AAAI ’19 CFDA&CLIP Labs
UGSD: User Generated Sentiment
Dictionaries from Online Customer Reviews
Chun-Hsiang Wang
National Chengchi University
Joint work with Kang-Chun Fan, Prof. Chuan-Ju Wang,
Prof. Ming-Feng Tsai
January 27, 2019
Honolulu, Hawaii, USA
!1
Introduction — Opening Methodology Experiments Conclusions
AAAI ’19 CFDA&CLIP Labs!2
Introduction — Scenario Methodology Experiments Conclusions
Eiffel Tower
AAAI ’19 CFDA&CLIP Labs
Eiffel Tower
!3
Introduction — Scenario Methodology Experiments Conclusions
Eiffel Tower is an amazing place to spend
at Paris. A must see through out the day …
User-generated Reviews
Romantic Eiffel Tower. Well worth paying
the extra to get to the top for …
The Eiffel Tower is an overrated land mark
and was overpopulated with tourists …
Very disappointing. Lines were crazy,
people trying to get you to buy …
AAAI ’19 CFDA&CLIP Labs
Eiffel Tower
!4
Introduction — Scenario Methodology Experiments Conclusions
Eiffel Tower is an amazing place to spend
at Paris. A must see through out the day …
User-generated Reviews
Romantic Eiffel Tower. Well worth paying
the extra to get to the top for …
The Eiffel Tower is an overrated land mark
and was overpopulated with tourists …
Very disappointing. Lines were crazy,
people trying to get you to buy …
AAAI ’19 CFDA&CLIP Labs!5
Introduction — Graph Embedding Methodology Experiments Conclusions
Eiffel Tower is an amazing place to spend
at Paris. A must see through out the day …
Embedding space
Romantic Eiffel Tower. Well worth paying
the extra to get to the top for …
The Eiffel Tower is an overrated land mark
and was overpopulated with tourists …
Very disappointing. Lines were crazy,
people trying to get you to buy …
Embedding Space
amazing
Romantic worth
overrated
overpopulated
disappointing crazy
AAAI ’19 CFDA&CLIP Labs!6
Introduction — Graph Embedding Methodology Experiments Conclusions
Eiffel Tower is an amazing place to spend
at Paris. A must see through out the day …
Embedding space
Romantic Eiffel Tower. Well worth paying
the extra to get to the top for …
The Eiffel Tower is an overrated land mark
and was overpopulated with tourists …
Very disappointing. Lines were crazy,
people trying to get you to buy …
Embedding Space
amazing
Romantic
worth
overrated
overpopulated
disappointing
crazy
positive
negative
AAAI ’19 CFDA&CLIP Labs!7
Introduction — Sentiment Lexicons Methodology Experiments Conclusions
Importance of Sentiment Lexicons
• Sentiment analysis and opinion mining
• Sentiment words are domain-specific
The hotels in this city are usually
too small for the whole family to
stay overnight.
TripAdvisor
The cellphone is small and
therefore convenient for people to
use it with a single hand.
Amazon
AAAI ’19 CFDA&CLIP Labs!8
Introduction — Related Work Methodology Experiments Conclusions
Related Work
• Calculate the scores of new words via the proximity to one or
more seed words (Chetviorkin, et al., 2014; Qiu, et al., 2009)
• Apply a general-purpose sentiment lexicon, a synonym-antonym
dictionary, and linguistic heuristics (Lu, et al., 2011)
• Build semantic representations and propagate the polarity score
of each word from a seed set with random walks (Hamilton, et
al., 2016)
AAAI ’19 CFDA&CLIP Labs!9
Introduction — Framework Methodology Experiments Conclusions
• Construct sentiment lexicons from user-generated reviews
• Features:
1. Data-driven: require no seed words or external lexicons
2. Domain-specific: construct domain-specific sentiment
