diff --git a/examples/Single_Photon_Test.ipynb b/examples/Single_Photon_Test.ipynb
index 4320e82..76a04be 100644
--- a/examples/Single_Photon_Test.ipynb
+++ b/examples/Single_Photon_Test.ipynb
@@ -41,7 +41,7 @@
{
"data": {
"text/plain": [
- "{'dynamic': 0, 'num_procs': 64, 'threads_limit': 2147483647, 'threads_max': 64}"
+ "{'dynamic': 0, 'num_procs': 8, 'threads_limit': 2147483647, 'threads_max': 8}"
]
},
"execution_count": 3,
@@ -64,13 +64,16 @@
"text": [
"Help on function find_photons in module pycentroids.pycentroids:\n",
"\n",
- "find_photons(images, threshold=200, box=2, search_box=1, pixel_photon=9, pixel_bgnd=15, com_photon=9, overlap_max=0, sum_min=800, sum_max=1250, fit_pixels_2d=True, fit_pixels_1d_x=True, fit_pixels_1d_y=True, return_pixels='none', return_map=False)\n",
+ "find_photons(images, filter=None, threshold=200, box=2, search_box=1, pixel_photon=9, pixel_bgnd=15, com_photon=9, overlap_max=0, sum_min=800, sum_max=1250, pixel_lut=None, pixel_lut_range=None, fit_pixels_2d=True, fit_pixels_1d_x=True, fit_pixels_1d_y=True, fit_constraints=None, fit_weights_2d=None, fit_weights_1d=None, return_pixels='none', return_map=False, tag_pixels=False)\n",
" Find photons in CCD images and process for sub-pixel center.\n",
" \n",
" Parameters\n",
" ----------\n",
" images : numpy.ndarray\n",
" Images to process of 3 dimensions\n",
+ " filter : numpy.ndarray or None\n",
+ " Filter image of 2d or 3d shape. Should be non-zero to filter pixels.\n",
+ " If none, then no pixels are filtered.\n",
" threshold : int\n",
" Pixel value threshold for first search of images\n",
" box : int\n",
@@ -101,6 +104,11 @@
" The minimum integrated intensity to filter the output table.\n",
" sum_max : float\n",
" The maximum integrated intensity to filter the output table.\n",
+ " pixel_lut : np.array\n",
+ " Lookup table for the pixel COM correction. 1D array of\n",
+ " corrected position\n",
+ " pixel_lut_range: tuple\n",
+ " Tuple of the start and end coordinates for the LUT\n",
" fit_pixels_2d : bool\n",
" If true, fit the pixels from a photon with a 2D gaussian\n",
" fit_pixels_1dx : bool\n",
@@ -109,10 +117,22 @@
" fit_pixels_1dy : bool\n",
" If true, fit the pixels from a photon with a 1D gaussian integrating\n",
" along the x-axis to get the y position\n",
+ " fit_constraints : dict\n",
+ " Dictionary of constraints to use for fitting pixels\n",
+ " Currently the dictionary keys can be:\n",
+ " pos_range, pos_cent : Position (x) of photon range and center\n",
+ " sigma_range, sigma_cent : Sigma of the gaussian range anc center\n",
+ " fit_weights_2d : np.array\n",
+ " array of size (2 * box + 1) * (2 * box + 1) of the weights to use for\n",
+ " the pixel fit\n",
+ " fit_weights_1d : np.array\n",
+ " array of size (2 * box + 1) of the weights to use for the pixel fits\n",
" return_pixels : 'none', 'sorted', 'unsorted'\n",
" Option to return array of pixel values\n",
" return_map : bool\n",
" Option to return map of located photons.\n",
+ " tag_pixels : bool\n",
+ " Option to tag the found photons in the pixel map by setting the MSB\n",
" \n",
" Returns\n",
" -------\n",
@@ -205,11 +225,11 @@
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
- "df, out, pixels = pycentroids.find_photons(data, 250, 3, sum_max=1200, sum_min=800,\n",
+ "df, out, pixels = pycentroids.find_photons(data, None, 250, 3, sum_max=1200, sum_min=800,\n",
" pixel_photon=9, pixel_bgnd=20, com_photon=5,\n",
" fit_pixels_2d=True, fit_pixels_1d_x=True, fit_pixels_1d_y=True,\n",
" return_pixels='unsorted', return_map=True)"
@@ -217,7 +237,7 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -226,7 +246,7 @@
"(702, 44)"
]
},
- "execution_count": 49,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -237,7 +257,7 @@
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -255,7 +275,7 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -264,13 +284,13 @@
"text": [
"(702, 7, 7)\n",
"\n",
- "array([[156, 152, 155, 155, 161, 153, 148],\n",
- " [155, 156, 159, 163, 149, 156, 168],\n",
- " [151, 159, 162, 178, 169, 163, 166],\n",
- " [158, 163, 161, 930, 251, 177, 159],\n",
- " [155, 157, 149, 196, 187, 153, 153],\n",
- " [153, 152, 151, 171, 157, 152, 161],\n",
- " [156, 159, 159, 143, 155, 158, 161]], dtype=uint16)\n"
+ "array([[167, 163, 153, 166, 181, 158, 161],\n",
+ " [152, 156, 150, 161, 156, 159, 160],\n",
+ " [161, 154, 171, 185, 165, 178, 157],\n",
+ " [145, 164, 404, 467, 201, 200, 162],\n",
+ " [160, 161, 213, 311, 178, 166, 154],\n",
+ " [158, 161, 166, 158, 156, 162, 153],\n",
+ " [159, 158, 160, 144, 162, 159, 159]], dtype=uint16)\n"
]
}
],
@@ -283,26 +303,26 @@
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Pixel X', 'Pixel Y', 'COM X', 'COM Y', 'COR COM X', 'COR COM Y', 'Int',\n",
- " 'Bgnd', 'Overlap', 'Fit X', 'Fit Y', 'Fit Bgnd', 'Fit Amp', 'Fit Sigma',\n",
- " 'Fit Err X', 'Fit Err Y', 'Fit Err Bgnd', 'Fit Err Amp',\n",
- " 'Fit Err Sigma', 'Fit Fnorm', 'Fit Outcome', 'Fit StdErr', 'Fit 1DX X',\n",
- " 'Fit 1DX Bgnd', 'Fit 1DX Amp', 'Fit 1DX Sigma', 'Fit 1DX Err X',\n",
- " 'Fit 1DX Err Bgnd', 'Fit 1DX Err Amp', 'Fit 1DX Err Sigma',\n",
+ " 'Bgnd', 'Overlap', 'Fit X', 'Fit Y', 'Fit Amp', 'Fit Sigma', 'Fit Bgnd',\n",
+ " 'Fit Err X', 'Fit Err Y', 'Fit Err Amp', 'Fit Err Sigma',\n",
+ " 'Fit Err Bgnd', 'Fit Fnorm', 'Fit Outcome', 'Fit StdErr', 'Fit 1DX X',\n",
+ " 'Fit 1DX Amp', 'Fit 1DX Sigma', 'Fit 1DX Bgnd', 'Fit 1DX Err X',\n",
+ " 'Fit 1DX Err Amp', 'Fit 1DX Err Sigma', 'Fit 1DX Err Bgnd',\n",
" 'Fit 1DX Fnorm', 'Fit 1DX Outcome', 'Fit 1DX StdErr', 'Fit 1DY Y',\n",
- " 'Fit 1DY Bgnd', 'Fit 1DY Amp', 'Fit 1DY Sigma', 'Fit 1DY Err Y',\n",
- " 'Fit 1DY Err Bgnd', 'Fit 1DY Err Amp', 'Fit 1DY Err Sigma',\n",
+ " 'Fit 1DY Amp', 'Fit 1DY Sigma', 'Fit 1DY Bgnd', 'Fit 1DY Err Y',\n",
