diff --git a/.travis.yml b/.travis.yml
index b9b28b92..2c2cb433 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -4,6 +4,9 @@
language: python
python:
- 3.6
+ - 3.7
+ - 3.8
+ - 3.9
dist: xenial
services:
diff --git a/README.md b/README.md
index 7f17ae5b..e1044d23 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,5 @@
# Py-FEAT
+[![Package versioning](https://img.shields.io/pypi/v/py-feat.svg)](https://pypi.org/project/py-feat/)
[![Build Status](https://api.travis-ci.org/cosanlab/feat.svg?branch=master)](https://travis-ci.org/cosanlab/feat/)
[![Coverage Status](https://coveralls.io/repos/github/cosanlab/py-feat/badge.svg?branch=master)](https://coveralls.io/github/cosanlab/py-feat?branch=master)
Python Facial Expression Analysis Toolbox (FEAT)
diff --git a/notebooks/_build/.doctrees/content/analysis.doctree b/notebooks/_build/.doctrees/content/analysis.doctree
index cf99995d..174cd34c 100644
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diff --git a/notebooks/_build/.doctrees/content/dev_plotting.doctree b/notebooks/_build/.doctrees/content/dev_plotting.doctree
new file mode 100644
index 00000000..3211a0cf
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diff --git a/notebooks/_build/.doctrees/content/dev_trainAUvisModel.doctree b/notebooks/_build/.doctrees/content/dev_trainAUvisModel.doctree
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diff --git a/notebooks/_build/.doctrees/content/intro.doctree b/notebooks/_build/.doctrees/content/intro.doctree
index 11c33f52..7513d5a0 100644
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diff --git a/notebooks/_build/.doctrees/environment.pickle b/notebooks/_build/.doctrees/environment.pickle
index ff4268ce..40ce9a78 100644
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diff --git a/notebooks/_build/html/_images/analysis_17_1.png b/notebooks/_build/html/_images/analysis_17_1.png
index 397a92dd..3a5ae5c1 100644
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diff --git a/notebooks/_build/html/_images/dev_plotting_12_1.png b/notebooks/_build/html/_images/dev_plotting_12_1.png
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index 00000000..0cbc1739
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diff --git a/notebooks/_build/html/_images/dev_plotting_14_1.png b/notebooks/_build/html/_images/dev_plotting_14_1.png
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index 00000000..714d64af
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diff --git a/notebooks/_build/html/_images/dev_plotting_15_1.png b/notebooks/_build/html/_images/dev_plotting_15_1.png
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index 00000000..97a89170
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new file mode 100644
index 00000000..2081480c
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diff --git a/notebooks/_build/html/_images/dev_plotting_19_1.png b/notebooks/_build/html/_images/dev_plotting_19_1.png