lexicons with reviews from different domains
3. Application scalability: produce representations of the
learned sentiment words
Our Framework: UGSD
AAAI ’19 CFDA&CLIP Labs!10
Introduction Methodology — Problem Definition Experiments Conclusions
Problem Definition
A set of reviews of a certain domain
A rating corresponds to each of reviews
A set of entities
Eiffel Tower
Generate a set of words corresponding to the rating
Romantic Eiffel Tower. Well worth …
The Eiffel Tower is an overrated land …
Very disappointing. Lines were crazy …
Eiffel Tower is an amazing place to …
E = {e1, e2, . . . , eK}<latexit sha1_base64="wBJDa0k/T2g0G0wuRb4VLrmABCA=">AAACC3icbZC7SgNBFIbPeo3xFrXUYkgQLELYTaOFQkAEwSaCuUA2LLOTk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxcCk38YeDjP+cw5/x+LLjStv1tLS2vrK6tZzaym1vbO7u5vf26ihLJsMYiEcmmTxUKHmJNcy2wGUukgS+w4Q8ux/XGPUrFo/BOD2NsB7QX8i5nVBvLy+XdgOo+oyK9Gl24KXpOEb1y0RWdSCuDN+7IyxXskj0RWQRnBoXK0ZNLAKDq5b7cTsSSAEPNBFWq5dixbqdUas4EjrJuojCmbEB72DIY0gBVO53cMiLHxumQbiTNCzWZuL8nUhooNQx80zneXM3XxuZ/tVaiu2ftlIdxojFk04+6iSA6IuNgSIdLZFoMDVAmudmVsD6VlGkTX9aE4MyfvAj1cskxfGvSOIepMnAIeTgBB06hAtdQhRoweIBneIU369F6sd6tj2nrkjWbOYA/sj5/AOU3m7w=</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="Y/nPt1MxUuwy1oY7HHRFMYBae+8=">AAACC3icbZDLSsNAFIYnXmu9RV26CS2Ci1KSbnShUBBBcFPBXqAJYTI5aYdOLsxMhBKyd+OruHGhiFtfwJ1v46TNQlt/GPj4zznMOb+XMCqkaX5rK6tr6xubla3q9s7u3r5+cNgTccoJdEnMYj7wsABGI+hKKhkMEg449Bj0vclVUe8/ABc0ju7lNAEnxKOIBpRgqSxXr9khlmOCWXadX9oZuFYD3FbDZn4shcJbO3f1utk0ZzKWwSqhjkp1XP3L9mOShhBJwrAQQ8tMpJNhLilhkFftVECCyQSPYKgwwiEIJ5vdkhsnyvGNIObqRdKYub8nMhwKMQ091VlsLhZrhflfbZjK4NzJaJSkEiIy/yhImSFjowjG8CkHItlUASacql0NMsYcE6niq6oQrMWTl6HXalqK78x6+6KMo4KOUQ2dIgudoTa6QR3URQQ9omf0it60J+1Fe9c+5q0rWjlzhP5I+/wB/+OaVQ==</latexit>
Lr<latexit sha1_base64="zityr64SpVha2l1G8JOnyMnfHtw=">AAAB+HicbVC7TsMwFL0pr1IeTWHsYlEhMVUJCwwMlVgYGIpEH1IbRY7rtFYdJ7IdpBLlS1gYQIiVT2Fj41Nw2g7QciRLR+fcq3t8goQzpR3nyyptbG5t75R3K3v7B4dVu3bUVXEqCe2QmMeyH2BFORO0o5nmtJ9IiqOA014wvS783gOVisXiXs8S6kV4LFjICNZG8u3qMMJ6QjDPbnM/k7lvN5ymMwdaJ+6SNFq1Yf0bANq+/TkcxSSNqNCEY6UGrpNoL8NSM8JpXhmmiiaYTPGYDgwVOKLKy+bBc3RqlBEKY2me0Giu/t7IcKTULArMZBFTrXqF+J83SHV46WVMJKmmgiwOhSlHOkZFC2jEJCWazwzBRDKTFZEJlpho01XFlOCufnmddM+bruF3po0rWKAMdTiBM3DhAlpwA23oAIEUnuAFXq1H69l6s94XoyVruXMMf2B9/ACOy5Ui</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit>
D = {d1, d2, . . . , dN }<latexit sha1_base64="JhadJdmIKYeXyxDqZEX9Xb7s6CI=">AAACC3icbZC7SgNBFIbPeo3xtmqpxZAgWISwm0YLhYAWVhLBXCC7LLOzk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxNUmjiDwMf/zmHOef3E86ksqxvY2l5ZXVtvbBR3Nza3tk19/ZbMk4FoU0S81h0fCwpZxFtKqY47SSC4tDntO0PL/N6+54KyeLoTo0S6oa4H7EeI1hpyzNLTojVgGCeXY0vnCzw7Erg1SoOD2IlNd44Y88sW1VrIrQI9gzK9aMnBwFAwzO/nCAmaUgjRTiWsmtbiXIzLBQjnI6LTippgskQ92lXY4RDKt1scssYHWsnQL1Y6BcpNHF/T2Q4lHIU+roz31zO13Lzv1o3Vb0zN2NRkioakelHvZQjFaM8GBQwQYniIw2YCKZ3RWSABSZKx1fUIdjzJy9Cq1a1Nd/qNM5hqgIcQglOwIZTqMM1NKAJBB7gGV7hzXg0Xox342PaumTMZg7gj4zPH+N7m7s=</latexit><latexit sha1_base64="hu4WPR3XlStN9jOJeYKkhoa+/mg=">AAACC3icbZC7SgNBFIZn4y3G26qlFoNBSBHCbhotFAJaWEkEc4HssszOziZDZi/MzAph2d5G8iY2FopYCb6AnQ9i72ySQhN/GPj4zznMOb8bMyqkYXxphaXlldW14nppY3Nre0ff3WuLKOGYtHDEIt51kSCMhqQlqWSkG3OCApeRjju8yOudO8IFjcJbOYqJHaB+SH2KkVSWox9ZAZIDjFh6mZ1bqeeYVc+pVy3mRVIovLYyRy8bNWMiuAjmDMqNw7FV+X4fNx390/IinAQklJghIXqmEUs7RVxSzEhWshJBYoSHqE96CkMUEGGnk1syeKwcD/oRVy+UcOL+nkhRIMQocFVnvrmYr+Xmf7VeIv1TO6VhnEgS4ulHfsKgjGAeDPQoJ1iykQKEOVW7QjxAHGGp4iupEMz5kxehXa+Zim9UGmdgqiI4AEegAkxwAhrgCjRBC2BwDx7BM3jRHrQn7VV7m7YWtNnMPvgj7eMH+FKeCQ==</latexit><latexit