+ " 'Fit 1DY Err Amp', 'Fit 1DY Err Sigma', 'Fit 1DY Err Bgnd',\n",
" 'Fit 1DY Fnorm', 'Fit 1DY Outcome', 'Fit 1DY StdErr'],\n",
" dtype='object')"
]
},
- "execution_count": 52,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -313,16 +333,16 @@
},
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(685, 44)"
+ "(692, 44)"
]
},
- "execution_count": 53,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -336,7 +356,7 @@
},
{
"cell_type": "code",
- "execution_count": 54,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -371,13 +391,13 @@
" | Overlap | \n",
" Fit X | \n",
" ... | \n",
- " Fit 1DY Bgnd | \n",
" Fit 1DY Amp | \n",
" Fit 1DY Sigma | \n",
+ " Fit 1DY Bgnd | \n",
" Fit 1DY Err Y | \n",
- " Fit 1DY Err Bgnd | \n",
" Fit 1DY Err Amp | \n",
" Fit 1DY Err Sigma | \n",
+ " Fit 1DY Err Bgnd | \n",
" Fit 1DY Fnorm | \n",
" Fit 1DY Outcome | \n",
" Fit 1DY StdErr | \n",
@@ -386,723 +406,123 @@
" \n",
" \n",
" | 0 | \n",
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+ " 274.0 | \n",
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+ " 156.724138 | \n",
" 0.0 | \n",
- " 420.161536 | \n",
- " ... | \n",
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- " 60.158020 | \n",
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- " 52.504719 | \n",
+ " 273.611529 | \n",
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+ " 1114.074576 | \n",
+ " 0.088090 | \n",
+ " 56.627072 | \n",
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+ " 24.193443 | \n",
+ " 47.590981 | \n",
" 1.0 | \n",
- " 10.908338 | \n",
+ " 24.500075 | \n",
"
\n",
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+ " 1088.965517 | \n",
+ " 157.448276 | \n",
" 0.0 | \n",
- " 405.918282 | \n",
- " ... | \n",
- " 1105.498848 | \n",
- " 514.754031 | \n",
- " 0.331926 | \n",
- " 0.101591 | \n",
- " 28.355951 | \n",
- " 64.984595 | \n",
- " 0.070844 | \n",
- " 56.703423 | \n",
+ " 561.670084 | \n",
+ " ... | \n",
+ " 538.669693 | \n",
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+ " 1118.094373 | \n",
+ " 0.075424 | \n",
+ " 36.920352 | \n",
+ " -1.051179 | \n",
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" 1.0 | \n",
- " 16.114720 | \n",
+ " 9.266898 | \n",
"
\n",
" \n",
" | 2 | \n",
- " 621.0 | \n",
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- " 1101.965517 | \n",
- " 154.448276 | \n",
- " 0.0 | \n",
- " 621.234621 | \n",
- " ... | \n",
- " 1096.191550 | \n",
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- " 4.316591 | \n",
- " 36.436919 | \n",
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- " 32.959735 | \n",
- " 67.112929 | \n",
- " 1.0 | \n",
- " 6.801699 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 604.0 | \n",
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- " 0.0 | \n",
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- " 1.0 | \n",
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- "
\n",
- " \n",
- " | 4 | \n",
- " 622.0 | \n",
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- " 870.380159 | \n",
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- " 988.793103 | \n",
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- " 0.0 | \n",
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- "
\n",
- " \n",
- " | 5 | \n",
- " 582.0 | \n",
+ " 581.0 | \n",
" 872.0 | \n",
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\n",
- " \n",
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- "
\n",
- " \n",
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- "
\n",
- " \n",
- " | 8 | \n",
- " 550.0 | \n",
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\n",
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- " 0.0 | \n",
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- "
\n",
- " \n",
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- " 694.0 | \n",
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" 156.034483 | \n",
" 0.0 | \n",
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- "
\n",
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- " | 11 | \n",
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\n",
- " \n",
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\n",
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- "
\n",
- " \n",
- " | 14 | \n",
- " 590.0 | \n",
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- " 0.0 | \n",
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- " ... | \n",
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- " 0.400615 | \n",
- " 0.138576 | \n",
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- " 1.0 | \n",
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- "
\n",
- " \n",
- " | 15 | \n",
- " 649.0 | \n",
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- " 649.465367 | \n",
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- " 942.482759 | \n",
- " 155.724138 | \n",
- " 0.0 | \n",
- " 649.404782 | \n",
- " ... | \n",
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"
\n",
" \n",
"\n",
- "685 rows × 44 columns
\n",
+ "692 rows × 44 columns
\n",
""
],
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- "690 692.0 872.0 691.790000 872.121000 691.789167 872.119167 \n",
- "691 831.0 872.0 831.516233 872.225635 831.515167 872.225500 \n",
- "692 848.0 872.0 847.907535 871.833039 847.906500 871.831333 \n",
- "693 409.0 873.0 409.434811 873.071812 409.434500 873.071500 \n",
- "694 486.0 873.0 486.054955 872.735571 486.053167 872.734167 \n",
- "695 582.0 873.0 582.197424 872.481489 582.196167 872.481167 \n",
- "696 677.0 873.0 677.042021 872.845070 677.040333 872.844167 \n",
- "697 791.0 873.0 790.599205 872.706802 790.598500 872.706667 \n",
- "698 702.0 874.0 702.368639 874.227008 702.368500 874.225500 \n",
- "699 625.0 879.0 625.148112 878.812197 625.146667 878.811167 \n",
- "700 512.0 938.0 512.179942 937.588318 512.179667 937.587500 \n",
