max:, Size of data: (12526,)
----img_rec_max:, Size of data: (12526,)
----img_rec_mean:, Size of data: (12526,)
----img_rec_mean:, Size of data: (12526,)
----img_rec_sum:, Size of data: (12526,)
----img_rec_sum:, Size of data: (12526,)
----img_sum:, Size of data: (12526,)
----img_sum:, Size of data: (12526,)
----raw_image:, Size of data: (12526, 44, 65)
----raw_image:, Size of data: (12526, 44, 65)
----reconstructed_image:, Size of data: (12526, 44, 65)
----reconstructed_image:, Size of data: (12526, 44, 65)
----width_x:, Size of data: (12526,)
----width_x:, Size of data: (12526,)
----width_y:, Size of data: (12526,)
----width_y:, Size of data: (12526,)
----x:, Size of data: (12526,)
----x:, Size of data: (12526,)
----y:, Size of data: (12526,)
----y:, Size of data: (12526,)
Growth: growth_13:
--spot: spot_1:
----height:, Size of data: (12318,)
----height:, Size of data: (12318,)
----img_max:, Size of data: (12318,)
----img_max:, Size of data: (12318,)
----img_mean:, Size of data: (12318,)
----img_mean:, Size of data: (12318,)
----img_rec_max:, Size of data: (12318,)
----img_rec_max:, Size of data: (12318,)
----img_rec_mean:, Size of data: (12318,)
----img_rec_mean:, Size of data: (12318,)
----img_rec_sum:, Size of data: (12318,)
----img_rec_sum:, Size of data: (12318,)
----img_sum:, Size of data: (12318,)
----img_sum:, Size of data: (12318,)
----raw_image:, Size of data: (12318, 22, 50)
----raw_image:, Size of data: (12318, 22, 50)
----reconstructed_image:, Size of data: (12318, 22, 50)
----reconstructed_image:, Size of data: (12318, 22, 50)
----width_x:, Size of data: (12318,)
----width_x:, Size of data: (12318,)
----width_y:, Size of data: (12318,)
----width_y:, Size of data: (12318,)
----x:, Size of data: (12318,)
----x:, Size of data: (12318,)
----y:, Size of data: (12318,)
----y:, Size of data: (12318,)
--spot: spot_2:
----height:, Size of data: (12318,)
----height:, Size of data: (12318,)
----img_max:, Size of data: (12318,)
----img_max:, Size of data: (12318,)
----img_mean:, Size of data: (12318,)
----img_mean:, Size of data: (12318,)
----img_rec_max:, Size of data: (12318,)
----img_rec_max:, Size of data: (12318,)
----img_rec_mean:, Size of data: (12318,)
----img_rec_mean:, Size of data: (12318,)
----img_rec_sum:, Size of data: (12318,)
----img_rec_sum:, Size of data: (12318,)
----img_sum:, Size of data: (12318,)
----img_sum:, Size of data: (12318,)
----raw_image:, Size of data: (12318, 19, 40)
----raw_image:, Size of data: (12318, 19, 40)
----reconstructed_image:, Size of data: (12318, 19, 40)
----reconstructed_image:, Size of data: (12318, 19, 40)
----width_x:, Size of data: (12318,)
----width_x:, Size of data: (12318,)
----width_y:, Size of data: (12318,)
----width_y:, Size of data: (12318,)
----x:, Size of data: (12318,)
----x:, Size of data: (12318,)
----y:, Size of data: (12318,)
----y:, Size of data: (12318,)
--spot: spot_3:
----height:, Size of data: (12318,)
----height:, Size of data: (12318,)
----img_max:, Size of data: (12318,)
----img_max:, Size of data: (12318,)
----img_mean:, Size of data: (12318,)
----img_mean:, Size of data: (12318,)
----img_rec_max:, Size of data: (12318,)
----img_rec_max:, Size of data: (12318,)
----img_rec_mean:, Size of data: (12318,)
----img_rec_mean:, Size of data: (12318,)
----img_rec_sum:, Size of data: (12318,)
----img_rec_sum:, Size of data: (12318,)
----img_sum:, Size of data: (12318,)
----img_sum:, Size of data: (12318,)
----raw_image:, Size of data: (12318, 44, 65)
----raw_image:, Size of data: (12318, 44, 65)
----reconstructed_image:, Size of data: (12318, 44, 65)
----reconstructed_image:, Size of data: (12318, 44, 65)
----width_x:, Size of data: (12318,)
----width_x:, Size of data: (12318,)
----width_y:, Size of data: (12318,)
----width_y:, Size of data: (12318,)
----x:, Size of data: (12318,)
----x:, Size of data: (12318,)
----y:, Size of data: (12318,)
----y:, Size of data: (12318,)
Growth: growth_14:
--spot: spot_1:
----height:, Size of data: (12206,)
----height:, Size of data: (12206,)
----img_max:, Size of data: (12206,)
----img_max:, Size of data: (12206,)
----img_mean:, Size of data: (12206,)
----img_mean:, Size of data: (12206,)
----img_rec_max:, Size of data: (12206,)
----img_rec_max:, Size of data: (12206,)
----img_rec_mean:, Size of data: (12206,)
----img_rec_mean:, Size of data: (12206,)
----img_rec_sum:, Size of data: (12206,)
----img_rec_sum:, Size of data: (12206,)
----img_sum:, Size of data: (12206,)
----img_sum:, Size of data: (12206,)
----raw_image:, Size of data: (12206, 22, 50)
----raw_image:, Size of data: (12206, 22, 50)
----reconstructed_image:, Size of data: (12206, 22, 50)
----reconstructed_image:, Size of data: (12206, 22, 50)
----width_x:, Size of data: (12206,)
----width_x:, Size of data: (12206,)
----width_y:, Size of data: (12206,)
----width_y:, Size of data: (12206,)
----x:, Size of data: (12206,)
----x:, Size of data: (12206,)
----y:, Size of data: (12206,)
----y:, Size of data: (12206,)
--spot: spot_2:
----height:, Size of data: (12206,)
----height:, Size of data: (12206,)
----img_max:, Size of data: (12206,)
----img_max:, Size of data: (12206,)
----img_mean:, Size of data: (12206,)
----img_mean:, Size of data: (12206,)
----img_rec_max:, Size of data: (12206,)
----img_rec_max:, Size of data: (12206,)
----img_rec_mean:, Size of data: (12206,)
----img_rec_mean:, Size of data: (12206,)
----img_rec_sum:, Size of data: (12206,)
----img_rec_sum:, Size of data: (12206,)
----img_sum:, Size of data: (12206,)
----img_sum:, Size of data: (12206,)
----raw_image:, Size of data: (12206, 19, 40)
----raw_image:, Size of data: (12206, 19, 40)
----reconstructed_image:, Size of data: (12206, 19, 40)
----reconstructed_image:, Size of data: (12206, 19, 40)