sha1_base64="hu4WPR3XlStN9jOJeYKkhoa+/mg=">AAACC3icbZC7SgNBFIZn4y3G26qlFoNBSBHCbhotFAJaWEkEc4HssszOziZDZi/MzAph2d5G8iY2FopYCb6AnQ9i72ySQhN/GPj4zznMOb8bMyqkYXxphaXlldW14nppY3Nre0ff3WuLKOGYtHDEIt51kSCMhqQlqWSkG3OCApeRjju8yOudO8IFjcJbOYqJHaB+SH2KkVSWox9ZAZIDjFh6mZ1bqeeYVc+pVy3mRVIovLYyRy8bNWMiuAjmDMqNw7FV+X4fNx390/IinAQklJghIXqmEUs7RVxSzEhWshJBYoSHqE96CkMUEGGnk1syeKwcD/oRVy+UcOL+nkhRIMQocFVnvrmYr+Xmf7VeIv1TO6VhnEgS4ulHfsKgjGAeDPQoJ1iykQKEOVW7QjxAHGGp4iupEMz5kxehXa+Zim9UGmdgqiI4AEegAkxwAhrgCjRBC2BwDx7BM3jRHrQn7VV7m7YWtNnMPvgj7eMH+FKeCQ==</latexit><latexit sha1_base64="Ys+vDOWzMSYkL6pR42gTeK2byow=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoaALV1LBXqAJYTKZtEMnmTAzEUrI3o2v4saFIm59AXe+jZM2C239YeDjP+cw5/x+wqhUlvVtrKyurW9sVraq2zu7e/vmwWFP8lRg0sWccTHwkSSMxqSrqGJkkAiCIp+Rvj+5Kur9ByIk5fG9mibEjdAopiHFSGnLM2tOhNQYI5Zd55dOFnh2I/BaDYcFXEmNt07umXWrac0El8EuoQ5KdTzzywk4TiMSK8yQlEPbSpSbIaEoZiSvOqkkCcITNCJDjTGKiHSz2S05PNFOAEMu9IsVnLm/JzIUSTmNfN1ZbC4Xa4X5X22YqvDczWicpIrEeP5RmDKoOCyCgQEVBCs21YCwoHpXiMdIIKx0fFUdgr148jL0Wk1b851Vb1+UcVTAMaiBU2CDM9AGN6ADugCDR/AMXsGb8WS8GO/Gx7x1xShnjsAfGZ8//ieaVA==</latexit>
r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit>
r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit>
Eiffel TowerEiffel TowerEiffel Tower
AAAI ’19 CFDA&CLIP Labs!11
Introduction Methodology — Candidate Selection Experiments Conclusions
Candidate Word Selection
• Extract adjectives and adverbs as candidates
• Combine consecutive adverbs and adjectives
Romantic Eiffel Towel. Well_worth paying
the extra to get to the top for …
The Eiffel Towel is an overrated land mark
and was overpopulated with tourists …
Very_disappointing. Lines were crazy,
people trying to get you to buy …
Eiffel Towel is an amazing place to spend
at Paris. A must see through out the day …Eiffel Tower
S = {s1, s2, . . . , sG}<latexit sha1_base64="Slf7/bVFnpx2oIoTHJoFF4//FzY=">AAACC3icbZC7SgNBFIbPeo3xtmqpxZAgWISwm0YLhYCFlhHNBbLLMjs7SYbMXpiZFcKS3kZ8ExsLRWx9ATvfxtkkhSb+MPDxn3OYc34/4Uwqy/o2lpZXVtfWCxvFza3tnV1zb78l41QQ2iQxj0XHx5JyFtGmYorTTiIoDn1O2/7wMq+376mQLI7u1Cihboj7EesxgpW2PLPkhFgNCObZ7fjCyaRnV6RXqzg8iJXUeOWMPbNsVa2J0CLYMyjXj54cBAANz/xygpikIY0U4VjKrm0lys2wUIxwOi46qaQJJkPcp12NEQ6pdLPJLWN0rJ0A9WKhX6TQxP09keFQylHo6858czlfy83/at1U9c7cjEVJqmhEph/1Uo5UjPJgUMAEJYqPNGAimN4VkQEWmCgdX1GHYM+fvAitWtXWfKPTOIepCnAIJTgBG06hDtfQgCYQeIBneIU349F4Md6Nj2nrkjGbOYA/Mj5/ADdym/A=</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit>
• Replace entities with the rating
AAAI ’19 CFDA&CLIP Labs!12
Introduction Methodology — Entity Substitution Experiments Conclusions
Entity Substitution
Romantic . Well_worth paying
the extra to get to the top for …
The is an overrated land mark
and was overpopulated with tourists …
Very_disappointing. Lines were crazy,
people trying to get you to buy …
is an amazing place to spend
at Paris. A must see through out the day …
Eiffel Tower
Eiffel Tower
Eiffel Tower
Eiffel Tower
E = {e1, e2, . . . , eK}<latexit sha1_base64="wBJDa0k/T2g0G0wuRb4VLrmABCA=">AAACC3icbZC7SgNBFIbPeo3xFrXUYkgQLELYTaOFQkAEwSaCuUA2LLOTk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxcCk38YeDjP+cw5/x+LLjStv1tLS2vrK6tZzaym1vbO7u5vf26ihLJsMYiEcmmTxUKHmJNcy2wGUukgS+w4Q8ux/XGPUrFo/BOD2NsB7QX8i5nVBvLy+XdgOo+oyK9Gl24KXpOEb1y0RWdSCuDN+7IyxXskj0RWQRnBoXK0ZNLAKDq5b7cTsSSAEPNBFWq5dixbqdUas4EjrJuojCmbEB72DIY0gBVO53cMiLHxumQbiTNCzWZuL8nUhooNQx80zneXM3XxuZ/tVaiu2ftlIdxojFk04+6iSA6IuNgSIdLZFoMDVAmudmVsD6VlGkTX9aE4MyfvAj1cskxfGvSOIepMnAIeTgBB06hAtdQhRoweIBneIU369F6sd6tj2nrkjWbOYA/sj5/AOU3m7w=</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="Y/nPt1MxUuwy1oY7HHRFMYBae+8=">AAACC3icbZDLSsNAFIYnXmu9RV26CS2Ci1KSbnShUBBBcFPBXqAJYTI5aYdOLsxMhBKyd+OruHGhiFtfwJ1v46TNQlt/GPj4zznMOb+XMCqkaX5rK6tr6xubla3q9s7u3r5+cNgTccoJdEnMYj7wsABGI+hKKhkMEg449Bj0vclVUe8/ABc0ju7lNAEnxKOIBpRgqSxXr9khlmOCWXadX9oZuFYD3FbDZn4shcJbO3f1utk0ZzKWwSqhjkp1XP3L9mOShhBJwrAQQ8tMpJNhLilhkFftVECCyQSPYKgwwiEIJ5vdkhsnyvGNIObqRdKYub8nMhwKMQ091VlsLhZrhflfbZjK4NzJaJSkEiIy/yhImSFjowjG8CkHItlUASacql0NMsYcE6niq6oQrMWTl6HXalqK78x6+6KMo4KOUQ2dIgudoTa6QR3URQQ9omf0it60J+1Fe9c+5q0rWjlzhP5I+/wB/+OaVQ==</latexit>
r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit>
• Replace entities with the rating
AAAI ’19 CFDA&CLIP Labs!13
Introduction Methodology — Entity Substitution Experiments Conclusions
Entity Substitution
Romantic . Well_worth paying
the extra to get to the top for …
The is an overrated land mark
and was overpopulated with tourists …
Very_disappointing. Lines were crazy,
people trying to get you to buy …
is an amazing place to spend
at Paris. A must see through out the day …
Eiffel Tower
E = {e1, e2, . . . , eK}<latexit sha1_base64="wBJDa0k/T2g0G0wuRb4VLrmABCA=">AAACC3icbZC7SgNBFIbPeo3xFrXUYkgQLELYTaOFQkAEwSaCuUA2LLOTk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxcCk38YeDjP+cw5/x+LLjStv1tLS2vrK6tZzaym1vbO7u5vf26ihLJsMYiEcmmTxUKHmJNcy2wGUukgS+w4Q8ux/XGPUrFo/BOD2NsB7QX8i5nVBvLy+XdgOo+oyK9Gl24KXpOEb1y0RWdSCuDN+7IyxXskj0RWQRnBoXK0ZNLAKDq5b7cTsSSAEPNBFWq5dixbqdUas4EjrJuojCmbEB72DIY0gBVO53cMiLHxumQbiTNCzWZuL8nUhooNQx80zneXM3XxuZ/tVaiu2ftlIdxojFk04+6iSA6IuNgSIdLZFoMDVAmudmVsD6VlGkTX9aE4MyfvAj1cskxfGvSOIepMnAIeTgBB06hAtdQhRoweIBneIU369F6sd6tj2nrkjWbOYA/sj5/AOU3m7w=</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="Y/nPt1MxUuwy1oY7HHRFMYBae+8=">AAACC3icbZDLSsNAFIYnXmu9RV26CS2Ci1KSbnShUBBBcFPBXqAJYTI5aYdOLsxMhBKyd+OruHGhiFtfwJ1v46TNQlt/GPj4zznMOb+XMCqkaX5rK6tr6xubla3q9s7u3r5+cNgTccoJdEnMYj7wsABGI+hKKhkMEg449Bj0vclVUe8/ABc0ju7lNAEnxKOIBpRgqSxXr9khlmOCWXadX9oZuFYD3FbDZn4shcJbO3f1utk0ZzKWwSqhjkp1XP3L9mOShhBJwrAQQ8tMpJNhLilhkFftVECCyQSPYKgwwiEIJ5vdkhsnyvGNIObqRdKYub8nMhwKMQ091VlsLhZrhflfbZjK4NzJaJSkEiIy/yhImSFjowjG8CkHItlUASacql0NMsYcE6niq6oQrMWTl6HXalqK78x6+6KMo4KOUQ2dIgudoTa6QR3URQQ9omf0it60J+1Fe9c+5q0rWjlzhP5I+/wB/+OaVQ==</latexit>
r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit>
• The co-occurrence proximity refers to the pairwise proximity
between the words in the corpus comprising a set of unique
words
• The co-occurrence frequency between two unique
words denotes the frequency of word occurring in the
context of word within a predefined window size calculated
from all documents in
• Quantify the co-occurrence proximity for the word pair
where denotes the set of all word pairs
AAAI ’19 CFDA&CLIP Labs!14
Introduction Methodology — Co-occurrence Network Experiments Conclusions
Co-occurrence Proximity Learning
fij 0<latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit><latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit><latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit><latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit>
i, j 2 V<latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit><latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit><latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit><latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit>
j<latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit>
i<latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit>