- "701 381.0 1008.0 381.433481 1007.774945 381.432667 1007.774500 \n",
+ " Pixel X Pixel Y COM X COM Y COR COM X COR COM Y \\\n",
+ "0 274.0 855.0 273.680844 855.259179 273.680340 855.259630 \n",
+ "1 562.0 872.0 561.714516 872.382630 561.714357 872.382691 \n",
+ "2 581.0 872.0 580.918971 872.441410 580.918459 872.441721 \n",
+ "3 661.0 872.0 661.397199 872.316886 661.397699 872.316658 \n",
+ "4 689.0 872.0 688.902008 872.439284 688.902451 872.439720 \n",
+ ".. ... ... ... ... ... ... \n",
+ "697 444.0 873.0 443.737567 872.653214 443.737369 872.653327 \n",
+ "698 495.0 873.0 495.403632 872.762661 495.403702 872.762381 \n",
+ "699 680.0 873.0 679.937358 873.149703 679.937469 873.149575 \n",
+ "700 538.0 881.0 538.150103 880.543866 538.150575 880.543272 \n",
+ "701 2208.0 934.0 2208.233234 934.266726 2208.233617 934.266633 \n",
"\n",
- " Int Bgnd Overlap Fit X ... Fit 1DY Bgnd \\\n",
- "0 1041.310345 153.965517 0.0 420.161536 ... 1093.499255 \n",
- "1 1086.103448 154.655172 0.0 405.918282 ... 1105.498848 \n",
- "2 1101.965517 154.448276 0.0 621.234621 ... 1096.191550 \n",
- "3 964.517241 156.275862 0.0 604.314062 ... 1109.461108 \n",
- "4 988.793103 156.689655 0.0 621.894784 ... 1116.886435 \n",
- "5 962.413793 154.620690 0.0 582.049414 ... 1097.642029 \n",
- "6 977.793103 155.689655 0.0 490.743492 ... 1103.469694 \n",
- "7 1053.137931 155.206897 0.0 543.021672 ... 1098.895944 \n",
- "8 1088.137931 155.206897 0.0 550.272692 ... 1098.811295 \n",
- "9 989.655172 155.482759 0.0 721.666425 ... 1093.719571 \n",
- "10 941.689655 156.034483 0.0 694.099169 ... 1095.696681 \n",
- "11 933.724138 156.586207 0.0 888.230272 ... 1116.847724 \n",
- "12 1017.379310 155.068966 0.0 754.196895 ... 1096.386558 \n",
- "13 1008.413793 155.620690 0.0 440.318131 ... 1109.284871 \n",
- "14 929.206897 156.310345 0.0 590.365254 ... 1114.259855 \n",
- "15 942.482759 155.724138 0.0 649.404782 ... 1102.171084 \n",
- "20 880.655172 156.482759 0.0 893.454657 ... 1116.600000 \n",
- "21 1076.344828 155.517241 0.0 458.838046 ... 1104.800000 \n",
- "22 897.689655 157.034483 0.0 470.497080 ... 1119.400000 \n",
- "23 1098.620690 154.931034 0.0 592.401505 ... 1094.118720 \n",
- "29 994.000000 155.000000 0.0 456.152251 ... 1106.767618 \n",
- "30 1036.241379 156.862069 0.0 255.318114 ... 1107.643370 \n",
- "31 1013.310345 156.965517 0.0 436.132729 ... 1129.200000 \n",
- "32 982.310345 154.965517 0.0 577.742883 ... 1095.675132 \n",
- "33 905.137931 155.206897 0.0 649.318737 ... 1097.460896 \n",
- "34 1057.758621 157.137931 0.0 655.724105 ... 1114.703701 \n",
- "35 1044.965517 157.448276 0.0 748.066741 ... 1124.719141 \n",
- "36 1087.344828 156.517241 0.0 841.535961 ... 1109.706764 \n",
- "37 1112.137931 156.206897 0.0 276.163618 ... 1111.915912 \n",
- "38 982.000000 157.000000 0.0 571.214509 ... 1109.820157 \n",
- ".. ... ... ... ... ... ... \n",
- "671 1086.137931 156.206897 0.0 632.908006 ... 1110.268764 \n",
- "672 1057.793103 157.689655 0.0 645.909817 ... 1124.857383 \n",
- "673 1082.689655 156.034483 0.0 700.074170 ... 1099.126282 \n",
- "674 1075.241379 156.862069 0.0 725.075456 ... 1119.261458 \n",
- "675 981.310345 155.965517 0.0 755.446807 ... 1106.191859 \n",
- "676 1052.689655 156.034483 0.0 764.588041 ... 1107.924573 \n",
- "677 1048.655172 156.482759 0.0 781.709838 ... 1108.199904 \n",
- "678 1042.620690 156.931034 0.0 795.340905 ... 1109.292493 \n",
- "679 990.206897 156.310345 0.0 396.236259 ... 1111.365832 \n",
- "680 1151.551724 154.827586 0.0 448.366521 ... 1100.302468 \n",
- "682 1023.793103 156.689655 0.0 595.178536 ... 1115.942244 \n",
- "683 971.793103 157.689655 0.0 858.687902 ... 1119.588686 \n",
- "684 1135.137931 157.206897 0.0 460.247098 ... 1117.957937 \n",
- "685 1068.344828 155.517241 0.0 587.482919 ... 1112.711838 \n",
- "686 1066.068966 156.103448 0.0 604.643507 ... 1112.445867 \n",
- "687 1009.620690 155.931034 0.0 702.957444 ... 1114.940614 \n",
- "688 1007.517241 157.275862 0.0 515.551501 ... 1120.240436 \n",
- "689 1060.586207 156.379310 0.0 549.044910 ... 1107.498102 \n",
- "690 1101.000000 157.000000 0.0 691.834696 ... 1110.947158 \n",
- "691 1177.448276 157.172414 0.0 831.437672 ... 1119.009857 \n",
- "692 825.068966 156.103448 0.0 847.916431 ... 1111.058926 \n",
- "693 1093.310345 157.965517 0.0 409.419252 ... 1117.148392 \n",
- "694 980.517241 156.275862 0.0 485.997866 ... 1111.499027 \n",
- "695 959.586207 156.379310 0.0 582.174969 ... 1106.676526 \n",
- "696 1038.103448 157.655172 0.0 676.977150 ... 1113.565348 \n",
- "697 1109.137931 155.206897 0.0 790.531189 ... 1110.282291 \n",
- "698 1064.551724 157.827586 0.0 702.317044 ... 1118.654296 \n",
- "699 1135.000000 156.000000 0.0 625.111769 ... 1102.408133 \n",
- "700 1010.482759 158.724138 0.0 512.170327 ... 1131.587287 \n",
- "701 1033.000000 157.000000 0.0 381.341079 ... 1128.232664 \n",
+ " Int Bgnd Overlap Fit X ... Fit 1DY Amp \\\n",
+ "0 929.482759 156.724138 0.0 273.611529 ... 458.238985 \n",
+ "1 1088.965517 157.448276 0.0 561.670084 ... 538.669693 \n",
+ "2 994.689655 156.034483 0.0 580.952632 ... 474.944450 \n",
+ "3 1078.758621 156.137931 0.0 661.210969 ... 573.873523 \n",
+ "4 1114.344828 155.517241 0.0 688.928409 ... 573.285018 \n",
+ ".. ... ... ... ... ... ... \n",
+ "697 1011.482759 156.724138 0.0 443.672897 ... 488.622705 \n",
+ "698 1139.068966 155.103448 0.0 495.364856 ... 555.487871 \n",
+ "699 1039.551724 155.827586 0.0 679.920239 ... 527.393239 \n",
+ "700 879.655172 159.482759 0.0 538.100846 ... 470.865194 \n",
+ "701 930.793103 155.689655 0.0 2208.290804 ... 485.761771 \n",
"\n",
- " Fit 1DY Amp Fit 1DY Sigma Fit 1DY Err Y Fit 1DY Err Bgnd \\\n",
- "0 508.252606 0.312139 0.103103 26.253539 \n",
- "1 514.754031 0.331926 0.101591 28.355951 \n",
- "2 538.829575 0.241266 4.316591 36.436919 \n",