new file mode 100644
index 00000000..590f64ac
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diff --git a/notebooks/_build/html/_images/dev_plotting_22_1.png b/notebooks/_build/html/_images/dev_plotting_22_1.png
new file mode 100644
index 00000000..df6b6878
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diff --git a/notebooks/_build/html/_images/dev_plotting_2_1.png b/notebooks/_build/html/_images/dev_plotting_2_1.png
new file mode 100644
index 00000000..9efde8ef
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diff --git a/notebooks/_build/html/_images/dev_plotting_5_1.png b/notebooks/_build/html/_images/dev_plotting_5_1.png
new file mode 100644
index 00000000..1775c07e
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diff --git a/notebooks/_build/html/_images/dev_plotting_7_1.png b/notebooks/_build/html/_images/dev_plotting_7_1.png
new file mode 100644
index 00000000..1a1eea52
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diff --git a/notebooks/_build/html/_images/dev_plotting_8_1.png b/notebooks/_build/html/_images/dev_plotting_8_1.png
new file mode 100644
index 00000000..2de979c7
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diff --git a/notebooks/_build/html/_images/dev_trainAUvisModel_8_0.png b/notebooks/_build/html/_images/dev_trainAUvisModel_8_0.png
new file mode 100644
index 00000000..d5c1cc4b
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diff --git a/notebooks/_build/html/_sources/content/analysis.ipynb b/notebooks/_build/html/_sources/content/analysis.ipynb
index a0640419..c128328f 100644
--- a/notebooks/_build/html/_sources/content/analysis.ipynb
+++ b/notebooks/_build/html/_sources/content/analysis.ipynb
@@ -59,11 +59,11 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 4,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-26T01:35:57.204484Z",
- "start_time": "2021-03-26T01:35:56.969949Z"
+ "end_time": "2021-03-27T16:52:47.049268Z",
+ "start_time": "2021-03-27T16:52:47.041360Z"
}
},
"outputs": [
@@ -106,8 +106,8 @@
"execution_count": null,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-24T18:54:19.816980Z",
- "start_time": "2021-03-24T18:48:21.412688Z"
+ "end_time": "2021-03-27T16:52:35.840134Z",
+ "start_time": "2021-03-27T16:52:33.285107Z"
},
"scrolled": true
},
@@ -121,11 +121,11 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 9,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-26T01:36:04.630894Z",
- "start_time": "2021-03-26T01:36:02.098727Z"
+ "end_time": "2021-03-27T16:53:33.106459Z",
+ "start_time": "2021-03-27T16:53:32.697327Z"
}
},
"outputs": [],
@@ -144,11 +144,11 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 10,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-26T01:36:04.662326Z",
- "start_time": "2021-03-26T01:36:04.632024Z"
+ "end_time": "2021-03-27T16:53:33.116599Z",
+ "start_time": "2021-03-27T16:53:33.107762Z"
}
},
"outputs": [
@@ -240,7 +240,7 @@