----width_x:, Size of data: (12206,)
----width_x:, Size of data: (12206,)
----width_y:, Size of data: (12206,)
----width_y:, Size of data: (12206,)
----x:, Size of data: (12206,)
----x:, Size of data: (12206,)
----y:, Size of data: (12206,)
----y:, Size of data: (12206,)
--spot: spot_3:
----height:, Size of data: (12206,)
----height:, Size of data: (12206,)
----img_max:, Size of data: (12206,)
----img_max:, Size of data: (12206,)
----img_mean:, Size of data: (12206,)
----img_mean:, Size of data: (12206,)
----img_rec_max:, Size of data: (12206,)
----img_rec_max:, Size of data: (12206,)
----img_rec_mean:, Size of data: (12206,)
----img_rec_mean:, Size of data: (12206,)
----img_rec_sum:, Size of data: (12206,)
----img_rec_sum:, Size of data: (12206,)
----img_sum:, Size of data: (12206,)
----img_sum:, Size of data: (12206,)
----raw_image:, Size of data: (12206, 44, 65)
----raw_image:, Size of data: (12206, 44, 65)
----reconstructed_image:, Size of data: (12206, 44, 65)
----reconstructed_image:, Size of data: (12206, 44, 65)
----width_x:, Size of data: (12206,)
----width_x:, Size of data: (12206,)
----width_y:, Size of data: (12206,)
----width_y:, Size of data: (12206,)
----x:, Size of data: (12206,)
----x:, Size of data: (12206,)
----y:, Size of data: (12206,)
----y:, Size of data: (12206,)
Growth: growth_15:
--spot: spot_1:
----height:, Size of data: (12269,)
----height:, Size of data: (12269,)
----img_max:, Size of data: (12269,)
----img_max:, Size of data: (12269,)
----img_mean:, Size of data: (12269,)
----img_mean:, Size of data: (12269,)
----img_rec_max:, Size of data: (12269,)
----img_rec_max:, Size of data: (12269,)
----img_rec_mean:, Size of data: (12269,)
----img_rec_mean:, Size of data: (12269,)
----img_rec_sum:, Size of data: (12269,)
----img_rec_sum:, Size of data: (12269,)
----img_sum:, Size of data: (12269,)
----img_sum:, Size of data: (12269,)
----raw_image:, Size of data: (12269, 22, 50)
----raw_image:, Size of data: (12269, 22, 50)
----reconstructed_image:, Size of data: (12269, 22, 50)
----reconstructed_image:, Size of data: (12269, 22, 50)
----width_x:, Size of data: (12269,)
----width_x:, Size of data: (12269,)
----width_y:, Size of data: (12269,)
----width_y:, Size of data: (12269,)
----x:, Size of data: (12269,)
----x:, Size of data: (12269,)
----y:, Size of data: (12269,)
----y:, Size of data: (12269,)
--spot: spot_2:
----height:, Size of data: (12269,)
----height:, Size of data: (12269,)
----img_max:, Size of data: (12269,)
----img_max:, Size of data: (12269,)
----img_mean:, Size of data: (12269,)
----img_mean:, Size of data: (12269,)
----img_rec_max:, Size of data: (12269,)
----img_rec_max:, Size of data: (12269,)
----img_rec_mean:, Size of data: (12269,)
----img_rec_mean:, Size of data: (12269,)
----img_rec_sum:, Size of data: (12269,)
----img_rec_sum:, Size of data: (12269,)
----img_sum:, Size of data: (12269,)
----img_sum:, Size of data: (12269,)
----raw_image:, Size of data: (12269, 19, 40)
----raw_image:, Size of data: (12269, 19, 40)
----reconstructed_image:, Size of data: (12269, 19, 40)
----reconstructed_image:, Size of data: (12269, 19, 40)
----width_x:, Size of data: (12269,)
----width_x:, Size of data: (12269,)
----width_y:, Size of data: (12269,)
----width_y:, Size of data: (12269,)
----x:, Size of data: (12269,)
----x:, Size of data: (12269,)
----y:, Size of data: (12269,)
----y:, Size of data: (12269,)
--spot: spot_3:
----height:, Size of data: (12269,)
----height:, Size of data: (12269,)
----img_max:, Size of data: (12269,)
----img_max:, Size of data: (12269,)
----img_mean:, Size of data: (12269,)
----img_mean:, Size of data: (12269,)
----img_rec_max:, Size of data: (12269,)
----img_rec_max:, Size of data: (12269,)
----img_rec_mean:, Size of data: (12269,)
----img_rec_mean:, Size of data: (12269,)
----img_rec_sum:, Size of data: (12269,)
----img_rec_sum:, Size of data: (12269,)
----img_sum:, Size of data: (12269,)
----img_sum:, Size of data: (12269,)
----raw_image:, Size of data: (12269, 44, 65)
----raw_image:, Size of data: (12269, 44, 65)
----reconstructed_image:, Size of data: (12269, 44, 65)
----reconstructed_image:, Size of data: (12269, 44, 65)
----width_x:, Size of data: (12269,)
----width_x:, Size of data: (12269,)
----width_y:, Size of data: (12269,)
----width_y:, Size of data: (12269,)
----x:, Size of data: (12269,)
----x:, Size of data: (12269,)
----y:, Size of data: (12269,)
----y:, Size of data: (12269,)
Growth: growth_16:
--spot: spot_1:
----height:, Size of data: (12133,)
----height:, Size of data: (12133,)
----img_max:, Size of data: (12133,)
----img_max:, Size of data: (12133,)
----img_mean:, Size of data: (12133,)
----img_mean:, Size of data: (12133,)
----img_rec_max:, Size of data: (12133,)
----img_rec_max:, Size of data: (12133,)
----img_rec_mean:, Size of data: (12133,)
----img_rec_mean:, Size of data: (12133,)
----img_rec_sum:, Size of data: (12133,)
----img_rec_sum:, Size of data: (12133,)
----img_sum:, Size of data: (12133,)
----img_sum:, Size of data: (12133,)
----raw_image:, Size of data: (12133, 22, 50)
----raw_image:, Size of data: (12133, 22, 50)
----reconstructed_image:, Size of data: (12133, 22, 50)
----reconstructed_image:, Size of data: (12133, 22, 50)
----width_x:, Size of data: (12133,)
----width_x:, Size of data: (12133,)
----width_y:, Size of data: (12133,)
----width_y:, Size of data: (12133,)
----x:, Size of data: (12133,)
----x:, Size of data: (12133,)
----y:, Size of data: (12133,)
----y:, Size of data: (12133,)
--spot: spot_2:
----height:, Size of data: (12133,)
----height:, Size of data: (12133,)
----img_max:, Size of data: (12133,)
----img_max:, Size of data: (12133,)
----img_mean:, Size of data: (12133,)