- "3 474.886648 0.630456 0.148201 57.304560 \n",
- "4 481.397476 0.506071 0.086492 29.975207 \n",
- "5 488.252904 0.538629 0.084605 40.812566 \n",
- "6 500.356070 0.399609 0.100550 32.163226 \n",
- "7 529.864196 0.418802 0.120588 36.819578 \n",
- "8 558.660467 0.456903 0.128809 49.949282 \n",
- "9 514.481501 0.483063 0.079516 31.786930 \n",
- "10 510.561617 0.541708 0.074494 31.902716 \n",
- "11 453.032965 0.398586 0.128360 32.448946 \n",
- "12 535.147048 0.425993 0.105169 37.418580 \n",
- "13 484.502950 0.495199 0.116470 40.360772 \n",
- "14 456.090506 0.400615 0.138576 38.189751 \n",
- "15 492.901205 0.507314 0.120197 40.417481 \n",
- "20 427.900000 0.018695 0.000000 0.000000 \n",
- "21 526.200000 0.077331 0.000000 0.000000 \n",
- "22 417.100000 0.136043 0.000000 0.000000 \n",
- "23 625.084479 0.481506 0.130866 55.457228 \n",
- "29 478.313337 0.377102 0.152233 33.858355 \n",
- "30 544.748219 0.554336 0.084614 45.102855 \n",
- "31 462.800000 0.006187 0.000000 0.000000 \n",
- "32 497.137039 0.461906 0.062738 21.163969 \n",
- "33 457.386865 0.437609 0.095305 27.500346 \n",
- "34 545.537046 0.499389 0.094650 35.552546 \n",
- "35 493.483006 0.306299 0.405806 46.439272 \n",
- "36 571.026327 0.519580 0.061840 32.836968 \n",
- "37 544.794308 0.457416 0.099840 36.496358 \n",
- "38 497.629452 0.412375 0.097737 29.574554 \n",
- ".. ... ... ... ... \n",
- "671 557.059327 0.419958 0.108895 37.893910 \n",
- "672 526.499159 0.469312 0.111436 38.863205 \n",
- "673 581.058335 0.625984 0.094013 44.317610 \n",
- "674 538.584899 0.550901 0.137903 54.994456 \n",
- "675 503.829576 0.648917 0.108616 42.889716 \n",
- "676 521.763995 0.432075 0.106922 35.637831 \n",
- "677 561.800336 0.513844 0.133115 51.083793 \n",
- "678 550.476276 0.471851 0.106863 39.062195 \n",
- "679 490.719588 0.453774 0.159617 50.872140 \n",
- "680 578.441361 0.426965 0.110783 38.354568 \n",
- "682 491.202145 0.375539 0.232090 50.236569 \n",
- "683 482.939599 0.487928 0.106033 34.922005 \n",
- "684 551.147219 0.373745 0.089110 29.211597 \n",
- "685 505.008565 0.292056 0.733994 39.967273 \n",
- "686 518.939464 0.401281 0.120874 35.771493 \n",
- "687 471.207852 0.395244 0.156519 47.083007 \n",
- "688 487.158475 0.372125 0.151717 40.879181 \n",
- "689 541.756643 0.440809 0.079297 33.813444 \n",
- "690 580.684946 0.432508 0.091075 34.473980 \n",
- "691 575.965501 0.325518 0.293754 46.448215 \n",
- "692 410.793758 0.408191 0.151318 38.109252 \n",
- "693 570.980628 0.396708 0.107102 38.754794 \n",
- "694 482.253404 0.366533 0.154727 30.304850 \n",
- "695 501.632179 0.546339 0.083071 39.160233 \n",
- "696 534.021281 0.437600 0.108556 38.770061 \n",
- "697 530.011981 0.372053 0.164724 37.333326 \n",
- "698 525.209962 0.394913 0.114720 33.448964 \n",
- "699 587.071535 0.411462 0.144985 52.731564 \n",
- "700 485.944494 0.448043 0.081109 31.996918 \n",
- "701 477.685675 0.383153 0.182186 43.237689 \n",
+ " Fit 1DY Sigma Fit 1DY Bgnd Fit 1DY Err Y Fit 1DY Err Amp \\\n",
+ "0 0.453043 1114.074576 0.088090 56.627072 \n",
+ "1 0.389961 1118.094373 0.075424 36.920352 \n",
+ "2 0.250000 1112.587300 0.000000 0.000000 \n",
+ "3 0.528529 1097.178994 0.070953 61.358638 \n",
+ "4 0.445840 1096.918566 0.077442 59.672009 \n",
+ ".. ... ... ... ... \n",
+ "697 0.250000 1114.964941 0.000000 0.000000 \n",
+ "698 0.365816 1107.574894 0.185802 80.100534 \n",
+ "699 0.494927 1105.601932 0.081214 65.228055 \n",
+ "700 0.608059 1127.181411 0.127116 74.724424 \n",
+ "701 0.467539 1097.068066 0.098517 67.829987 \n",
"\n",
- " Fit 1DY Err Amp Fit 1DY Err Sigma Fit 1DY Fnorm Fit 1DY Outcome \\\n",
- "0 60.158020 0.069012 52.504719 1.0 \n",
- "1 64.984595 0.070844 56.703423 1.0 \n",
- "2 91.550083 32.959735 67.112929 1.0 \n",
- "3 154.585735 0.295398 96.603504 1.0 \n",
- "4 73.447801 0.135327 56.630157 1.0 \n",
- "5 108.042770 0.243970 70.634564 1.0 \n",
- "6 73.918261 0.077556 64.180041 1.0 \n",
- "7 86.817982 0.182875 71.991010 1.0 \n",
- "8 122.295460 0.258280 94.435836 1.0 \n",
- "9 79.623711 0.176833 58.737061 1.0 \n",
- "10 82.245723 0.159986 57.088848 1.0 \n",
- "11 75.042754 0.141255 64.440571 1.0 \n",
- "12 86.223485 0.081596 74.516921 1.0 \n",
- "13 98.674259 0.188192 76.414441 1.0 \n",
- "14 87.945946 0.124043 76.088707 1.0 \n",
- "15 95.191889 0.107709 79.101274 1.0 \n",
- "20 0.000000 0.000000 67.000362 1.0 \n",
- "21 0.000000 0.000000 89.875352 1.0 \n",
- "22 0.000000 0.000000 60.784475 1.0 \n",
- "23 129.617053 0.116519 109.216285 1.0 \n",
- "29 78.557026 0.208666 67.069470 1.0 \n",
- "30 120.113679 0.234642 77.432071 1.0 \n",
- "31 0.000000 0.000000 57.055895 1.0 \n",
- "32 49.095959 0.051086 41.928703 1.0 \n",
- "33 64.020880 0.101128 54.330325 1.0 \n",
- "34 85.326069 0.120142 68.465884 1.0 \n",
- "35 106.569395 0.470930 92.771266 1.0 \n",
- "36 85.551982 0.168772 58.012925 1.0 \n",
- "37 84.710523 0.085531 72.273027 1.0 \n",
- "38 68.310271 0.094148 58.788831 1.0 \n",
- ".. ... ... ... ... \n",
- "671 87.563318 0.101660 75.301427 1.0 \n",
- "672 91.407331 0.122481 76.144492 1.0 \n",
- "673 119.068509 0.185341 75.148472 1.0 \n",
- "674 137.690527 0.213442 101.672030 1.0 \n",
- "675 116.212026 0.204382 71.834789 1.0 \n",
- "676 82.530928 0.100346 70.697827 1.0 \n",
- "677 120.281822 0.113699 99.998052 1.0 \n",
- "678 92.162224 0.122435 76.337030 1.0 \n",
- "679 118.915461 0.169476 100.176423 1.0 \n",
- "680 91.260271 0.183982 74.420448 1.0 \n",
- "682 119.940035 0.523692 97.188684 1.0 \n",
- "683 81.618647 0.090380 68.776410 1.0 \n",
- "684 67.036329 0.069593 58.354918 1.0 \n",
- "685 93.206055 1.681534 78.850929 1.0 \n",
- "686 82.680614 0.128249 71.069433 1.0 \n",
- "687 108.155295 0.118587 93.985862 1.0 \n",
- "688 93.887567 0.133204 81.612991 1.0 \n",
- "689 85.527737 0.249038 61.834024 1.0 \n",