"4 5 gn 5 your application has been accepted 005.mp4 goodNews"
]
},
- "execution_count": 4,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -264,11 +264,11 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 11,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-26T01:36:04.916876Z",
- "start_time": "2021-03-26T01:36:04.663369Z"
+ "end_time": "2021-03-27T16:53:34.341195Z",
+ "start_time": "2021-03-27T16:53:34.245364Z"
}
},
"outputs": [
@@ -411,11 +411,11 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 12,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-26T01:36:05.612696Z",
- "start_time": "2021-03-26T01:36:04.917989Z"
+ "end_time": "2021-03-27T16:53:35.944844Z",
+ "start_time": "2021-03-27T16:53:35.417200Z"
}
},
"outputs": [
@@ -643,11 +643,11 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 13,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-26T01:37:30.117739Z",
- "start_time": "2021-03-26T01:37:29.898669Z"
+ "end_time": "2021-03-27T16:53:36.933517Z",
+ "start_time": "2021-03-27T16:53:36.912989Z"
}
},
"outputs": [
@@ -693,6 +693,11 @@
"
2.660164e-12 | \n",
" \n",
" \n",
+ " mean_AU05 | \n",
+ " -11.942339 | \n",
+ " 8.022300e-07 | \n",
+ "
\n",
+ " \n",
" mean_AU06 | \n",
" 3.905366 | \n",
" 3.589972e-03 | \n",
@@ -703,11 +708,21 @@
" 3.864728e-04 | \n",
"
\n",
" \n",
+ " mean_AU09 | \n",
+ " -22.647961 | \n",
+ " 3.024835e-09 | \n",
+ "
\n",
+ " \n",
" mean_AU10 | \n",
" 10.361594 | \n",
" 2.660301e-06 | \n",
"
\n",
" \n",
+ " mean_AU11 | \n",
+ " -42.691265 | \n",
+ " 1.059418e-11 | \n",
+ "
\n",
+ " \n",
" mean_AU12 | \n",
" 11.949046 | \n",
" 7.984040e-07 | \n",
@@ -728,6 +743,11 @@
" 6.562759e-01 | \n",
"
\n",
" \n",
+ " mean_AU20 | \n",
+ " -45.470892 | \n",
+ " 6.019391e-12 | \n",
+ "
\n",
+ " \n",
" mean_AU23 | \n",
" -0.300423 | \n",
" 7.706780e-01 | \n",
@@ -737,6 +757,26 @@
" -4.533345 | \n",
" 1.419377e-03 | \n",
"
\n",
+ " \n",
+ " mean_AU25 | \n",
+ " 3.119502 | \n",
+ " 1.232852e-02 | \n",
+ "
\n",
+ " \n",
+ " mean_AU26 | \n",
+ " -5.015769 | \n",
+ " 7.232461e-04 | \n",
+ "
\n",
+ " \n",
+ " mean_AU28 | \n",
+ " -7.169935 | \n",
+ " 5.251451e-05 | \n",
+ "
\n",
+ " \n",
+ " mean_AU43 | \n",
+ " -78.139016 | \n",
+ " 4.660607e-14 | \n",
+ "
\n",
" \n",
"\n",
""
@@ -746,18 +786,26 @@
"mean_AU01 -2.927201 1.683346e-02\n",
"mean_AU02 -5.838201 2.473720e-04\n",
"mean_AU04 -49.805912 2.660164e-12\n",
+ "mean_AU05 -11.942339 8.022300e-07\n",
"mean_AU06 3.905366 3.589972e-03\n",
"mean_AU07 5.487334 3.864728e-04\n",
+ "mean_AU09 -22.647961 3.024835e-09\n",
"mean_AU10 10.361594 2.660301e-06\n",
+ "mean_AU11 -42.691265 1.059418e-11\n",
"mean_AU12 11.949046 7.984040e-07\n",
"mean_AU14 23.155621 2.485336e-09\n",
"mean_AU15 -12.587565 5.119202e-07\n",
"mean_AU17 -0.460219 6.562759e-01\n",
+ "mean_AU20 -45.470892 6.019391e-12\n",
"mean_AU23 -0.300423 7.706780e-01\n",
- "mean_AU24 -4.533345 1.419377e-03"
+ "mean_AU24 -4.533345 1.419377e-03\n",
+ "mean_AU25 3.119502 1.232852e-02\n",