----img_mean:, Size of data: (12133,)
----img_rec_max:, Size of data: (12133,)
----img_rec_max:, Size of data: (12133,)
----img_rec_mean:, Size of data: (12133,)
----img_rec_mean:, Size of data: (12133,)
----img_rec_sum:, Size of data: (12133,)
----img_rec_sum:, Size of data: (12133,)
----img_sum:, Size of data: (12133,)
----img_sum:, Size of data: (12133,)
----raw_image:, Size of data: (12133, 19, 40)
----raw_image:, Size of data: (12133, 19, 40)
----reconstructed_image:, Size of data: (12133, 19, 40)
----reconstructed_image:, Size of data: (12133, 19, 40)
----width_x:, Size of data: (12133,)
----width_x:, Size of data: (12133,)
----width_y:, Size of data: (12133,)
----width_y:, Size of data: (12133,)
----x:, Size of data: (12133,)
----x:, Size of data: (12133,)
----y:, Size of data: (12133,)
----y:, Size of data: (12133,)
--spot: spot_3:
----height:, Size of data: (12133,)
----height:, Size of data: (12133,)
----img_max:, Size of data: (12133,)
----img_max:, Size of data: (12133,)
----img_mean:, Size of data: (12133,)
----img_mean:, Size of data: (12133,)
----img_rec_max:, Size of data: (12133,)
----img_rec_max:, Size of data: (12133,)
----img_rec_mean:, Size of data: (12133,)
----img_rec_mean:, Size of data: (12133,)
----img_rec_sum:, Size of data: (12133,)
----img_rec_sum:, Size of data: (12133,)
----img_sum:, Size of data: (12133,)
----img_sum:, Size of data: (12133,)
----raw_image:, Size of data: (12133, 44, 65)
----raw_image:, Size of data: (12133, 44, 65)
----reconstructed_image:, Size of data: (12133, 44, 65)
----reconstructed_image:, Size of data: (12133, 44, 65)
----width_x:, Size of data: (12133,)
----width_x:, Size of data: (12133,)
----width_y:, Size of data: (12133,)
----width_y:, Size of data: (12133,)
----x:, Size of data: (12133,)
----x:, Size of data: (12133,)
----y:, Size of data: (12133,)
----y:, Size of data: (12133,)
Growth: growth_17:
--spot: spot_1:
----height:, Size of data: (12085,)
----height:, Size of data: (12085,)
----img_max:, Size of data: (12085,)
----img_max:, Size of data: (12085,)
----img_mean:, Size of data: (12085,)
----img_mean:, Size of data: (12085,)
----img_rec_max:, Size of data: (12085,)
----img_rec_max:, Size of data: (12085,)
----img_rec_mean:, Size of data: (12085,)
----img_rec_mean:, Size of data: (12085,)
----img_rec_sum:, Size of data: (12085,)
----img_rec_sum:, Size of data: (12085,)
----img_sum:, Size of data: (12085,)
----img_sum:, Size of data: (12085,)
----raw_image:, Size of data: (12085, 22, 50)
----raw_image:, Size of data: (12085, 22, 50)
----reconstructed_image:, Size of data: (12085, 22, 50)
----reconstructed_image:, Size of data: (12085, 22, 50)
----width_x:, Size of data: (12085,)
----width_x:, Size of data: (12085,)
----width_y:, Size of data: (12085,)
----width_y:, Size of data: (12085,)
----x:, Size of data: (12085,)
----x:, Size of data: (12085,)
----y:, Size of data: (12085,)
----y:, Size of data: (12085,)
--spot: spot_2:
----height:, Size of data: (12085,)
----height:, Size of data: (12085,)
----img_max:, Size of data: (12085,)
----img_max:, Size of data: (12085,)
----img_mean:, Size of data: (12085,)
----img_mean:, Size of data: (12085,)
----img_rec_max:, Size of data: (12085,)
----img_rec_max:, Size of data: (12085,)
----img_rec_mean:, Size of data: (12085,)
----img_rec_mean:, Size of data: (12085,)
----img_rec_sum:, Size of data: (12085,)
----img_rec_sum:, Size of data: (12085,)
----img_sum:, Size of data: (12085,)
----img_sum:, Size of data: (12085,)
----raw_image:, Size of data: (12085, 19, 40)
----raw_image:, Size of data: (12085, 19, 40)
----reconstructed_image:, Size of data: (12085, 19, 40)
----reconstructed_image:, Size of data: (12085, 19, 40)
----width_x:, Size of data: (12085,)
----width_x:, Size of data: (12085,)
----width_y:, Size of data: (12085,)
----width_y:, Size of data: (12085,)
----x:, Size of data: (12085,)
----x:, Size of data: (12085,)
----y:, Size of data: (12085,)
----y:, Size of data: (12085,)
--spot: spot_3:
----height:, Size of data: (12085,)
----height:, Size of data: (12085,)
----img_max:, Size of data: (12085,)
----img_max:, Size of data: (12085,)
----img_mean:, Size of data: (12085,)
----img_mean:, Size of data: (12085,)
----img_rec_max:, Size of data: (12085,)
----img_rec_max:, Size of data: (12085,)
----img_rec_mean:, Size of data: (12085,)
----img_rec_mean:, Size of data: (12085,)
----img_rec_sum:, Size of data: (12085,)
----img_rec_sum:, Size of data: (12085,)
----img_sum:, Size of data: (12085,)
----img_sum:, Size of data: (12085,)
----raw_image:, Size of data: (12085, 44, 65)
----raw_image:, Size of data: (12085, 44, 65)
----reconstructed_image:, Size of data: (12085, 44, 65)
----reconstructed_image:, Size of data: (12085, 44, 65)
----width_x:, Size of data: (12085,)
----width_x:, Size of data: (12085,)
----width_y:, Size of data: (12085,)
----width_y:, Size of data: (12085,)
----x:, Size of data: (12085,)
----x:, Size of data: (12085,)
----y:, Size of data: (12085,)
----y:, Size of data: (12085,)
Growth: growth_18:
--spot: spot_1:
----height:, Size of data: (12113,)
----height:, Size of data: (12113,)
----img_max:, Size of data: (12113,)
----img_max:, Size of data: (12113,)
----img_mean:, Size of data: (12113,)
----img_mean:, Size of data: (12113,)
----img_rec_max:, Size of data: (12113,)
----img_rec_max:, Size of data: (12113,)
----img_rec_mean:, Size of data: (12113,)
----img_rec_mean:, Size of data: (12113,)
----img_rec_sum:, Size of data: (12113,)
----img_rec_sum:, Size of data: (12113,)
----img_sum:, Size of data: (12113,)
----img_sum:, Size of data: (12113,)
----raw_image:, Size of data: (12113, 22, 50)
----raw_image:, Size of data: (12113, 22, 50)
----reconstructed_image:, Size of data: (12113, 22, 50)