- "690 79.672233 0.078615 68.497810 1.0 \n",
- "691 106.959308 0.402060 92.545915 1.0 \n",
- "692 87.861849 0.137417 75.861360 1.0 \n",
- "693 89.053756 0.083175 77.341988 1.0 \n",
- "694 70.844097 0.264721 59.672041 1.0 \n",
- "695 103.268304 0.218174 68.123255 1.0 \n",
- "696 89.516732 0.086456 77.089727 1.0 \n",
- "697 87.336348 0.277827 73.469657 1.0 \n",
- "698 77.250742 0.122625 66.496099 1.0 \n",
- "699 121.606810 0.130626 104.947206 1.0 \n",
- "700 81.168340 0.252711 58.325609 1.0 \n",
- "701 100.115573 0.228040 85.784511 1.0 \n",
+ " Fit 1DY Err Sigma Fit 1DY Err Bgnd Fit 1DY Fnorm Fit 1DY Outcome \\\n",
+ "0 13.336450 24.193443 47.590981 1.0 \n",
+ "1 -1.051179 15.039644 28.362212 1.0 \n",
+ "2 -0.000000 0.000000 44.684418 1.0 \n",
+ "3 0.625010 25.122727 47.609856 1.0 \n",
+ "4 -17.099031 23.541572 42.950304 1.0 \n",
+ ".. ... ... ... ... \n",
+ "697 -0.000000 0.000000 45.393635 1.0 \n",
+ "698 -1.237257 34.342047 67.744320 1.0 \n",
+ "699 0.894261 27.625279 53.952159 1.0 \n",
+ "700 1.117238 27.908166 47.554277 1.0 \n",
+ "701 2.816057 28.752354 56.194272 1.0 \n",
"\n",
" Fit 1DY StdErr \n",
- "0 10.908338 \n",
- "1 16.114720 \n",
- "2 6.801699 \n",
- "3 39.398138 \n",
- "4 5.423303 \n",
- "5 12.172359 \n",
- "6 12.909384 \n",
- "7 20.330219 \n",
- "8 18.083250 \n",
- "9 10.614651 \n",
- "10 11.156777 \n",
- "11 13.476929 \n",
- "12 5.818569 \n",
- "13 29.027280 \n",
- "14 18.673171 \n",
- "15 21.185688 \n",
- "20 11.360751 \n",
- "21 25.421775 \n",
- "22 26.889899 \n",
- "23 27.847612 \n",
- "29 28.363174 \n",
- "30 18.166078 \n",
- "31 18.697593 \n",
- "32 9.488707 \n",
- "33 15.887303 \n",
- "34 22.044265 \n",
- "35 17.643117 \n",
- "36 15.803290 \n",
- "37 4.892489 \n",
- "38 10.853542 \n",
+ "0 24.500075 \n",
+ "1 9.266898 \n",
+ "2 13.463239 \n",
+ "3 16.828770 \n",
+ "4 8.064309 \n",
".. ... \n",
- "671 16.229361 \n",
- "672 9.498773 \n",
- "673 26.293033 \n",
- "674 39.152334 \n",
- "675 27.995577 \n",
- "676 15.415361 \n",
- "677 32.577847 \n",
- "678 12.250614 \n",
- "679 17.744427 \n",
- "680 12.151409 \n",
- "682 21.304024 \n",
- "683 11.378250 \n",
- "684 15.262243 \n",
- "685 17.654968 \n",
- "686 23.951140 \n",
- "687 17.707398 \n",
- "688 22.523244 \n",
- "689 13.432322 \n",
- "690 18.246232 \n",
- "691 11.369412 \n",
- "692 16.577163 \n",
- "693 24.419955 \n",
- "694 18.483093 \n",
- "695 14.400256 \n",
- "696 5.221564 \n",
- "697 15.321962 \n",
- "698 16.210270 \n",
- "699 11.485270 \n",
- "700 7.451864 \n",
- "701 30.701460 \n",
+ "697 18.256193 \n",
+ "698 17.947386 \n",
+ "699 18.435903 \n",
+ "700 18.455631 \n",
+ "701 14.521217 \n",
"\n",
- "[685 rows x 44 columns]"
+ "[692 rows x 44 columns]"
]
},
- "execution_count": 54,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
@@ -2191,29 +761,27 @@
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 55,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2232,29 +800,27 @@
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 56,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2266,7 +832,7 @@
},
{
"cell_type": "code",
- "execution_count": 57,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
@@ -2275,20 +841,18 @@
"Text(0.5, 0, 'ADUs')"
]
},
- "execution_count": 57,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2304,7 +868,7 @@
},
{
"cell_type": "code",
- "execution_count": 58,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
@@ -2318,7 +882,7 @@
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
@@ -2327,20 +891,18 @@
"Text(0.5, 0, 'Pixel Fractional Coord')"
]
},
- "execution_count": 59,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2356,7 +918,7 @@
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -2365,20 +927,18 @@
"Text(0.5, 0, 'Pixel Fractional Coord')"
]
},
- "execution_count": 60,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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POGW9CyYJ8ETgAxtZftI4quqrVXVtG74JuAXYvsHtHWg9XRiMx/gB4EntPTgZeG9Vfb+qvgZc19Y3SBxVdWlV/d82ejmjc+qHsJluHX4BuLiqbq2q24CLgacOFOdy5iWv1xXLgLk9L3m9rlimlNtTzetFKQRHV9XNAO35/ivMd48k+5JcnmQpke8HfKuq7mjjm7nsf71xAJDkMYyq+fVjk1/fmpRvTnLYhNtfTxcGP5qn/c3/h9F7sJXdH0y6rtOA/z42vtzntFHrjeWft/f9A0mWLvqadZcQ85LXk8QCbHluz0terzeWcUPl9lTzeianjy4nyceBByzz0qsnWM2xVXVTkocCn0jyReDby8y34qlSWxQHSXYAfwLsrqo72+Qzgf/N6Au0B3gl8NpJVrvMtAP/lpXmWVfXHlsYx2jG5LnALuAJY5N/4nOqquuXW36LYvkz4D1V9f0kv8Hol+UT17nspsxLXm9hLEPk9rzk9XpjGc04bG5PNa/nphBU1ZNXei3JN5PsqKqbWxLessI6bmrPNyTZC/wM8EHgvkkOab8klu3SYivjSHIf4MPA71bV5WPrvrkNfj/Ju4CXrbStFayne46leW5Mcgjw08Ct61x2K+MgyZMZ/ZN5QlV9f2n6Cp/TRgvBerp1+Nux0f8MnDW27EkHLLt3g3Esa17yeqtiGSi35yWv1xvLNHJ7unm9FQc2hn4Ab+KuB7LeuMw8RwCHteGjgGtpB1eA93PXg2q/OWAchwKXAC9e5rUd7TnAW4A3TLj9Qxgd+DmOHx9AesQB8/wWdz2o9r42/AjuelDtBjZ+sHg9cSx9AY5f7+c0YCw7xoZ/Bbi8DR8JfK3FdEQbPrK3vJ51bs9LXs9Tbk87r6eS8Jt9MNoXeEl7Yy9Z+qMYNcve3oYfB3yxvWFfBE4bW/6hwF8xOpD0/qUPa6A4ngv8HXDl2OPE9tonWmxXAf8F+KkNxPCLwFdbIr66TXst8Iw2fI/2N17X/uaHji376rbcV4CnbfIzWSuOjwPfHHsPLlzrcxowln8HXN22eSnwD8aWfX57r64Dfr3HvJ6H3J6XvJ6n3J5mXntlsSR1blHOGpIkDcRCIEmdsxBIUucsBJLUOQuBJHWu60Iw1lPgVUnen+RebfqnNri+nUmuWmH67WO9BF6ZTfQUObbe5yV54Nj425OcsNn1LrONt67w2tPa5fTXJPlykj/Yym2PbefrSY4aYt0HK3N73dswt+m8EAC3V9WJVfVI4AfAbwBU1eMG2Nb1bVtLjx+Mv9iulpzU8xj1AglAVb2gqr60yTjXJckjgbcCz62qhwOPZHQBzGbXOzdXuy84c3uDeszt3gvBuMuAvweQ5Lvt+VeSfDwjO5J8NckDkmxL8qYkn2kdPv2rjWwwyWuS7EnyMeCP26+ry5J8tj0eNzbvK5J8Mcnnk7whyTMZXezz7vYr7J5J9ibZ1eZ/dpv/qiRnja3nu0le39ZzeZKj2/Rfzqif98+1v/noNcJ/BfD6qvoyjDoCq6o/aut6SEb9tC/1137sGtPPTXJOkkuBs5LcL8nHWiz/ieX7TtH6mdvm9uq28krJRXvQ+g5ndDn3BbT+3BnrU5zRVZK/DVwEPLtNO51RXyswurR9H6NLwXcCVy2znZ3A7fz4SsQ/bNNfA1wB3LON3wu4Rxs+HtjXhp8GfIof94G+dNXnXmDX2Hb2MvoCPRD4BqMugg9hdNXnKW2eAn65Db9x7O84gh/fuvQFwNlt+Hks3+f5Z4FHrfC+/hmjDslgdIXjn64x/dz2/m5r4/8B+L02/PQW81GzzpdFepjb5vYkj7ltqkzJPZNc2YYvA96xzDy/w+iy+cur6j1t2s8D/6j9coFRB1jHM7ocfCXXV9Vyd226sKpub8N3B96a0d2dfsjoRiAATwbeVa0P9Kq6dY2/69HA3qraD5Dk3cDPAn/KaDfBRW2+K4CntOFjgPMz6nDsUEb9k2zUPwX+WRv+E0ZfytWmA7y/qn7Yhn92ab6q+nCS2zYRS6/MbXN73XovBLevkMDjHgTcCRyd5G416nY3wO9U1UfHZ8zY7fMm8L2x4X/DqA+TRzHabff/llbNZF3rrtbc/LtqP0cYfSGXcuA/AudU1YVJTmL0i241VwP/hFE/J2tZKfbx6d9b5TVNztw2t9fNYwSryOjgzruAfwlcA7ykvfRR4IVJ7t7me1iSe2/BJn8auLl9IX+N0e3qAD4GPD8/PvPjyDb9O8Dhy6zn08ATkhyVZBvwbOB/rGPbf92Gd68j1jcBr0rysBbT3ZIsvT+fYtRDJMBzgL9YY/qBPtleJ8nTGDXttYXM7VV1l9u9twjW8irgsqq6rDWzP5Pkw8DbGe0b/WySAPvZ3G0Cl/wR8MEkz2LUm+D3AKrqz1uTel+SHwAfabGdC7wtye2Mmqa0+W9OcmZbR4CPVNUFa2z7NcD7k/w1o9vvHbfazFX1hSQvBt7TvsTFqJ96gH8NvDPJyxm9N7++xvQD/X5b72cZfcm/sUbsmpy5vYIec9veRyWpc+4akqTOWQgkqXMWAknqnIVAkjpnIZCkzlkIJKlzFgJJ6pyFQJI69/8B5MPCytw4OhoAAAAASUVORK5CYII=\n",