+ "mean_AU26 -5.015769 7.232461e-04\n",
+ "mean_AU28 -7.169935 5.251451e-05\n",
+ "mean_AU43 -78.139016 4.660607e-14"
]
},
- "execution_count": 11,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -778,11 +826,11 @@
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 14,
"metadata": {
"ExecuteTime": {
- "end_time": "2021-03-26T01:54:46.741635Z",
- "start_time": "2021-03-26T01:54:46.568587Z"
+ "end_time": "2021-03-27T16:53:38.291686Z",
+ "start_time": "2021-03-27T16:53:38.179248Z"
}
},
"outputs": [
@@ -795,7 +843,7 @@
},
{
"data": {
- "image/png": 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\n",
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WHBFBd3f3cmWjRo2izsCMNUlDd/xHxDRJGwH7AJuREszvgVsj4s/NC8/MrHm6u7vZb7/9liubPn06o0ePblFEQ1/Dy8pExGLSastecdnMzOpqaFkZSUdKulfSfElv1tm6+z6KmZkNdf3uyUg6Bfga8Dzp2TIvNzsoMzMbGhoZLvsMMBPYLyKWNDccMzMbShoZLlsL+G8nGDMz60sjSeY3wDuaHYiZmQ09jSSZU4BPS9qu2cGYmdnQ0sjNmHdJOga4X9Is4EnSY5drqsUxTYjPzMzaWCOzy3YErshtd8lbrQCcZMzMhrlGhssuAJYAhwDjImJEnW1kc8M0M7N21MgU5q2A0yPCd/qbtZmnzpjQ6hBaqnspwLrLlT39ze0Y1dBt6UPHO097qLRjN/JPOx/4S7MDMTOzoaeRJHM56XkyDa97ZmZmw0MjieLnpOfI3C/pYuAJVpxdRkTcPcDYzMyszTWSZG6v+vP3STPJqimX+eK/mdkw10iS+USzPlzSGOBM4AigA5gLnBERN/fR7h+Ag4GtSVfxngF+Cnw9Il5oVnxmZjYwjdyMeWUTP78T2A44kTTsdjTQKemgiJjWS7uvATOALwN/ArYAvgocLGmbiFjYxBjNzKxBLbt4L2kysBcwJSI6c9kMYBPgXKC3JLNtRMyven+XpHmk1aE/DlxUStBmZtYvrZwdfhjQBdxUKYiIAK4ENpO0RU8NaxJMxa/y64bNDNLMzBrXyiSzJTAvIpbWlM+p2t8fe+TXhwcUlZmZNU0r73UZDzxWp/ylqv2FSBoHXAj8HvjvXuot7ONQY4t+ppmZ9a3VN1TWTn8uuu+vJL0FuBEYB+waEYubEJeZmTVBK5PMAur3Vsbl15fq7FuOpNWBm4FtgX0jYk5v9SOio4/jLcS9GbMha6Tg0l3mr1Bm5WnlNZm5wOaSamOorODX67UVSauRJg3sDBwYEfc1P0QzG0okGDVi+U1OMqVqZZLpJN2AeVBN+VTg0YiY11NDSauShsh2AQ6JiLtKitHMzAaglcNl00g3VF4maTzpZsyjgImkZ9UAIGkmsFtEVH/fuB7YFzgDeE3STlX7XoiI/y05djMzK6BlSSYiQtKhpGVlziT1auaRbs7s61k1B+bX0/JW7UrSygFmZtZiLZ1dFhGvAMfmrac6k+qUeRTVzKwNDPPnwZmZWZmcZMzMrDROMmZmVhonGTMzK42TjJmZlcZJxszMSuMkY2ZmpXGSMTOz0jjJmJlZaZxkzMysNE4yZmZWGicZMzMrjZOMmZmVxknGzMxK4yRjZmalcZIxM7PSOMmYmVlpnGTMzKw0TjJmZlYaJxkzMyuNk4yZmZXGScbMzErjJGNmZqVxkjEzs9I4yZiZWWmcZMzMrDROMmZmVhonGTMzK42TjJmZlcZJxszMSuMkY2ZmpXGSMTOz0jjJmJlZaZxkzMysNE4yZmZWGicZMzMrTUuTjKQxki6U9JykRZJmSzq4YNtNJd0oqUvSq5KmSdqi7JjNzKy4VvdkOoGPAqcABwDzgE5Jk3trJGld4B5gI+Ao4CPAOOAuSRuWGbCZmRU3qlUfnBPJXsCUiOjMZTOATYBzgWm9ND8eWBt4X0Q8m9vOAp4ATgb+ucTQzcysoFb2ZA4DuoCbKgUREcCVwGZ9DH0dBtxWSTC57QLgJ8CUcsI1M7P+allPBtgSmBcRS2vK51Tvr20kaXVgU+C6OsecAxwpad2ImF+n7cI+Yhrb1dVFR0dHH9V699obSwbU3oamjkv/pdUhEItfbXUIthLSv3cMqH1XVxfAWvX2tTLJjAceq1P+UtX+etYGVFWvp7YrJJmCoqur65UG29ryxubXrpZGsZLoWtzqCKyKz81qbwz4n2EtoLbDALQ2yQBEg/saahsRHX0FZM1T6Tn6391WNj43B08rr8ksoH5vZVx+rddTAXiZlEQaaWtmZoOolUlmLrC5pNoYJuTXh+s1iohFwOOkaza1JgAv1LseY2Zmg6+VSaYT6AAOqimfCjwaEStc9K9pu7ek9SsFksblY93Q5DjNzKxBSrOGW/DBkoA7gK2AE0n3uBxFSjKHRMRPcr2ZwG4Roaq26wG/BZ4FvgZ0k27o/Ftg24h4avD+JtYTj3vbysrn5uBpWU8m3xNzKPBj4Ezgp6SEM6WSYHpp+zywC/A08F/AtcBCYFcnGDOzlUfLejI29Pnboq2sfG4OnlavXWZmZkOYezJmZlYa92TMzKw0TjJmZlYaJxkzMyuNk4w1jaSQdHrV+6Nz2aJ6D5OT9GC+D8qGAUmn5/Oho+TPeVLSFVXvJ+XPDUnvr1P/RklPlhnTcOYkY4NhNdJNs2at9u1WBzDcOMnYYJgOHCVp81YHYsPadGAPSfu0OpDhxEmmzUk6RNIcSYslPSHp+MqwRFWdNSSdK+kpSX/Jr2fnB8DRQL2xkr4vaYGk1yT9TNJ7egnz30jP7TizwN9nNUlnSPp9/js9J+k7ktasqtMp6YGadnfn4ZDdq8oOzmWb5/dvlXSppKfzsedLukvSjn3FZU21saRb8rmzQNJ3JY2p7JT0WUn3SHoh13lQ0j/XLqYraZV8fv5fHpK9T9JOvXzuZaRnWH07L2vVI0kjJP2rpIckvSHpRUlX1ayXeF6OsXrJq6vyOfeJqrKtctn++f1b8s/ZE/nYCyTdL+nAwv+CbaTVz5OxAZC0H2lB0JnAaaT/z+OB6h+EEaTHUv8dcAbwS2DHXH9rSftGRPSz3s153+nAA8BE0rJAPVkIfAs4W9LOETGrh7/PSOAWYPtcfzawGfB1YIKk3fOTVG8HLpQ0PiIWSFojx7MI2BOYkQ+5F/BcRDyS319NeqrqycCTpMdF7MiyR0TY4LgB+CFwPsvOsXcCB+T9m5CWi3oSeBPYATgHeBtwatVxLgOOBM4mrYM4IR97jR4+t5v0f38d8CHSklY9+UGucy7p5+vtpPNwpqTtI+J10nn4eWAb4De53R4sOw9/kMv2ApYA9+T355EeIX8q8DvSA9S2pucHNba3iPDWphvwK9LCoqOrysYAL/LX5eHYn/T8nWNr2h6Xy/dtsN5nauqdmstPryo7OpdtQ7ou8xRwV9X+B4GZVe+PzPUn1xz7kFx+QH6/WX5/RH6/H7CY9EtrVlW7ecB/Vb1/DTiu1f9vw3UjfSkJ4Fs15Sfl8p3rtBlB+vJ0Cuk5UZUbyDfPbc6qqf/xXH5FVdmkXHZofv8L4A+VnxvgRuDJqvof6OEc34b09MfP5vdrkpLHCTXn5b+RvtxU2k0D7ql6/zBwXqv/PwZr83BZm8rf3rcHOiNiSaU8Il4j9UgqKsNHV9cc4qqa/UXrTcqv19TUq223nIh4A/gqsKukA3qoNpn0MLufSRpV2YDbSN9od8vH+h1pBe69cru9gFmkHtb783De20i/iO6oOv4vgJMkfVHSNrnnZIOvtgdReb8bgKTtJN0g6VnSL/ElpF7E2sC6ue6k/PrDmmP9iHSu9OZLpB7tp3rYP5mUTH5ccx4+DPyJZefhq6Qef/V5+Efge8D6kt4raTSwKyueh5+QdJqkHSWt0ke8bc1Jpn2tDQh4vs6+6rJxwOKIWFhdISJeJn37H9/PeuOBN2rrAc8ViPlK0sPqvlU7vp6tl4+/pGZ7HRgJrFNV9w6W/XDvSRq6uDfX361qX/UP94dIQyXHkYY35kv6D5U8pdZW8H817yvn63hJG5GGld5BGvrdBXg/8M1cp3J9sHI+LnesiOgm9eR7FBEzSJMATs1f1mqtR/rduIAVz8UNWfE8nChpVfJ5GBGPk4b69gR2Jg3fVZ+H/wJcBHwUuB9YIOlqSW/vLe525Wsy7avyGOr16uyrLlsArCqpozoxSFobWDXv72+91WrrARv0FXBELJX0FeAm0g9YrRdJv3B6ugBa/cvjDuDjSvc9bE0a2lgs6V7SD/fawO8j4umqz3+RlGCOk/QO4O9J137WJD3HyAbH+iz/Rahyvi4gDY2+BTg8qh7bIemQmmNUzsfljpV7HOvQty+Rvmh8oc6+F0k9mYmkxFLr1ao/30EaKp5I6l19pqp8zxzL66RkAkCk6zmnkpLcuqSHLZ5Fui61a4HY24p7Mm0qn6izgcNylxyAPEun+mmjd+bXj9Uc4mM1+4vWq1xUP7KHen3FfTOpx3EGUDtM8FPScMjSiJhdZ3uyqm7lm+E3ST/0v8zvbyf9cO/J8t8ea+N4OiLOIw2zbV0kdmuaD/fw/i7SFyeAv1R2SlqNdK2l2sz8Wvtl5SOkXm+vIuK3pCHfE1gxKf2U9Ltx/R7Ow0er6s4C/ky6rjSWZefc7aSksy/peky9ZEVEzI+Iy0hDvUPyPHRPpr2dRpqNNV3ShaT/zxNIF7grM6Z+Rjrhz5E0lvTLeIfc9lbS9Y7+1rsbOFfSWiybXVb7S6A3JwE/z3+eX1V+DalHMV3SefnYQRo62Re4ICLuA4iIZyQ9BuwN3BwRlXH4O0i9k8qfgTTtmpQoryHN6Hk9xz2RNIPIBs+HJXWTzqMdSNfqpkXELKXnvCwBrpF0FqmX+UVqehQR8Yikq4EvSlrKstllxwOvFIzjVOAI0ozKP1Yd+26lFQOuknQR6Vx9gzTDbPcc6/W57l8k/RzYB5gTEZXz+c4c+w6kn8m/knQ/8P+Ah0gzL7cGDidNEBh6Wj3zwNvANtLTReeQrpv8kfQL/ALg5ao6byFNAX2K9MP6FKl7vnrNsYrWG0uaPvoy6Zf1z4D30Mvssjpx35T3zawpX4U0lPEQ6Qe7K//5fGCDmroX52N8rqpsBGkW0lJgfFX5qsB387FeyXHPzZ81stX/j8NhY9nssm1Iv1Bfy/9X3wPGVNU7JJ/Ti0jXNk4BjsltN6o5V84hDZctIvUqdsptrqiqN4mq2WU1MV2Q9z1ZUy7gn0ijBX/OsT4KXAL8bU3dE/Mxzq0pn5PLt60p/3Y+7ss57t/nsjVa/X9UxubnyQwxeejsQeDZiNi7xeGY2TDn4bI2lqfg/idpOOsF0kXQT5Om7n6+dZGZmSVOMu0tSLOozgfeShri+jXpZsbbemlnZjYoPFxmZmal8RRmMzMrjZOMmZmVxknGzMxK4yRjZmalcZIxM7PSOMmYmVlp/j9YPGLh/PqOzQAAAABJRU5ErkJggg==\n",
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