----reconstructed_image:, Size of data: (12113, 22, 50)
----width_x:, Size of data: (12113,)
----width_x:, Size of data: (12113,)
----width_y:, Size of data: (12113,)
----width_y:, Size of data: (12113,)
----x:, Size of data: (12113,)
----x:, Size of data: (12113,)
----y:, Size of data: (12113,)
----y:, Size of data: (12113,)
--spot: spot_2:
----height:, Size of data: (12113,)
----height:, Size of data: (12113,)
----img_max:, Size of data: (12113,)
----img_max:, Size of data: (12113,)
----img_mean:, Size of data: (12113,)
----img_mean:, Size of data: (12113,)
----img_rec_max:, Size of data: (12113,)
----img_rec_max:, Size of data: (12113,)
----img_rec_mean:, Size of data: (12113,)
----img_rec_mean:, Size of data: (12113,)
----img_rec_sum:, Size of data: (12113,)
----img_rec_sum:, Size of data: (12113,)
----img_sum:, Size of data: (12113,)
----img_sum:, Size of data: (12113,)
----raw_image:, Size of data: (12113, 19, 40)
----raw_image:, Size of data: (12113, 19, 40)
----reconstructed_image:, Size of data: (12113, 19, 40)
----reconstructed_image:, Size of data: (12113, 19, 40)
----width_x:, Size of data: (12113,)
----width_x:, Size of data: (12113,)
----width_y:, Size of data: (12113,)
----width_y:, Size of data: (12113,)
----x:, Size of data: (12113,)
----x:, Size of data: (12113,)
----y:, Size of data: (12113,)
----y:, Size of data: (12113,)
--spot: spot_3:
----height:, Size of data: (12113,)
----height:, Size of data: (12113,)
----img_max:, Size of data: (12113,)
----img_max:, Size of data: (12113,)
----img_mean:, Size of data: (12113,)
----img_mean:, Size of data: (12113,)
----img_rec_max:, Size of data: (12113,)
----img_rec_max:, Size of data: (12113,)
----img_rec_mean:, Size of data: (12113,)
----img_rec_mean:, Size of data: (12113,)
----img_rec_sum:, Size of data: (12113,)
----img_rec_sum:, Size of data: (12113,)
----img_sum:, Size of data: (12113,)
----img_sum:, Size of data: (12113,)
----raw_image:, Size of data: (12113, 44, 65)
----raw_image:, Size of data: (12113, 44, 65)
----reconstructed_image:, Size of data: (12113, 44, 65)
----reconstructed_image:, Size of data: (12113, 44, 65)
----width_x:, Size of data: (12113,)
----width_x:, Size of data: (12113,)
----width_y:, Size of data: (12113,)
----width_y:, Size of data: (12113,)
----x:, Size of data: (12113,)
----x:, Size of data: (12113,)
----y:, Size of data: (12113,)
----y:, Size of data: (12113,)
Growth: growth_2:
--spot: spot_1:
----height:, Size of data: (9321,)
----height:, Size of data: (9321,)
----img_max:, Size of data: (9321,)
----img_max:, Size of data: (9321,)
----img_mean:, Size of data: (9321,)
----img_mean:, Size of data: (9321,)
----img_rec_max:, Size of data: (9321,)
----img_rec_max:, Size of data: (9321,)
----img_rec_mean:, Size of data: (9321,)
----img_rec_mean:, Size of data: (9321,)
----img_rec_sum:, Size of data: (9321,)
----img_rec_sum:, Size of data: (9321,)
----img_sum:, Size of data: (9321,)
----img_sum:, Size of data: (9321,)
----raw_image:, Size of data: (9321, 22, 50)
----raw_image:, Size of data: (9321, 22, 50)
----reconstructed_image:, Size of data: (9321, 22, 50)
----reconstructed_image:, Size of data: (9321, 22, 50)
----width_x:, Size of data: (9321,)
----width_x:, Size of data: (9321,)
----width_y:, Size of data: (9321,)
----width_y:, Size of data: (9321,)
----x:, Size of data: (9321,)
----x:, Size of data: (9321,)
----y:, Size of data: (9321,)
----y:, Size of data: (9321,)
--spot: spot_2:
----height:, Size of data: (9321,)
----height:, Size of data: (9321,)
----img_max:, Size of data: (9321,)
----img_max:, Size of data: (9321,)
----img_mean:, Size of data: (9321,)
----img_mean:, Size of data: (9321,)
----img_rec_max:, Size of data: (9321,)
----img_rec_max:, Size of data: (9321,)
----img_rec_mean:, Size of data: (9321,)
----img_rec_mean:, Size of data: (9321,)
----img_rec_sum:, Size of data: (9321,)
----img_rec_sum:, Size of data: (9321,)
----img_sum:, Size of data: (9321,)
----img_sum:, Size of data: (9321,)
----raw_image:, Size of data: (9321, 19, 40)
----raw_image:, Size of data: (9321, 19, 40)
----reconstructed_image:, Size of data: (9321, 19, 40)
----reconstructed_image:, Size of data: (9321, 19, 40)
----width_x:, Size of data: (9321,)
----width_x:, Size of data: (9321,)
----width_y:, Size of data: (9321,)
----width_y:, Size of data: (9321,)
----x:, Size of data: (9321,)
----x:, Size of data: (9321,)
----y:, Size of data: (9321,)
----y:, Size of data: (9321,)
--spot: spot_3:
----height:, Size of data: (9321,)
----height:, Size of data: (9321,)
----img_max:, Size of data: (9321,)
----img_max:, Size of data: (9321,)
----img_mean:, Size of data: (9321,)
----img_mean:, Size of data: (9321,)
----img_rec_max:, Size of data: (9321,)
----img_rec_max:, Size of data: (9321,)
----img_rec_mean:, Size of data: (9321,)
----img_rec_mean:, Size of data: (9321,)
----img_rec_sum:, Size of data: (9321,)
----img_rec_sum:, Size of data: (9321,)
----img_sum:, Size of data: (9321,)
----img_sum:, Size of data: (9321,)
----raw_image:, Size of data: (9321, 44, 65)
----raw_image:, Size of data: (9321, 44, 65)
----reconstructed_image:, Size of data: (9321, 44, 65)
----reconstructed_image:, Size of data: (9321, 44, 65)
----width_x:, Size of data: (9321,)
----width_x:, Size of data: (9321,)
----width_y:, Size of data: (9321,)
----width_y:, Size of data: (9321,)
----x:, Size of data: (9321,)
----x:, Size of data: (9321,)
----y:, Size of data: (9321,)
----y:, Size of data: (9321,)
Growth: growth_3:
--spot: spot_1:
----height:, Size of data: (12008,)
----height:, Size of data: (12008,)
----img_max:, Size of data: (12008,)
----img_max:, Size of data: (12008,)
----img_mean:, Size of data: (12008,)
----img_mean:, Size of data: (12008,)
----img_rec_max:, Size of data: (12008,)