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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2394,19 +954,17 @@
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2424,19 +982,17 @@
},
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
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V1dVKT0/3tzmdTqWmpqq0tLSrYwLoAlwkC8AW1q9fr127dqm8vLzNserqakmSy+UKaHe5XDpw4ECH7+nz+QJWSq+vrw9SWgBWo0BBG1xVj65WVVWlOXPmaMuWLerbt2+H/RwOR8C+MaZN26ny8/O1ePHioOUE0HU4xQMg5Hbu3KmamhqNHDlSERERioiIUElJif7nf/5HERER/pmT1pmUVjU1NW1mVU6Vm5ururo6/1ZVVWXp5wAQPMygAAi5G2+8UXv27Alou+eee3TppZdqwYIFuuiii+R2u1VcXKwRI0ZIkhobG1VSUqIlS5Z0+L5Op1NOp9PS7ACsQYECIOSio6OVnJwc0NavXz8NGDDA356dna28vDwlJSUpKSlJeXl5ioqKUmZmZigiA7AYBQqAsDB//nydOHFCWVlZqq2tVUpKirZs2cJK6EA3RYECwJa2bdsWsO9wOOT1euX1ekOSB0DX4iJZAABgOxQoAADAdihQAACA7VCgAAAA26FAAQAAtsNdPACAbunUZTv2Pz0hhElwLoI+g+L1euVwOAI2t9vtP26MkdfrlcfjUWRkpNLS0rR3795gxwAAAGHMklM8Q4cO1cGDB/3bqY+wXrp0qZYtW6bly5ervLxcbrdb48ePV0NDgxVRAABAGLKkQImIiJDb7fZvF1xwgaSTsycFBQVauHChJk+erOTkZBUWFur48eMqKiqyIgoAAAhDlhQo+/btk8fjUWJioqZOnapPP/1UklRZWanq6mqlp6f7+zqdTqWmpqq0tLTD9/P5fKqvrw/YAAA4W0NyNvk3hIegFygpKSl66aWXtHnzZq1evVrV1dUaM2aMDh8+7F8q/fTl0V0uV5tl1E+Vn5+v2NhY/xYfHx/s2AAAwEaCXqBkZGTo9ttv17BhwzRu3Dht2nSyWi0sLPT3cTgcAa8xxrRpO1Vubq7q6ur8W1VVVbBjAwAAG7H8OSj9+vXTsGHDtG/fPv/dPKfPltTU1LSZVTmV0+lUTExMwAYAALovywsUn8+nv/3tb4qLi1NiYqLcbreKi4v9xxsbG1VSUqIxY8ZYHQUAAISJoD+obd68eZo0aZIGDx6smpoaPfnkk6qvr9eMGTPkcDiUnZ2tvLw8JSUlKSkpSXl5eYqKilJmZmawowAAgDAV9ALl888/15133qlDhw7pggsu0OjRo7V9+3YlJCRIkubPn68TJ04oKytLtbW1SklJ0ZYtWxQdHR3sKAAAIEwFvUBZv379GY87HA55vV55vd5gf2l0U2e6LZDHVwNA98RaPAAAy7EuDjqL1YwBAIDtUKAAAADboUABAAC2wzUoAIAuxXo4OBvMoAAAANuhQAEAALbDKZ4eiilWAICdMYMCAABshwIFAADYDgUKAACwHQoUACGXn5+vq6++WtHR0Ro0aJBuvfVWffTRRwF9jDHyer3yeDyKjIxUWlqa9u7dG6LEAKxGgQIg5EpKSjRr1ixt375dxcXF+vrrr5Wenq5jx475+yxdulTLli3T8uXLVV5eLrfbrfHjx6uhoSGEyQFYhbt4AITcH//4x4D9tWvXatCgQdq5c6e+973vyRijgoICLVy4UJMnT5YkFRYWyuVyqaioSDNnzgxFbAAWYgYFgO3U1dVJkvr37y9JqqysVHV1tdLT0/19nE6nUlNTVVpaGpKMAKzFDAoAWzHGaO7cubruuuuUnJwsSaqurpYkuVyugL4ul0sHDhzo8L18Pp98Pp9/v76+3oLEAKzADAoAW5k9e7bef/99vfLKK22OORyOgH1jTJu2U+Xn5ys2Nta/xcfHBz0vAGtQoACwjYceekivv/663nzzTV144YX+drfbLenfMymtampq2syqnCo3N1d1dXX+raqqyprgAIKOAgVAyBljNHv2bL366qvaunWrEhMTA44nJibK7XaruLjY39bY2KiSkhKNGTOmw/d1Op2KiYkJ2ACEB65BARBys2bNUlFRkX73u98pOjraP1MSGxuryMhIORwOZWdnKy8vT0lJSUpKSlJeXp6ioqKUmZkZ4vQArBD0GZSzeeDS3XffLYfDEbCNHj062FEAhImVK1eqrq5OaWlpiouL828bNmzw95k/f76ys7OVlZWlUaNG6YsvvtCWLVsUHR0dwuQIR0NyNvk32FfQZ1BaH7h09dVX6+uvv9bChQuVnp6uiooK9evXz9/v5ptv1tq1a/37ffr0CXaUHo9fPoQLY8w39nE4HPJ6vfJ6vdYHAhByQS9QvumBS62cTqf/wjcAAIBTWX6R7OkPXGq1bds2DRo0SBdffLHuv/9+1dTUdPgePp9P9fX1ARsAAOi+LC1Q2nvgkiRlZGTo5Zdf1tatW/XMM8+ovLxcN9xwQ8ADlU7FswwAAOhZLL2Lp/WBS++8805A+x133OH/d3JyskaNGqWEhARt2rTJv87GqXJzczV37lz/fn19PUUKAADdmGUFSusDl956662ABy61Jy4uTgkJCdq3b1+7x51Op5xOpxUxAQCADQW9QDHG6KGHHtLGjRu1bdu2Ng9cas/hw4dVVVWluLi4YMcBAIRIONxJeGrG/U9PCGESnC7o16DMmjVL69atU1FRkf+BS9XV1Tpx4oQk6ejRo5o3b57Kysq0f/9+bdu2TZMmTdLAgQN12223BTsOAAAIQ0GfQVm5cqUkKS0tLaB97dq1uvvuu9WrVy/t2bNHL730ko4cOaK4uDhdf/312rBhAw9cAgAAkiw6xXMmkZGR2rx5c7C/LAAA6EZYLBAAANgOBQoAALAdChQAAGA7lj6oDdYLh9v4AADoLGZQAACA7VCgAAAA2+EUD8LamU5x8VRIAAhfzKAAAADbYQYFAIDTsEZP6DGDAgAAbIcZFABA0ITzow/COXt3xAwKAACwHWZQAADnhOs0YCVmUAAAgO1QoAAAANuhQAEAALbDNShhgCvLASB0uNYmNJhBAQAAtsMMCgDgrDGji64S0hmUFStWKDExUX379tXIkSP19ttvhzIOgDDAuAH0DCGbQdmwYYOys7O1YsUKjR07Vr/85S+VkZGhiooKDR48OFSx0I180196nEsOP4wbXaez1130lJkVrkfpOiGbQVm2bJnuu+8+/eQnP9Fll12mgoICxcfHa+XKlaGKBMDmGDeAniMkMyiNjY3auXOncnJyAtrT09NVWloaikgh11P++kD4a/1ZbfEd79Kvy7gB9CwhKVAOHTqk5uZmuVyugHaXy6Xq6uo2/X0+n3w+n3+/rq5OklRfX29t0C7U1YM9utfPT1dq/Vlt/a8xpku+bmfHDalnjB1WOXVMOvX7xVj1b/wcdV7r9+xsxo2Q3sXjcDgC9o0xbdokKT8/X4sXL27THh8fb1k2dH+xBaFO0D00NDQoNja2y77e2Y4bEmNHsPC70j6+L+fubMaNkBQoAwcOVK9evdr81VNTU9PmryNJys3N1dy5c/37LS0t+te//qUBAwZ0ODCdq/r6esXHx6uqqkoxMTFBfW+rkLlrkDmQMUYNDQ3yeDxBfd+OdHbckLpu7AjHnw0pPHOTuWtYlbkz40ZICpQ+ffpo5MiRKi4u1m233eZvLy4u1g9+8IM2/Z1Op5xOZ0DbeeedZ2nGmJiYsPlBakXmrkHmf+vKmZPOjhtS148d4fizIYVnbjJ3DSsyn+24EbJTPHPnztX06dM1atQoXXvttVq1apU+++wzPfDAA6GKBMDmGDeAniNkBcodd9yhw4cP64knntDBgweVnJys3//+90pISAhVJAA2x7gB9BwhvUg2KytLWVlZoYzQhtPp1KJFi9pMC9sZmbsGme2BcSN4wjE3mbuGHTI7TFfdIwgAAHCWWM0YAADYDgUKAACwHQoUAABgOxQoAADAdihQJNXW1mr69OmKjY1VbGyspk+friNHjpz162fOnCmHw6GCggLLMp6us5mbmpq0YMECDRs2TP369ZPH49Fdd92lL7/80rKMK1asUGJiovr27auRI0fq7bffPmP/kpISjRw5Un379tVFF12kF154wbJsHelM5ldffVXjx4/XBRdcoJiYGF177bXavHlzF6Y9qbPf51Z//vOfFRERoSuvvNLagN0U44Y1wnHckBg7LGFgbr75ZpOcnGxKS0tNaWmpSU5ONhMnTjyr127cuNEMHz7ceDwe8+yzz1ob9BSdzXzkyBEzbtw4s2HDBvPhhx+asrIyk5KSYkaOHGlJvvXr15vevXub1atXm4qKCjNnzhzTr18/c+DAgXb7f/rppyYqKsrMmTPHVFRUmNWrV5vevXub3/zmN5bkC0bmOXPmmCVLlph3333XfPzxxyY3N9f07t3b7Nq1y7aZWx05csRcdNFFJj093QwfPrxrwnYzjBvBF47jxrnkZuw4Oz2+QKmoqDCSzPbt2/1tZWVlRpL58MMPz/jazz//3Hz3u981H3zwgUlISOiygebbZD7Vu+++ayR94w/kubjmmmvMAw88ENB26aWXmpycnHb7z58/31x66aUBbTNnzjSjR48OeraOdDZzey6//HKzePHiYEfr0LlmvuOOO8zPfvYzs2jRIgqUc8C4wbhxKsYOa/T4UzxlZWWKjY1VSkqKv2306NGKjY1VaWlph69raWnR9OnT9dhjj2no0KFdEdXvXDOfrq6uTg6HI+hrkzQ2Nmrnzp1KT08PaE9PT+8wX1lZWZv+N910k3bs2KGmpqag5mvPuWQ+XUtLixoaGtS/f38rIrZxrpnXrl2rv//971q0aJHVEbstxg3GjVaMHdYJ6ZNk7aC6ulqDBg1q0z5o0KA2q6aeasmSJYqIiNDDDz9sZbx2nWvmU3311VfKyclRZmZm0BeCOnTokJqbm9usMOtyuTrMV11d3W7/r7/+WocOHVJcXFxQM57uXDKf7plnntGxY8c0ZcoUKyK2cS6Z9+3bp5ycHL399tuKiOjxv/7njHGDcaMVY4d1uu0MitfrlcPhOOO2Y8cOSWp32XVjTIfLse/cuVO/+MUv9OKLLwZ1yXYrM5+qqalJU6dOVUtLi1asWBG0/Kc7Pcs35Wuvf3vtVups5lavvPKKvF6vNmzY0O7/BKx0tpmbm5uVmZmpxYsX6+KLL+6qeGGFcaNjjBtnxtgRfN32T6jZs2dr6tSpZ+wzZMgQvf/++/rHP/7R5tg///nPNtVlq7fffls1NTUaPHiwv625uVmPPvqoCgoKtH//fttlbtXU1KQpU6aosrJSW7dutWTp74EDB6pXr15tKvGampoO87nd7nb7R0REaMCAAUHPeLpzydxqw4YNuu+++/TrX/9a48aNszJmgM5mbmho0I4dO/Tee+9p9uzZkk5OLRtjFBERoS1btuiGG27okux2xbjRPsaNjjF2WDh2WHqFSxhovXDsL3/5i79t+/btZ7xw7NChQ2bPnj0Bm8fjMQsWLOjUxWZdmdkYYxobG82tt95qhg4dampqaizNeM0115gHH3wwoO2yyy4748Vul112WUDbAw880OUXyXYmszHGFBUVmb59+5qNGzdanK59ncnc3Nzc5uf2wQcfNJdcconZs2ePOXr0aFfFDnuMG9YIx3HDGMYOq8aOHl+gGHPy1rsrrrjClJWVmbKyMjNs2LA2t95dcskl5tVXX+3wPbryanxjOp+5qanJ3HLLLebCCy80u3fvNgcPHvRvPp8v6Plab2Fbs2aNqaioMNnZ2aZfv35m//79xhhjcnJyzPTp0/39W28XfOSRR0xFRYVZs2ZNyG4zPtvMRUVFJiIiwjz//PMB388jR47YNvPpuIvn3DFuMG6ca27GjrNDgWKMOXz4sJk2bZqJjo420dHRZtq0aaa2tjagjySzdu3aDt+jqweazmaurKw0ktrd3nzzTUsyPv/88yYhIcH06dPHXHXVVaakpMR/bMaMGSY1NTWg/7Zt28yIESNMnz59zJAhQ8zKlSstyXUmncmcmpra7vdzxowZts18OgqUc8e48aYlGcNx3DCGscMKDmP+/xVFAAAANtFt7+IBAADhiwIFAADYDgUKAACwHQoUAABgOxQoAADAdihQAACA7VCgAAAA26FAAQAAtkOBAgAAbIcCBQAA2E5EqAOci5aWFn355ZeKjo6Ww+EIdRygRzLGqKGhQR6PR9/5Tnj8rcPYAYRWp8YNS1f6sUhVVVWHC1ixsbF17VZVVfWtf6ebmprMwoULzZAhQ0zfvn1NYmKiWbx4sWlubvb3aWlpMYsWLTJxcXGmb9++JjU11XzwwQeMHWxsYbidzbgRljMo0dHRkqSqqirFxMSEOA3QM9XX1ys+Pt7/+/htLFmyRC+88IIKCws1dOhQ7dixQ/fcc49iY2M1Z84cSdLSpUu1bNkyvfjii7r44ov15JNPavz48froo4/OOgNjBxBanRk3wrJAaZ2ajYmJYZABQiwYp0rKysr0gx/8QBMmTJAkDRkyRK+88op27NghSTLGqKCgQAsXLtTkyZMlSYWFhXK5XCoqKtLMmTM7lZWxAwitsxk3wuPEMYBu7brrrtOf/vQnffzxx5Kkv/71r3rnnXf0/e9/X5JUWVmp6upqpaen+1/jdDqVmpqq0tLSDt/X5/Opvr4+YAMQHsJyBgVA97JgwQLV1dXp0ksvVa9evdTc3KynnnpKd955pySpurpakuRyuQJe53K5dODAgQ7fNz8/X4sXL7YuOADLMIMCIOQ2bNigdevWqaioSLt27VJhYaH++7//W4WFhQH9Tp8WNsaccao4NzdXdXV1/q2qqsqS/ACCjxkUACH32GOPKScnR1OnTpUkDRs2TAcOHFB+fr5mzJght9st6eRMSlxcnP91NTU1bWZVTuV0OuV0Oq0ND8ASzKAACLnjx4+3eSZCr1691NLSIklKTEyU2+1WcXGx/3hjY6NKSko0ZsyYLs0KoGswg4KQGZKz6YzH9z89oYuSINQmTZqkp556SoMHD9bQoUP13nvvadmyZbr33nslnTy1k52drby8PCUlJSkpKUl5eXmKiopSZmZmiNPDKqeOEYwHPQ8FCoCQe+655/T4448rKytLNTU18ng8mjlzpn7+85/7+8yfP18nTpxQVlaWamtrlZKSoi1btgTlOSwA7IcCBUDIRUdHq6CgQAUFBR32cTgc8nq98nq9XZYLQOhwDQoAALAdChQAAGA7nS5Q3nrrLU2aNEkej0cOh0OvvfZawPG7775bDocjYBs9enRAH5/Pp4ceekgDBw5Uv379dMstt+jzzz//Vh8EAAB0H50uUI4dO6bhw4dr+fLlHfa5+eabdfDgQf/2+9//PuB4dna2Nm7cqPXr1+udd97R0aNHNXHiRDU3N3f+EwAAgG6n0xfJZmRkKCMj44x9nE6n/8FKp6urq9OaNWv0q1/9SuPGjZMkrVu3TvHx8XrjjTd00003dTYSAADoZiy5BmXbtm0aNGiQLr74Yt1///2qqanxH9u5c6eampoCFv3yeDxKTk7ucNEvFvwCAKBnCXqBkpGRoZdffllbt27VM888o/Lyct1www3y+XySTj6quk+fPjr//PMDXudyufwLgp0uPz9fsbGx/i0+Pj7YsQEAgI0E/Tkod9xxh//fycnJGjVqlBISErRp0yZNnjy5w9edadGv3NxczZ07179fX19PkQIAQDdm+W3GcXFxSkhI0L59+yRJbrdbjY2Nqq2tDeh3pkW/nE6nYmJiAjYAANB9WV6gHD58WFVVVf4VSEeOHKnevXsHLPp18OBBffDBByz6BQAAJJ3DKZ6jR4/qk08+8e9XVlZq9+7d6t+/v/r37y+v16vbb79dcXFx2r9/v376059q4MCBuu222yRJsbGxuu+++/Too49qwIAB6t+/v+bNm6dhw4b57+oBAAA9W6cLlB07duj666/377deGzJjxgytXLlSe/bs0UsvvaQjR44oLi5O119/vTZs2BCwoNezzz6riIgITZkyRSdOnNCNN96oF198Ub169QrCRwIAAOGu0wVKWlqajDEdHt+8efM3vkffvn313HPP6bnnnuvslwcAAD0AqxnDUkNyNoU6AgAgDLFYIAAAsB0KFAAAYDsUKAAAwHYoUAAAgO1QoAAAANuhQAEAALbDbcYAAFvh8QSQmEEBAAA2RIECAABshwIFAADYDtegAADCSnvXqOx/ekIIksBKzKAAAADboUABAAC2Q4ECAABshwIFAADYDgUKAACwHQoUALbwxRdf6Mc//rEGDBigqKgoXXnlldq5c6f/uDFGXq9XHo9HkZGRSktL0969e0OYGF1pSM4m/4aegQIFQMjV1tZq7Nix6t27t/7whz+ooqJCzzzzjM477zx/n6VLl2rZsmVavny5ysvL5Xa7NX78eDU0NIQuOADL8BwUACG3ZMkSxcfHa+3atf62IUOG+P9tjFFBQYEWLlyoyZMnS5IKCwvlcrlUVFSkmTNndnVkABZjBgVAyL3++usaNWqUfvSjH2nQoEEaMWKEVq9e7T9eWVmp6upqpaen+9ucTqdSU1NVWlra4fv6fD7V19cHbADCAwUKgJD79NNPtXLlSiUlJWnz5s164IEH9PDDD+ull16SJFVXV0uSXC5XwOtcLpf/WHvy8/MVGxvr3+Lj4637EACCigIFQMi1tLToqquuUl5enkaMGKGZM2fq/vvv18qVKwP6ORyOgH1jTJu2U+Xm5qqurs6/VVVVWZIfQPBRoAAIubi4OF1++eUBbZdddpk+++wzSZLb7ZakNrMlNTU1bWZVTuV0OhUTExOwAQgPFCgAQm7s2LH66KOPAto+/vhjJSQkSJISExPldrtVXFzsP97Y2KiSkhKNGTOmS7MC6BrcxQMg5B555BGNGTNGeXl5mjJlit59912tWrVKq1atknTy1E52drby8vKUlJSkpKQk5eXlKSoqSpmZmSFOD8AKFCgAQu7qq6/Wxo0blZubqyeeeEKJiYkqKCjQtGnT/H3mz5+vEydOKCsrS7W1tUpJSdGWLVsUHR0dwuQArEKBAsAWJk6cqIkTJ3Z43OFwyOv1yuv1dl0oACHDNSgAAMB2KFAAAIDtUKAAAADboUABAAC2Q4ECAABshwIFAADYDgUKAACwHQoUAABgOxQoAADAdihQAACA7VCgAAAA2+l0gfLWW29p0qRJ8ng8cjgceu211wKOG2Pk9Xrl8XgUGRmptLQ07d27N6CPz+fTQw89pIEDB6pfv3665ZZb9Pnnn3+rDwIAALqPThcox44d0/Dhw7V8+fJ2jy9dulTLli3T8uXLVV5eLrfbrfHjx6uhocHfJzs7Wxs3btT69ev1zjvv6OjRo5o4caKam5vP/ZMAAIBuo9OrGWdkZCgjI6PdY8YYFRQUaOHChZo8ebIkqbCwUC6XS0VFRZo5c6bq6uq0Zs0a/epXv9K4ceMkSevWrVN8fLzeeOMN3XTTTd/i4wAAgO6g0wXKmVRWVqq6ulrp6en+NqfTqdTUVJWWlmrmzJnauXOnmpqaAvp4PB4lJyertLSUAgV+Q3I2dXhs/9MTujAJALs7dbxgfOgeglqgVFdXS5JcLldAu8vl0oEDB/x9+vTpo/PPP79Nn9bXn87n88nn8/n36+vrgxkbAADYjCV38TgcjoB9Y0ybttOdqU9+fr5iY2P9W3x8fNCyAgAA+wlqgeJ2uyWpzUxITU2Nf1bF7XarsbFRtbW1HfY5XW5ururq6vxbVVVVMGMDAACbCWqBkpiYKLfbreLiYn9bY2OjSkpKNGbMGEnSyJEj1bt374A+Bw8e1AcffODvczqn06mYmJiADQCA9gzJ2XTGa9gQHjp9DcrRo0f1ySef+PcrKyu1e/du9e/fX4MHD1Z2drby8vKUlJSkpKQk5eXlKSoqSpmZmZKk2NhY3XfffXr00Uc1YMAA9e/fX/PmzdOwYcP8d/UAAICerdMFyo4dO3T99df79+fOnStJmjFjhl588UXNnz9fJ06cUFZWlmpra5WSkqItW7YoOjra/5pnn31WERERmjJlik6cOKEbb7xRL774onr16hWEjwQAAMKdwxhjQh2is+rr6xUbG6u6ujpO94RYqKZRuY0w9MLx9zAcM/dEwRpXGCfspzO/g6zFAwAAbIcCBQAA2A4FCgAAsB0KFAAAYDsUKAAAwHYoUAAAgO0EdbFAAADOBU9+xemYQQEAALZDgQLAdvLz8+VwOJSdne1vM8bI6/XK4/EoMjJSaWlp2rt3b+hCArAUBQoAWykvL9eqVat0xRVXBLQvXbpUy5Yt0/Lly1VeXi63263x48eroaEhREkBWIkCBYBtHD16VNOmTdPq1at1/vnn+9uNMSooKNDChQs1efJkJScnq7CwUMePH1dRUVEIEwOwCgUKANuYNWuWJkyY0GZl88rKSlVXVys9Pd3f5nQ6lZqaqtLS0g7fz+fzqb6+PmADEB64iweALaxfv167du1SeXl5m2PV1dWSJJfLFdDucrl04MCBDt8zPz9fixcvDm5QhI1T7wxi4cDwwwwKgJCrqqrSnDlztG7dOvXt27fDfg6HI2DfGNOm7VS5ubmqq6vzb1VVVUHLDMBazKAACLmdO3eqpqZGI0eO9Lc1Nzfrrbfe0vLly/XRRx9JOjmTEhcX5+9TU1PTZlblVE6nU06n07rgACzDDAqAkLvxxhu1Z88e7d6927+NGjVK06ZN0+7du3XRRRfJ7XaruLjY/5rGxkaVlJRozJgxIUwOwCrMoAAIuejoaCUnJwe09evXTwMGDPC3Z2dnKy8vT0lJSUpKSlJeXp6ioqKUmZkZisgIEp4gi45QoAAIC/Pnz9eJEyeUlZWl2tpapaSkaMuWLYqOjg51NAAWoEABYEvbtm0L2Hc4HPJ6vfJ6vSHJA6BrcQ0KAACwHQoUAABgOxQoAADAdihQAACA7VCgAAAA26FAAQAAtkOBAgAAbIcCBQAA2A4FCgAAsB2eJItvxFoZAICuxgwKAACwHQoUAABgO5ziAQB0KU4b42wwgwIAAGyHAgUAANgOBQoAALAdChQAAGA7FCgAAMB2KFAAAN3ekJxN3D0UZihQAACA7VCgAAAA2wl6geL1euVwOAI2t9vtP26MkdfrlcfjUWRkpNLS0rR3795gxwAAAGHMkhmUoUOH6uDBg/5tz549/mNLly7VsmXLtHz5cpWXl8vtdmv8+PFqaGiwIgoAAAhDlhQoERERcrvd/u2CCy6QdHL2pKCgQAsXLtTkyZOVnJyswsJCHT9+XEVFRVZEAQAAYciSAmXfvn3yeDxKTEzU1KlT9emnn0qSKisrVV1drfT0dH9fp9Op1NRUlZaWdvh+Pp9P9fX1ARsAAOi+gl6gpKSk6KWXXtLmzZu1evVqVVdXa8yYMTp8+LCqq6slSS6XK+A1LpfLf6w9+fn5io2N9W/x8fHBjg0AAGwk6AVKRkaGbr/9dg0bNkzjxo3Tpk0n7zsvLCz093E4HAGvMca0aTtVbm6u6urq/FtVVVWwYwMAABux/Dbjfv36adiwYdq3b5//bp7TZ0tqamrazKqcyul0KiYmJmADAADdl+UFis/n09/+9jfFxcUpMTFRbrdbxcXF/uONjY0qKSnRmDFjrI4CAADCRESw33DevHmaNGmSBg8erJqaGj355JOqr6/XjBkz5HA4lJ2drby8PCUlJSkpKUl5eXmKiopSZmZmsKMAAIAwFfQZlM8//1x33nmnLrnkEk2ePFl9+vTR9u3blZCQIEmaP3++srOzlZWVpVGjRumLL77Qli1bFB0dHewoAMJEfn6+rr76akVHR2vQoEG69dZb9dFHHwX04SGPQM8S9AJl/fr1+vLLL9XY2KgvvvhCv/3tb3X55Zf7jzscDnm9Xh08eFBfffWVSkpKlJycHOwYAMJISUmJZs2ape3bt6u4uFhff/210tPTdezYMX8fHvII9CxBP8UDAJ31xz/+MWB/7dq1GjRokHbu3Knvfe97bR7yKJ28M9DlcqmoqEgzZ84MRWyEoVNXNN7/9IQQJsE3oUBBWPqmZdMZeMJbXV2dJKl///6Svvkhjx0VKD6fTz6fz7/PQx6B8MFqxgBsxRijuXPn6rrrrvOf/uUhj0DPQ4ECwFZmz56t999/X6+88kqbYzzkEeg5OMWDbzxdAnSVhx56SK+//rreeustXXjhhf72Ux/yGBcX528/m4c8Op1O6wIDsAwzKABCzhij2bNn69VXX9XWrVuVmJgYcJyHPAI9DzMoAEJu1qxZKioq0u9+9ztFR0f7ryuJjY1VZGQkD3kEeiAKFAAht3LlSklSWlpaQPvatWt19913Szr5kMcTJ04oKytLtbW1SklJ4SGPQDdGgQIg5Iwx39in9SGPXq/X+kAAQo5rUAAAgO1QoAAAANuhQAEAALZDgQIAAGyHAgUAANgOBQoAALAdChQAAGA7FCgAAMB2KFAAAIDtUKAAAADb4VH3AADLDcnZFOoICDPMoAAAANuhQAEAALZDgQIAAGyHa1AAAJbh2hOcK2ZQAACA7VCgAAAA26FAAQAAtsM1KD0A54ABAOGGGRQAAGA7zKAAAIKKWVsEAzMoAADAdphBQbd0pr/g9j89oQuTALCr9sYJxgf7YAYFAADYDgUKAACwHQoUAABgO1yDAgBAO069RoVrU7oeBUo3wW19AIDuhAIFAHDOWv846i4zDB39sdfdPmc44BoUAABgOyGdQVmxYoX+67/+SwcPHtTQoUNVUFCg//zP/wxlJPQA33Q6jL+Q7I1xI3SYRUBXClmBsmHDBmVnZ2vFihUaO3asfvnLXyojI0MVFRUaPHhwqGKFFA8XA86McQPoOUJWoCxbtkz33XeffvKTn0iSCgoKtHnzZq1cuVL5+fmhimVbXAQLMG4APUlICpTGxkbt3LlTOTk5Ae3p6ekqLS1t09/n88nn8/n36+rqJEn19fXWBu1iLb7joY4ASYMf+XWHxz5YfFMXJrG31t8/Y0yXfL3OjhtSzxk7ukrrGHXq9+9Mbd0RPzvfTmfGjZAUKIcOHVJzc7NcLldAu8vlUnV1dZv++fn5Wrx4cZv2+Ph4yzIC7YktCHUC+2loaFBsbKzlX6ez44bE2GGV9n4PesrvRk/5nFY7m3EjpBfJOhyOgH1jTJs2ScrNzdXcuXP9+y0tLfrXv/6lAQMGtNv/26ivr1d8fLyqqqoUExMT1Pe2Cpm7BpkDGWPU0NAgj8cT1Pf9Jmc7bkhdN3aE48+GFJ65ydw1rMrcmXEjJAXKwIED1atXrzZ/9dTU1LT560iSnE6nnE5nQNt5551nZUTFxMSEzQ9SKzJ3DTL/W1fMnLTq7Lghdf3YEY4/G1J45iZz17Ai89mOGyF5DkqfPn00cuRIFRcXB7QXFxdrzJgxoYgEwOYYN4CeJWSneObOnavp06dr1KhRuvbaa7Vq1Sp99tlneuCBB0IVCYDNMW4APUfICpQ77rhDhw8f1hNPPKGDBw8qOTlZv//975WQkBCqSJJOTgkvWrSozbSwnZG5a5A59Bg3giscc5O5a9ghs8N01T2CAAAAZ4m1eAAAgO1QoAAAANuhQAEAALZDgQIAAGyHAkVSbW2tpk+frtjYWMXGxmr69Ok6cuTIWb9+5syZcjgcKigosCzj6TqbuampSQsWLNCwYcPUr18/eTwe3XXXXfryyy8ty7hixQolJiaqb9++GjlypN5+++0z9i8pKdHIkSPVt29fXXTRRXrhhRcsy9aRzmR+9dVXNX78eF1wwQWKiYnRtddeq82bN3dh2pM6+31u9ec//1kRERG68sorrQ3YTTFuWCMcxw2JscMSBubmm282ycnJprS01JSWlprk5GQzceLEs3rtxo0bzfDhw43H4zHPPvustUFP0dnMR44cMePGjTMbNmwwH374oSkrKzMpKSlm5MiRluRbv3696d27t1m9erWpqKgwc+bMMf369TMHDhxot/+nn35qoqKizJw5c0xFRYVZvXq16d27t/nNb35jSb5gZJ4zZ45ZsmSJeffdd83HH39scnNzTe/evc2uXbtsm7nVkSNHzEUXXWTS09PN8OHDuyZsN8O4EXzhOG6cS27GjrPT4wuUiooKI8ls377d31ZWVmYkmQ8//PCMr/3888/Nd7/7XfPBBx+YhISELhtovk3mU7377rtG0jf+QJ6La665xjzwwAMBbZdeeqnJyclpt//8+fPNpZdeGtA2c+ZMM3r06KBn60hnM7fn8ssvN4sXLw52tA6da+Y77rjD/OxnPzOLFi2iQDkHjBuMG6di7LBGjz/FU1ZWptjYWKWkpPjbRo8erdjY2A6XcJdOLjo2ffp0PfbYYxo6dGhXRPU718ynq6urk8PhCPraJI2Njdq5c6fS09MD2tPT0zvMV1ZW1qb/TTfdpB07dqipqSmo+dpzLplP19LSooaGBvXv39+KiG2ca+a1a9fq73//uxYtWmR1xG6LcYNxoxVjh3VCupqxHVRXV2vQoEFt2gcNGtThEu6StGTJEkVEROjhhx+2Ml67zjXzqb766ivl5OQoMzMz6AtBHTp0SM3NzW0WcHO5XB3mq66ubrf/119/rUOHDikuLi6oGU93LplP98wzz+jYsWOaMmWKFRHbOJfM+/btU05Ojt5++21FRPT4X/9zxrjBuNGKscM63XYGxev1yuFwnHHbsWOHpLbLt0tnXsJ9586d+sUvfqEXX3wxqEu2W5n5VE1NTZo6dapaWlq0YsWKoOU/3elZvilfe/3ba7dSZzO3euWVV+T1erVhw4Z2/ydgpbPN3NzcrMzMTC1evFgXX3xxV8ULK4wbHWPcODPGjuDrtn9CzZ49W1OnTj1jnyFDhuj999/XP/7xjzbH/vnPf3a4hPvbb7+tmpoaDR482N/W3NysRx99VAUFBdq/f7/tMrdqamrSlClTVFlZqa1bt1qy9PfAgQPVq1evNpV4TU1Nh/ncbne7/SMiIjRgwICgZzzduWRutWHDBt1333369a9/rXHjxlkZM0BnMzc0NGjHjh167733NHv2bEknp5aNMYqIiNCWLVt0ww03dEl2u2LcaB/jRscYOywcOyy9wiUMtF449pe//MXftn379jNeOHbo0CGzZ8+egM3j8ZgFCxZ06mKzrsxsjDGNjY3m1ltvNUOHDjU1NTWWZrzmmmvMgw8+GNB22WWXnfFit8suuyyg7YEHHujyi2Q7k9kYY4qKikzfvn3Nxo0bLU7Xvs5kbm5ubvNz++CDD5pLLrnE7Nmzxxw9erSrYoc9xg1rhOO4YQxjh1VjR48vUIw5eevdFVdcYcrKykxZWZkZNmxYm1vvLrnkEvPqq692+B5deTW+MZ3P3NTUZG655RZz4YUXmt27d5uDBw/6N5/PF/R8rbewrVmzxlRUVJjs7GzTr18/s3//fmOMMTk5OWb69On+/q23Cz7yyCOmoqLCrFmzJmS3GZ9t5qKiIhMREWGef/75gO/nkSNHbJv5dNzFc+4YNxg3zjU3Y8fZoUAxxhw+fNhMmzbNREdHm+joaDNt2jRTW1sb0EeSWbt2bYfv0dUDTWczV1ZWGkntbm+++aYlGZ9//nmTkJBg+vTpY6666ipTUlLiPzZjxgyTmpoa0H/btm1mxIgRpk+fPmbIkCFm5cqVluQ6k85kTk1Nbff7OWPGDNtmPh0Fyrlj3HjTkozhOG4Yw9hhBYcx//+KIgAAAJvotnfxAACA8EWBAgAAbIcCBQAA2A4FCgAAsB0KFAAAYDsUKAAAwHYoUAAAgO1QoAAAANuhQAEAALZDgQIAAGyHAgUAANgOBQoAALCd/wd9Qi44Gke3YwAAAABJRU5ErkJggg==",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2452,19 +1008,17 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2482,19 +1036,17 @@
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -2513,16 +1065,16 @@
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'v0.1.7-22-gdf66923+'"
+ "'67bb8de+'"
]
},
- "execution_count": 66,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -2541,7 +1093,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -2555,9 +1107,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.1"
+ "version": "3.11.6"
}
},
"nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
}