k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit>
D<latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit>
k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit>
(i, j) 2 A<latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit><latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit><latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit><latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit>
A<latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit><latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit><latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit><latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit>
D<latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit>
V<latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit><latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit><latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit><latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit>
AAAI ’19 CFDA&CLIP Labs!15
Introduction Methodology — Co-occurrence Network Experiments Conclusions
Co-occurrence Proximity Learning
• The joint probability between words and is defined as
where the low-dimensional vector denotes the
representation of word with
• The empirical probability can be set to , where
j<latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit>
i<latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit>
p(i, j) =
1
1 + e ~vi
|
·~vj
<latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit><latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit><latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit><latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit>
~vc 2 Rd
<latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="lAYLYzyKebK9hQT3PNDC2ZNfk4o=">AAAB/nicbZC9TsMwFIVvyl8pBQIri0WFxFQlLDAisTAWRH+kpkSO47ZWHSeynUqVlZWFV2FhACEeg423wWk7QMuRLH06x5bvPVHGmdKe9+1UNja3tnequ7W9+v7BoXtU76g0l4S2ScpT2YuwopwJ2tZMc9rLJMVJxGk3mtyUeXdKpWKpeNCzjA4SPBJsyAjW1gpdZIIpJWZahIYUKGACBQnW4ygy98WjiYsidBte05sLrYO/hAYs1QrdryBOSZ5QoQnHSvV9L9MDg6VmhNOiFuSKZphM8Ij2LQqcUDUw800KdGadGA1TaY/QaO7+fmFwotQsiezNcky1mpXmf1k/18OrgWEiyzUVZPHRMOdIp6isBcVMUqL5zAImktlZERljiYm25dVsCf7qyuvQuWj6lu88qMIJnMI5+HAJ13ALLWgDgSd4gTd4d56dV+djUVfFWfZ2DH/kfP4A89GZcg==</latexit><latexit sha1_base64="lAYLYzyKebK9hQT3PNDC2ZNfk4o=">AAAB/nicbZC9TsMwFIVvyl8pBQIri0WFxFQlLDAisTAWRH+kpkSO47ZWHSeynUqVlZWFV2FhACEeg423wWk7QMuRLH06x5bvPVHGmdKe9+1UNja3tnequ7W9+v7BoXtU76g0l4S2ScpT2YuwopwJ2tZMc9rLJMVJxGk3mtyUeXdKpWKpeNCzjA4SPBJsyAjW1gpdZIIpJWZahIYUKGACBQnW4ygy98WjiYsidBte05sLrYO/hAYs1QrdryBOSZ5QoQnHSvV9L9MDg6VmhNOiFuSKZphM8Ij2LQqcUDUw800KdGadGA1TaY/QaO7+fmFwotQsiezNcky1mpXmf1k/18OrgWEiyzUVZPHRMOdIp6isBcVMUqL5zAImktlZERljiYm25dVsCf7qyuvQuWj6lu88qMIJnMI5+HAJ13ALLWgDgSd4gTd4d56dV+djUVfFWfZ2DH/kfP4A89GZcg==</latexit><latexit sha1_base64="vKbjTEHTm3dMr5T1dd3gDItnE7I=">AAACCXicbZC7TsMwFIYdrqXcAowsFhUSU5WwwMBQiYWxIHqRmhA5jtNadZzIdipVVlYWXoWFAYRYeQM23ganzQAtv2Tp03/Okc/5w4xRqRzn21pZXVvf2Kxt1bd3dvf27YPDrkxzgUkHpywV/RBJwignHUUVI/1MEJSEjPTC8XVZ702IkDTl92qaET9BQ05jipEyVmBD7U0I1pMi0LiAHuXQS5AahaG+Kx50VBSB3XCazkxwGdwKGqBSO7C/vCjFeUK4wgxJOXCdTPkaCUUxI0XdyyXJEB6jIRkY5Cgh0tezSwp4apwIxqkwjys4c39PaJRIOU1C01muKRdrpflfbZCr+NLXlGe5IhzPP4pzBlUKy1hgRAXBik0NICyo2RXiERIIKxNe3YTgLp68DN3zpmv41mm0rqo4auAYnIAz4IIL0AI3oA06AINH8AxewZv1ZL1Y79bHvHXFqmaOwB9Znz+YmJrc</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit>