----img_rec_max:, Size of data: (12008,)
----img_rec_mean:, Size of data: (12008,)
----img_rec_mean:, Size of data: (12008,)
----img_rec_sum:, Size of data: (12008,)
----img_rec_sum:, Size of data: (12008,)
----img_sum:, Size of data: (12008,)
----img_sum:, Size of data: (12008,)
----raw_image:, Size of data: (12008, 22, 50)
----raw_image:, Size of data: (12008, 22, 50)
----reconstructed_image:, Size of data: (12008, 22, 50)
----reconstructed_image:, Size of data: (12008, 22, 50)
----width_x:, Size of data: (12008,)
----width_x:, Size of data: (12008,)
----width_y:, Size of data: (12008,)
----width_y:, Size of data: (12008,)
----x:, Size of data: (12008,)
----x:, Size of data: (12008,)
----y:, Size of data: (12008,)
----y:, Size of data: (12008,)
--spot: spot_2:
----height:, Size of data: (12008,)
----height:, Size of data: (12008,)
----img_max:, Size of data: (12008,)
----img_max:, Size of data: (12008,)
----img_mean:, Size of data: (12008,)
----img_mean:, Size of data: (12008,)
----img_rec_max:, Size of data: (12008,)
----img_rec_max:, Size of data: (12008,)
----img_rec_mean:, Size of data: (12008,)
----img_rec_mean:, Size of data: (12008,)
----img_rec_sum:, Size of data: (12008,)
----img_rec_sum:, Size of data: (12008,)
----img_sum:, Size of data: (12008,)
----img_sum:, Size of data: (12008,)
----raw_image:, Size of data: (12008, 19, 40)
----raw_image:, Size of data: (12008, 19, 40)
----reconstructed_image:, Size of data: (12008, 19, 40)
----reconstructed_image:, Size of data: (12008, 19, 40)
----width_x:, Size of data: (12008,)
----width_x:, Size of data: (12008,)
----width_y:, Size of data: (12008,)
----width_y:, Size of data: (12008,)
----x:, Size of data: (12008,)
----x:, Size of data: (12008,)
----y:, Size of data: (12008,)
----y:, Size of data: (12008,)
--spot: spot_3:
----height:, Size of data: (12008,)
----height:, Size of data: (12008,)
----img_max:, Size of data: (12008,)
----img_max:, Size of data: (12008,)
----img_mean:, Size of data: (12008,)
----img_mean:, Size of data: (12008,)
----img_rec_max:, Size of data: (12008,)
----img_rec_max:, Size of data: (12008,)
----img_rec_mean:, Size of data: (12008,)
----img_rec_mean:, Size of data: (12008,)
----img_rec_sum:, Size of data: (12008,)
----img_rec_sum:, Size of data: (12008,)
----img_sum:, Size of data: (12008,)
----img_sum:, Size of data: (12008,)
----raw_image:, Size of data: (12008, 44, 65)
----raw_image:, Size of data: (12008, 44, 65)
----reconstructed_image:, Size of data: (12008, 44, 65)
----reconstructed_image:, Size of data: (12008, 44, 65)
----width_x:, Size of data: (12008,)
----width_x:, Size of data: (12008,)
----width_y:, Size of data: (12008,)
----width_y:, Size of data: (12008,)
----x:, Size of data: (12008,)
----x:, Size of data: (12008,)
----y:, Size of data: (12008,)
----y:, Size of data: (12008,)
Growth: growth_4:
--spot: spot_1:
----height:, Size of data: (13125,)
----height:, Size of data: (13125,)
----img_max:, Size of data: (13125,)
----img_max:, Size of data: (13125,)
----img_mean:, Size of data: (13125,)
----img_mean:, Size of data: (13125,)
----img_rec_max:, Size of data: (13125,)
----img_rec_max:, Size of data: (13125,)
----img_rec_mean:, Size of data: (13125,)
----img_rec_mean:, Size of data: (13125,)
----img_rec_sum:, Size of data: (13125,)
----img_rec_sum:, Size of data: (13125,)
----img_sum:, Size of data: (13125,)
----img_sum:, Size of data: (13125,)
----raw_image:, Size of data: (13125, 22, 50)
----raw_image:, Size of data: (13125, 22, 50)
----reconstructed_image:, Size of data: (13125, 22, 50)
----reconstructed_image:, Size of data: (13125, 22, 50)
----width_x:, Size of data: (13125,)
----width_x:, Size of data: (13125,)
----width_y:, Size of data: (13125,)
----width_y:, Size of data: (13125,)
----x:, Size of data: (13125,)
----x:, Size of data: (13125,)
----y:, Size of data: (13125,)
----y:, Size of data: (13125,)
--spot: spot_2:
----height:, Size of data: (13125,)
----height:, Size of data: (13125,)
----img_max:, Size of data: (13125,)
----img_max:, Size of data: (13125,)
----img_mean:, Size of data: (13125,)
----img_mean:, Size of data: (13125,)
----img_rec_max:, Size of data: (13125,)
----img_rec_max:, Size of data: (13125,)
----img_rec_mean:, Size of data: (13125,)
----img_rec_mean:, Size of data: (13125,)
----img_rec_sum:, Size of data: (13125,)
----img_rec_sum:, Size of data: (13125,)
----img_sum:, Size of data: (13125,)
----img_sum:, Size of data: (13125,)
----raw_image:, Size of data: (13125, 19, 40)
----raw_image:, Size of data: (13125, 19, 40)
----reconstructed_image:, Size of data: (13125, 19, 40)
----reconstructed_image:, Size of data: (13125, 19, 40)
----width_x:, Size of data: (13125,)
----width_x:, Size of data: (13125,)
----width_y:, Size of data: (13125,)
----width_y:, Size of data: (13125,)
----x:, Size of data: (13125,)
----x:, Size of data: (13125,)
----y:, Size of data: (13125,)
----y:, Size of data: (13125,)
--spot: spot_3:
----height:, Size of data: (13125,)
----height:, Size of data: (13125,)
----img_max:, Size of data: (13125,)
----img_max:, Size of data: (13125,)
----img_mean:, Size of data: (13125,)
----img_mean:, Size of data: (13125,)
----img_rec_max:, Size of data: (13125,)
----img_rec_max:, Size of data: (13125,)
----img_rec_mean:, Size of data: (13125,)
----img_rec_mean:, Size of data: (13125,)
----img_rec_sum:, Size of data: (13125,)
----img_rec_sum:, Size of data: (13125,)
----img_sum:, Size of data: (13125,)
----img_sum:, Size of data: (13125,)
----raw_image:, Size of data: (13125, 44, 65)
----raw_image:, Size of data: (13125, 44, 65)
----reconstructed_image:, Size of data: (13125, 44, 65)
----reconstructed_image:, Size of data: (13125, 44, 65)
----width_x:, Size of data: (13125,)
----width_x:, Size of data: (13125,)
----width_y:, Size of data: (13125,)
----width_y:, Size of data: (13125,)
----x:, Size of data: (13125,)
----x:, Size of data: (13125,)
----y:, Size of data: (13125,)
----y:, Size of data: (13125,)
Growth: growth_5:
--spot: spot_1:
----height:, Size of data: (12982,)
----height:, Size of data: (12982,)
----img_max:, Size of data: (12982,)
----img_max:, Size of data: (12982,)
----img_mean:, Size of data: (12982,)
----img_mean:, Size of data: (12982,)
----img_rec_max:, Size of data: (12982,)
----img_rec_max:, Size of data: (12982,)
----img_rec_mean:, Size of data: (12982,)
----img_rec_mean:, Size of data: (12982,)
----img_rec_sum:, Size of data: (12982,)
----img_rec_sum:, Size of data: (12982,)
----img_sum:, Size of data: (12982,)
----img_sum:, Size of data: (12982,)
----raw_image:, Size of data: (12982, 22, 50)
----raw_image:, Size of data: (12982, 22, 50)
----reconstructed_image:, Size of data: (12982, 22, 50)
----reconstructed_image:, Size of data: (12982, 22, 50)
----width_x:, Size of data: (12982,)
----width_x:, Size of data: (12982,)
----width_y:, Size of data: (12982,)
----width_y:, Size of data: (12982,)
----x:, Size of data: (12982,)
----x:, Size of data: (12982,)
----y:, Size of data: (12982,)
----y:, Size of data: (12982,)
--spot: spot_2:
----height:, Size of data: (12982,)
----height:, Size of data: (12982,)
----img_max:, Size of data: (12982,)
----img_max:, Size of data: (12982,)
----img_mean:, Size of data: (12982,)
----img_mean:, Size of data: (12982,)
----img_rec_max:, Size of data: (12982,)
----img_rec_max:, Size of data: (12982,)
----img_rec_mean:, Size of data: (12982,)
----img_rec_mean:, Size of data: (12982,)
----img_rec_sum:, Size of data: (12982,)
----img_rec_sum:, Size of data: (12982,)
----img_sum:, Size of data: (12982,)
----img_sum:, Size of data: (12982,)
----raw_image:, Size of data: (12982, 19, 40)
----raw_image:, Size of data: (12982, 19, 40)
----reconstructed_image:, Size of data: (12982, 19, 40)
----reconstructed_image:, Size of data: (12982, 19, 40)
----width_x:, Size of data: (12982,)
----width_x:, Size of data: (12982,)
----width_y:, Size of data: (12982,)
----width_y:, Size of data: (12982,)
----x:, Size of data: (12982,)
----x:, Size of data: (12982,)
----y:, Size of data: (12982,)
----y:, Size of data: (12982,)
--spot: spot_3:
----height:, Size of data: (12982,)
----height:, Size of data: (12982,)
----img_max:, Size of data: (12982,)
----img_max:, Size of data: (12982,)
----img_mean:, Size of data: (12982,)
----img_mean:, Size of data: (12982,)
----img_rec_max:, Size of data: (12982,)
----img_rec_max:, Size of data: (12982,)
----img_rec_mean:, Size of data: (12982,)
----img_rec_mean:, Size of data: (12982,)
----img_rec_sum:, Size of data: (12982,)
----img_rec_sum:, Size of data: (12982,)
----img_sum:, Size of data: (12982,)
----img_sum:, Size of data: (12982,)
----raw_image:, Size of data: (12982, 44, 65)
----raw_image:, Size of data: (12982, 44, 65)
----reconstructed_image:, Size of data: (12982, 44, 65)
----reconstructed_image:, Size of data: (12982, 44, 65)
----width_x:, Size of data: (12982,)
----width_x:, Size of data: (12982,)
----width_y:, Size of data: (12982,)
----width_y:, Size of data: (12982,)
----x:, Size of data: (12982,)
----x:, Size of data: (12982,)
----y:, Size of data: (12982,)
----y:, Size of data: (12982,)
Growth: growth_6:
--spot: spot_1:
----height:, Size of data: (12776,)
----height:, Size of data: (12776,)
----img_max:, Size of data: (12776,)
----img_max:, Size of data: (12776,)
----img_mean:, Size of data: (12776,)
----img_mean:, Size of data: (12776,)
----img_rec_max:, Size of data: (12776,)
----img_rec_max:, Size of data: (12776,)
----img_rec_mean:, Size of data: (12776,)
----img_rec_mean:, Size of data: (12776,)
----img_rec_sum:, Size of data: (12776,)
----img_rec_sum:, Size of data: (12776,)
----img_sum:, Size of data: (12776,)
----img_sum:, Size of data: (12776,)
----raw_image:, Size of data: (12776, 22, 50)
----raw_image:, Size of data: (12776, 22, 50)
----reconstructed_image:, Size of data: (12776, 22, 50)
----reconstructed_image:, Size of data: (12776, 22, 50)
----width_x:, Size of data: (12776,)
----width_x:, Size of data: (12776,)
----width_y:, Size of data: (12776,)
----width_y:, Size of data: (12776,)
----x:, Size of data: (12776,)
----x:, Size of data: (12776,)
----y:, Size of data: (12776,)
----y:, Size of data: (12776,)
--spot: spot_2:
----height:, Size of data: (12776,)
----height:, Size of data: (12776,)
----img_max:, Size of data: (12776,)
----img_max:, Size of data: (12776,)
----img_mean:, Size of data: (12776,)
----img_mean:, Size of data: (12776,)
----img_rec_max:, Size of data: (12776,)
----img_rec_max:, Size of data: (12776,)
----img_rec_mean:, Size of data: (12776,)
----img_rec_mean:, Size of data: (12776,)
----img_rec_sum:, Size of data: (12776,)
----img_rec_sum:, Size of data: (12776,)
----img_sum:, Size of data: (12776,)
----img_sum:, Size of data: (12776,)
----raw_image:, Size of data: (12776, 19, 40)
----raw_image:, Size of data: (12776, 19, 40)
----reconstructed_image:, Size of data: (12776, 19, 40)
----reconstructed_image:, Size of data: (12776, 19, 40)
----width_x:, Size of data: (12776,)
----width_x:, Size of data: (12776,)
----width_y:, Size of data: (12776,)
----width_y:, Size of data: (12776,)
----x:, Size of data: (12776,)
----x:, Size of data: (12776,)
----y:, Size of data: (12776,)
----y:, Size of data: (12776,)
--spot: spot_3:
----height:, Size of data: (12776,)
----height:, Size of data: (12776,)
----img_max:, Size of data: (12776,)
----img_max:, Size of data: (12776,)
----img_mean:, Size of data: (12776,)
----img_mean:, Size of data: (12776,)