c<latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit><latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit><latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit><latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit>
d ⌧ |V|<latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit><latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit><latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit><latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit>
ˆp(i, j)<latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit><latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit><latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit><latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit>
fij/F<latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit><latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit><latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit><latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit>
F =
X
(i,j)2A
fij
<latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit><latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit><latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit><latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit>
AAAI ’19 CFDA&CLIP Labs!16
Introduction Methodology — Co-occurrence Network Experiments Conclusions
Co-occurrence Proximity Learning
• Preserve the co-occurrence proximity by minimizing the distance
between the empirical and learned distribution, defined as
• Replace the distance function with Kullback-Leibler divergence
as (Tang, et al., 2015)
• Minimize the function using stochastic gradient descent to obtain
optimized representations for all words
O = dist(ˆp(·, ·), p(·, ·))<latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit><latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit><latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit><latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit>
O =
X
(i,j)2A
fij log p(i, j)
<latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit><latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit><latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit><latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit>
{~vc}<latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit><latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit><latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit><latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit>
c 2 V<latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit><latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit><latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit><latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit>
• Construct a co-occurrence network with a predefined window
size
AAAI ’19 CFDA&CLIP Labs!17
Introduction Methodology — Co-occurrence Network Experiments Conclusions
Co-occurrence Proximity Learning
Embedding Space
amazing
romantic
worth
overrated
overpopulated
disappointing
crazy
positive
negative
amazing 1.62.1 ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
overrated
1.7
-2.2
1.9
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
-1.4
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
[<latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit>
]<latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit>
[<latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit>
]<latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit>
[<latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit>
]<latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit>