----img_rec_max:, Size of data: (12776,)
----img_rec_max:, Size of data: (12776,)
----img_rec_mean:, Size of data: (12776,)
----img_rec_mean:, Size of data: (12776,)
----img_rec_sum:, Size of data: (12776,)
----img_rec_sum:, Size of data: (12776,)
----img_sum:, Size of data: (12776,)
----img_sum:, Size of data: (12776,)
----raw_image:, Size of data: (12776, 44, 65)
----raw_image:, Size of data: (12776, 44, 65)
----reconstructed_image:, Size of data: (12776, 44, 65)
----reconstructed_image:, Size of data: (12776, 44, 65)
----width_x:, Size of data: (12776,)
----width_x:, Size of data: (12776,)
----width_y:, Size of data: (12776,)
----width_y:, Size of data: (12776,)
----x:, Size of data: (12776,)
----x:, Size of data: (12776,)
----y:, Size of data: (12776,)
----y:, Size of data: (12776,)
Growth: growth_7:
--spot: spot_1:
----height:, Size of data: (12670,)
----height:, Size of data: (12670,)
----img_max:, Size of data: (12670,)
----img_max:, Size of data: (12670,)
----img_mean:, Size of data: (12670,)
----img_mean:, Size of data: (12670,)
----img_rec_max:, Size of data: (12670,)
----img_rec_max:, Size of data: (12670,)
----img_rec_mean:, Size of data: (12670,)
----img_rec_mean:, Size of data: (12670,)
----img_rec_sum:, Size of data: (12670,)
----img_rec_sum:, Size of data: (12670,)
----img_sum:, Size of data: (12670,)
----img_sum:, Size of data: (12670,)
----raw_image:, Size of data: (12670, 22, 50)
----raw_image:, Size of data: (12670, 22, 50)
----reconstructed_image:, Size of data: (12670, 22, 50)
----reconstructed_image:, Size of data: (12670, 22, 50)
----width_x:, Size of data: (12670,)
----width_x:, Size of data: (12670,)
----width_y:, Size of data: (12670,)
----width_y:, Size of data: (12670,)
----x:, Size of data: (12670,)
----x:, Size of data: (12670,)
----y:, Size of data: (12670,)
----y:, Size of data: (12670,)
--spot: spot_2:
----height:, Size of data: (12670,)
----height:, Size of data: (12670,)
----img_max:, Size of data: (12670,)
----img_max:, Size of data: (12670,)
----img_mean:, Size of data: (12670,)
----img_mean:, Size of data: (12670,)
----img_rec_max:, Size of data: (12670,)
----img_rec_max:, Size of data: (12670,)
----img_rec_mean:, Size of data: (12670,)
----img_rec_mean:, Size of data: (12670,)
----img_rec_sum:, Size of data: (12670,)
----img_rec_sum:, Size of data: (12670,)
----img_sum:, Size of data: (12670,)
----img_sum:, Size of data: (12670,)
----raw_image:, Size of data: (12670, 19, 40)
----raw_image:, Size of data: (12670, 19, 40)
----reconstructed_image:, Size of data: (12670, 19, 40)
----reconstructed_image:, Size of data: (12670, 19, 40)
----width_x:, Size of data: (12670,)
----width_x:, Size of data: (12670,)
----width_y:, Size of data: (12670,)
----width_y:, Size of data: (12670,)
----x:, Size of data: (12670,)
----x:, Size of data: (12670,)
----y:, Size of data: (12670,)
----y:, Size of data: (12670,)
--spot: spot_3:
----height:, Size of data: (12670,)
----height:, Size of data: (12670,)
----img_max:, Size of data: (12670,)
----img_max:, Size of data: (12670,)
----img_mean:, Size of data: (12670,)
----img_mean:, Size of data: (12670,)
----img_rec_max:, Size of data: (12670,)
----img_rec_max:, Size of data: (12670,)
----img_rec_mean:, Size of data: (12670,)
----img_rec_mean:, Size of data: (12670,)
----img_rec_sum:, Size of data: (12670,)
----img_rec_sum:, Size of data: (12670,)
----img_sum:, Size of data: (12670,)
----img_sum:, Size of data: (12670,)
----raw_image:, Size of data: (12670, 44, 65)
----raw_image:, Size of data: (12670, 44, 65)
----reconstructed_image:, Size of data: (12670, 44, 65)
----reconstructed_image:, Size of data: (12670, 44, 65)
----width_x:, Size of data: (12670,)
----width_x:, Size of data: (12670,)
----width_y:, Size of data: (12670,)
----width_y:, Size of data: (12670,)
----x:, Size of data: (12670,)
----x:, Size of data: (12670,)
----y:, Size of data: (12670,)
----y:, Size of data: (12670,)
Growth: growth_8:
--spot: spot_1:
----height:, Size of data: (12441,)
----height:, Size of data: (12441,)
----img_max:, Size of data: (12441,)
----img_max:, Size of data: (12441,)
----img_mean:, Size of data: (12441,)
----img_mean:, Size of data: (12441,)
----img_rec_max:, Size of data: (12441,)
----img_rec_max:, Size of data: (12441,)
----img_rec_mean:, Size of data: (12441,)
----img_rec_mean:, Size of data: (12441,)
----img_rec_sum:, Size of data: (12441,)
----img_rec_sum:, Size of data: (12441,)
----img_sum:, Size of data: (12441,)
----img_sum:, Size of data: (12441,)
----raw_image:, Size of data: (12441, 22, 50)
----raw_image:, Size of data: (12441, 22, 50)
----reconstructed_image:, Size of data: (12441, 22, 50)
----reconstructed_image:, Size of data: (12441, 22, 50)
----width_x:, Size of data: (12441,)
----width_x:, Size of data: (12441,)
----width_y:, Size of data: (12441,)
----width_y:, Size of data: (12441,)
----x:, Size of data: (12441,)
----x:, Size of data: (12441,)
----y:, Size of data: (12441,)
----y:, Size of data: (12441,)
--spot: spot_2:
----height:, Size of data: (12441,)
----height:, Size of data: (12441,)
----img_max:, Size of data: (12441,)
----img_max:, Size of data: (12441,)
----img_mean:, Size of data: (12441,)
----img_mean:, Size of data: (12441,)
----img_rec_max:, Size of data: (12441,)
----img_rec_max:, Size of data: (12441,)
----img_rec_mean:, Size of data: (12441,)
----img_rec_mean:, Size of data: (12441,)
----img_rec_sum:, Size of data: (12441,)
----img_rec_sum:, Size of data: (12441,)
----img_sum:, Size of data: (12441,)
----img_sum:, Size of data: (12441,)
----raw_image:, Size of data: (12441, 19, 40)
----raw_image:, Size of data: (12441, 19, 40)
----reconstructed_image:, Size of data: (12441, 19, 40)
----reconstructed_image:, Size of data: (12441, 19, 40)
----width_x:, Size of data: (12441,)
----width_x:, Size of data: (12441,)
----width_y:, Size of data: (12441,)
----width_y:, Size of data: (12441,)
----x:, Size of data: (12441,)
----x:, Size of data: (12441,)
----y:, Size of data: (12441,)
----y:, Size of data: (12441,)
--spot: spot_3:
----height:, Size of data: (12441,)
----height:, Size of data: (12441,)
----img_max:, Size of data: (12441,)
----img_max:, Size of data: (12441,)
----img_mean:, Size of data: (12441,)
----img_mean:, Size of data: (12441,)
----img_rec_max:, Size of data: (12441,)
----img_rec_max:, Size of data: (12441,)
----img_rec_mean:, Size of data: (12441,)
----img_rec_mean:, Size of data: (12441,)
----img_rec_sum:, Size of data: (12441,)
----img_rec_sum:, Size of data: (12441,)
----img_sum:, Size of data: (12441,)
----img_sum:, Size of data: (12441,)
----raw_image:, Size of data: (12441, 44, 65)
----raw_image:, Size of data: (12441, 44, 65)
----reconstructed_image:, Size of data: (12441, 44, 65)
----reconstructed_image:, Size of data: (12441, 44, 65)
----width_x:, Size of data: (12441,)
----width_x:, Size of data: (12441,)
----width_y:, Size of data: (12441,)
----width_y:, Size of data: (12441,)
----x:, Size of data: (12441,)
----x:, Size of data: (12441,)
----y:, Size of data: (12441,)
----y:, Size of data: (12441,)
Growth: growth_9:
--spot: spot_1:
----height:, Size of data: (12222,)
----height:, Size of data: (12222,)
----img_max:, Size of data: (12222,)
----img_max:, Size of data: (12222,)
----img_mean:, Size of data: (12222,)
----img_mean:, Size of data: (12222,)
----img_rec_max:, Size of data: (12222,)
----img_rec_max:, Size of data: (12222,)
----img_rec_mean:, Size of data: (12222,)
----img_rec_mean:, Size of data: (12222,)
----img_rec_sum:, Size of data: (12222,)
----img_rec_sum:, Size of data: (12222,)
----img_sum:, Size of data: (12222,)
----img_sum:, Size of data: (12222,)
----raw_image:, Size of data: (12222, 22, 50)
----raw_image:, Size of data: (12222, 22, 50)
----reconstructed_image:, Size of data: (12222, 22, 50)
----reconstructed_image:, Size of data: (12222, 22, 50)
----width_x:, Size of data: (12222,)
----width_x:, Size of data: (12222,)
----width_y:, Size of data: (12222,)
----width_y:, Size of data: (12222,)
----x:, Size of data: (12222,)
----x:, Size of data: (12222,)
----y:, Size of data: (12222,)
----y:, Size of data: (12222,)
--spot: spot_2:
----height:, Size of data: (12222,)
----height:, Size of data: (12222,)
----img_max:, Size of data: (12222,)
----img_max:, Size of data: (12222,)
----img_mean:, Size of data: (12222,)
----img_mean:, Size of data: (12222,)
----img_rec_max:, Size of data: (12222,)
----img_rec_max:, Size of data: (12222,)
----img_rec_mean:, Size of data: (12222,)
----img_rec_mean:, Size of data: (12222,)
----img_rec_sum:, Size of data: (12222,)
----img_rec_sum:, Size of data: (12222,)
----img_sum:, Size of data: (12222,)
----img_sum:, Size of data: (12222,)
----raw_image:, Size of data: (12222, 19, 40)
----raw_image:, Size of data: (12222, 19, 40)
----reconstructed_image:, Size of data: (12222, 19, 40)
----reconstructed_image:, Size of data: (12222, 19, 40)
----width_x:, Size of data: (12222,)
----width_x:, Size of data: (12222,)
----width_y:, Size of data: (12222,)
----width_y:, Size of data: (12222,)
----x:, Size of data: (12222,)
----x:, Size of data: (12222,)
----y:, Size of data: (12222,)
----y:, Size of data: (12222,)
--spot: spot_3:
----height:, Size of data: (12222,)
----height:, Size of data: (12222,)
----img_max:, Size of data: (12222,)
----img_max:, Size of data: (12222,)
----img_mean:, Size of data: (12222,)
----img_mean:, Size of data: (12222,)
----img_rec_max:, Size of data: (12222,)
----img_rec_max:, Size of data: (12222,)
----img_rec_mean:, Size of data: (12222,)
----img_rec_mean:, Size of data: (12222,)
----img_rec_sum:, Size of data: (12222,)
----img_rec_sum:, Size of data: (12222,)
----img_sum:, Size of data: (12222,)
----img_sum:, Size of data: (12222,)
----raw_image:, Size of data: (12222, 44, 65)
----raw_image:, Size of data: (12222, 44, 65)
----reconstructed_image:, Size of data: (12222, 44, 65)
----reconstructed_image:, Size of data: (12222, 44, 65)
----width_x:, Size of data: (12222,)
----width_x:, Size of data: (12222,)
----width_y:, Size of data: (12222,)
----width_y:, Size of data: (12222,)
----x:, Size of data: (12222,)
----x:, Size of data: (12222,)
----y:, Size of data: (12222,)
----y:, Size of data: (12222,)

D3_para.viz_RHEED_parameter(growth='growth_2', spot='spot_2', index=100, filename=True, printing=printing_image)

Figures/1.Fit_RHEED_spot/RHEED_untreated_162nm_growth_2_spot_2_100_img,img_rec,differerce.png
Figures/1.Fit_RHEED_spot/RHEED_untreated_162nm_growth_2_spot_2_100_img,img_rec,differerce.svg

Fig. a: RHEED spot image, b: reconstructed RHEED spot image, c: difference between original and reconstructed image for growth_2 at index 100.
img_sum=45893.00, img_max=114.00, img_mean=60.39
img_rec_sum=44505.52, img_rec_max=101.14, img_rec_mean=58.56
height=101.29, x=10.95, y=19.21, width_x=8.27, width_y_max=13.94

growth_list = ['growth_1', 'growth_2', 'growth_3', 'growth_4', 'growth_5', 'growth_6', 'growth_7', 'growth_8', 'growth_9', 
               'growth_10', 'growth_11', 'growth_12' , 'growth_13', 'growth_14', 'growth_15', 'growth_16', 'growth_17', 'growth_18']
D3_para.viz_RHEED_parameter_trend(growth_list, spot='spot_2', filename=True, printing=printing_plot)

Figures/1.Fit_RHEED_spot/RHEED_untreated_162nm_spot_2_metrics.png

Gaussian fitted parameters in time: Fig. a: sum of original image, b: sum of reconstructed image, c: spot center in spot x coordinate, d: spot center in y coordinate, e: spot width in x coordinate, f: spot width in y coordinate.