=<latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit>
=<latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit>
=<latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit>
k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit>
k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit>
AAAI ’19 CFDA&CLIP Labs!18
Introduction Methodology — Dictionary Construction Experiments Conclusions
Dictionary Construction
• Calculate cosine similarity to build the matrix
• Define an element-wise function
where
where
A =
0
B
B
B
@
a11 a12 · · · a1|R|
a21 a22 · · · a2|R|
...
...
...
...
a|S|1 a|S|2 · · · a|S||R|
1
C
C
C
A
<latexit sha1_base64="otDMzCSybOdNilGa0Uwx0zBoD8A=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="+1/LNG2dr1ivBUqoV0jLrrQwAdE=">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</latexit><latexit sha1_base64="+1/LNG2dr1ivBUqoV0jLrrQwAdE=">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</latexit><latexit sha1_base64="DIkaN7nU6BLmB7UE10+C3zV+fPQ=">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</latexit><latexit sha1_base64="DIkaN7nU6BLmB7UE10+C3zV+fPQ=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">AAADJHicbZJNb9QwEIad8NWEry3c4GJRgcqlSnIBIZCKuHDg0ALbVlqvVo4z2TV1nMh2Kq2y/jFc+B+cuHDgQxy48FtwdrOU7e5IkR6978x4PHFaCa5NFP32/EuXr1y9thWE12/cvHW7t33nSJe1YtBnpSjVSUo1CC6hb7gRcFIpoEUq4Dg9fdX6x2egNC/lezOtYFjQseQ5Z9Q4abTtPWteWvwChwERkBu8GwYBSWHMZUOVolPbMBc2xP+Cjpo4tvjRHJIWCMtKox0szBkpqJkwKpq3dmYxIa5l4IxkWZVsqEo2VpGzLuccsg6CpeYyMV4Z77zVOztbHroirg4QrPkbhiEgs24lRPHxxODHo95OtBfNA69D3MHO/uGHe5/f5OHBqPeDZCWrC5CGCar1II4qM3RdDWcCbEhqDRVlp3QMA4eSFqCHzfwnW/zQKRnOS+U+afBc/b+ioYXW0yJ1me3w+qLXipu8QW3yp8OGy6o2INnioLwW2JS4fTE44wqYEVMHlCnuZsVsQhVlxr2r0C0hvnjldThK9mLHh24bz9EittB99ADtohg9QfvoNTpAfcS8j94X75v33f/kf/V/+r8Wqb7X1dxFK+H/+QuzCPV5</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="DIkaN7nU6BLmB7UE10+C3zV+fPQ=">AAADJHicbZI7b9swEMcp9RWpL6cduxA1WqRLIGlJUSRAii4d04eTAKZhUBRlE6EogTwFMGR+mC79Kl069IEOXfpZStlyU8c+QMAP///d8XhiWklhIIp+e/6Nm7du39kJwrv37j942Nt9dGrKWjM+YKUs9XlKDZdC8QEIkPy80pwWqeRn6cWb1j+75NqIUn2EWcVHBZ0okQtGwUnjXe9V89riIxwGRPIc8F4YBCTlE6EaqjWd2Ya5sCH+F3TcxLHFzxeQtEBYVoJxsDTnpKAwZVQ27+3cYkJcy8AZyaoq2VKVbK0il13OFWQdBCvNZWK8Nt5Vqw92vjp0TVwfINjwtwxDuMq6lRAtJlPAL8a9frQfLQJvQtxBH3VxMu79IFnJ6oIrYJIaM4yjCkauKwgmuQ1JbXhF2QWd8KFDRQtuRs3iJ1v8zCkZzkvtPgV4of5f0dDCmFmRusx2eHPda8Vt3rCG/OWoEaqqgSu2PCivJYYSty8GZ0JzBnLmgDIt3KyYTammDNy7Ct0S4utX3oTTZD92/C7qHx9269hBT9BTtIdidICO0Vt0ggaIeZ+8L94377v/2f/q//R/LVN9r6t5jNbC//MXPQDy5w==</latexit>
aij = cos(~vsi ,~vrj )<latexit sha1_base64="bpXQlmnauBVM9SwtE3+I41Xf73w=">AAACEHicbZDLSgMxFIbPeK31NurSTbCIFaTMuNGFQsGNywr2Au0wZNJMmzZzIckUyjCP4MZXcaOgqFuX7nwb04ugrT8EvvznHJLzezFnUlnWl7GwuLS8sppby69vbG5tmzu7NRklgtAqiXgkGh6WlLOQVhVTnDZiQXHgcVr3+lejen1AhWRReKuGMXUC3AmZzwhW2nLNI+ymrJddtkgki60BJWjgptJl2Qn6uQm3lx27ZsEqWWOhebCnUCgXnvpvAFBxzc9WOyJJQENFOJayaVuxclIsFCOcZvlWImmMSR93aFNjiAMqnXS8UIYOtdNGfiT0CRUau78nUhxIOQw83Rlg1ZWztZH5X62ZKP/cSVkYJ4qGZPKQn3CkIjRKB7WZoETxoQZMBNN/RaSLBSZKZ5jXIdizK89D7bRka77RaVzARDnYhwMogg1nUIZrqEAVCNzBAzzDi3FvPBqvxvukdcGYzuzBHxkf310Snvg=</latexit><latexit sha1_base64="QTlsO564bkRCvuuPluQ1JGgh4KY=">AAACEHicbZDLSgMxFIYz9VbrbdSlm2ARK0iZcaMLhYIblxXsBTrDkEkzbdpMZkgyhTKMT6AbX8WNBUXcunTn25heBK3+EPjyn3NIzu/HjEplWZ9GbmFxaXklv1pYW9/Y3DK3d+oySgQmNRyxSDR9JAmjnNQUVYw0Y0FQ6DPS8PuX43pjQISkEb9Rw5i4IepwGlCMlLY88xB5Ke1lFw6OZMkZEAwHXio9mh3D75vwetmRZxatsjUR/Av2DIqV4qg/urstVT3zw2lHOAkJV5ghKVu2FSs3RUJRzEhWcBJJYoT7qENaGjkKiXTTyUIZPNBOGwaR0IcrOHF/TqQolHIY+rozRKor52tj879aK1HBmZtSHieKcDx9KEgYVBEcpwPbVBCs2FADwoLqv0LcRQJhpTMs6BDs+ZX/Qv2kbGu+1mmcg6nyYA/sgxKwwSmogCtQBTWAwT14BM/gxXgwnoxX423amjNmM7vgl4z3L+zpoCM=</latexit><latexit sha1_base64="QTlsO564bkRCvuuPluQ1JGgh4KY=">AAACEHicbZDLSgMxFIYz9VbrbdSlm2ARK0iZcaMLhYIblxXsBTrDkEkzbdpMZkgyhTKMT6AbX8WNBUXcunTn25heBK3+EPjyn3NIzu/HjEplWZ9GbmFxaXklv1pYW9/Y3DK3d+oySgQmNRyxSDR9JAmjnNQUVYw0Y0FQ6DPS8PuX43pjQISkEb9Rw5i4IepwGlCMlLY88xB5Ke1lFw6OZMkZEAwHXio9mh3D75vwetmRZxatsjUR/Av2DIqV4qg/urstVT3zw2lHOAkJV5ghKVu2FSs3RUJRzEhWcBJJYoT7qENaGjkKiXTTyUIZPNBOGwaR0IcrOHF/TqQolHIY+rozRKor52tj879aK1HBmZtSHieKcDx9KEgYVBEcpwPbVBCs2FADwoLqv0LcRQJhpTMs6BDs+ZX/Qv2kbGu+1mmcg6nyYA/sgxKwwSmogCtQBTWAwT14BM/gxXgwnoxX423amjNmM7vgl4z3L+zpoCM=</latexit><latexit sha1_base64="XOEpm8ESbNnHDoSxbco6kgPPtP8=">AAACEHicbZDLSgMxFIYzXmu9jbp0EyxiBSkzbnShUHDjsoK9QGcYMmnaps0kQ5IplGEewY2v4saFIm5duvNtTNsRtPWHwJf/nENy/jBmVGnH+bKWlldW19YLG8XNre2dXXtvv6FEIjGpY8GEbIVIEUY5qWuqGWnFkqAoZKQZDm8m9eaISEUFv9fjmPgR6nHapRhpYwX2CQpSOsiuPSxU2RsRDEdBqgKancGfmwwG2Wlgl5yKMxVcBDeHEshVC+xPryNwEhGuMUNKtV0n1n6KpKaYkazoJYrECA9Rj7QNchQR5afThTJ4bJwO7AppDtdw6v6eSFGk1DgKTWeEdF/N1ybmf7V2oruXfkp5nGjC8eyhbsKgFnCSDuxQSbBmYwMIS2r+CnEfSYS1ybBoQnDnV16ExnnFNXznlKpXeRwFcAiOQBm44AJUwS2ogTrA4AE8gRfwaj1az9ab9T5rXbLymQPwR9bHN0o3nLE=</latexit>
G(·)<latexit sha1_base64="GEXs0K0y2jc3dg48AyBlallNM38=">AAAB+3icbVC7TsMwFL3hWcorlBEGiwqpLFXCAgNDJQYYi0QfUhNVjuO0Vh0nsh1EFfUb+AMWBhBi5UfY+BuctgO0HMnS0Tn36h6fIOVMacf5tlZW19Y3Nktb5e2d3b19+6DSVkkmCW2RhCeyG2BFORO0pZnmtJtKiuOA004wui78zgOViiXiXo9T6sd4IFjECNZG6tsVL8Z6SDDPbyY1j4SJPuvbVafuTIGWiTsn1cbxk4cAoNm3v7wwIVlMhSYcK9VznVT7OZaaEU4nZS9TNMVkhAe0Z6jAMVV+Ps0+QadGCVGUSPOERlP190aOY6XGcWAmi6Rq0SvE/7xepqNLP2cizTQVZHYoyjjSCSqKQCGTlGg+NgQTyUxWRIZYYqJNXWVTgrv45WXSPq+7ht+ZNq5ghhIcwQnUwIULaMAtNKEFBB7hGV7hzZpYL9a79TEbXbHmO4fwB9bnD4jYlYg=</latexit><latexit sha1_base64="PIn+tnhjsxAvHgNfQoU9zo40fH4=">AAAB+3icbVC7TsMwFHXKq5RXKCMMFhVSWaqEBQaGSgwwFok+pCaqHMdprTp2ZDuIKuo39A9YGECIlR/gE9j4EHactgO0HMnS0Tn36h6fIGFUacf5sgorq2vrG8XN0tb2zu6evV9uKZFKTJpYMCE7AVKEUU6ammpGOokkKA4YaQfDq9xv3xOpqOB3epQQP0Z9TiOKkTZSzy57MdIDjFh2Pa56OBT6tGdXnJozBVwm7pxU6kcTr/r9MWn07E8vFDiNCdeYIaW6rpNoP0NSU8zIuOSliiQID1GfdA3lKCbKz6bZx/DEKCGMhDSPazhVf29kKFZqFAdmMk+qFr1c/M/rpjq68DPKk1QTjmeHopRBLWBeBAypJFizkSEIS2qyQjxAEmFt6iqZEtzFLy+T1lnNNfzWtHEJZiiCQ3AMqsAF56AObkADNAEGD+ARPIMXa2w9Wa/W22y0YM13DsAfWO8/na+X1g==</latexit><latexit sha1_base64="PIn+tnhjsxAvHgNfQoU9zo40fH4=">AAAB+3icbVC7TsMwFHXKq5RXKCMMFhVSWaqEBQaGSgwwFok+pCaqHMdprTp2ZDuIKuo39A9YGECIlR/gE9j4EHactgO0HMnS0Tn36h6fIGFUacf5sgorq2vrG8XN0tb2zu6evV9uKZFKTJpYMCE7AVKEUU6ammpGOokkKA4YaQfDq9xv3xOpqOB3epQQP0Z9TiOKkTZSzy57MdIDjFh2Pa56OBT6tGdXnJozBVwm7pxU6kcTr/r9MWn07E8vFDiNCdeYIaW6rpNoP0NSU8zIuOSliiQID1GfdA3lKCbKz6bZx/DEKCGMhDSPazhVf29kKFZqFAdmMk+qFr1c/M/rpjq68DPKk1QTjmeHopRBLWBeBAypJFizkSEIS2qyQjxAEmFt6iqZEtzFLy+T1lnNNfzWtHEJZiiCQ3AMqsAF56AObkADNAEGD+ARPIMXa2w9Wa/W22y0YM13DsAfWO8/na+X1g==</latexit><latexit sha1_base64="cABRopV4nlXcvgD5RXsvHZZ2Yvg=">AAAB+3icbVC7TsMwFHV4lvIqZWSxqJDKUiUsMDBUYoCxSPQhNVHlOE5r1XEi+wZRRfkVFgYQYuVH2PgbnDYDtBzJ0tE59+oeHz8RXINtf1tr6xubW9uVneru3v7BYe2o3tNxqijr0ljEauATzQSXrAscBBskipHIF6zvT28Kv//IlOaxfIBZwryIjCUPOSVgpFGt7kYEJpSI7DZvujSI4XxUa9gtew68SpySNFCJzqj25QYxTSMmgQqi9dCxE/AyooBTwfKqm2qWEDolYzY0VJKIaS+bZ8/xmVECHMbKPAl4rv7eyEik9SzyzWSRVC97hfifN0whvPIyLpMUmKSLQ2EqMMS4KAIHXDEKYmYIoYqbrJhOiCIUTF1VU4Kz/OVV0rtoOYbf2432dVlHBZ2gU9REDrpEbXSHOqiLKHpCz+gVvVm59WK9Wx+L0TWr3DlGf2B9/gCjhJQh</latexit>
G(A) = (bij) 2 R|S|⇥|R|
<latexit sha1_base64="P39+z1EZWHkVMGSbM1M/N2vDTs0=">AAACP3icbVA9TxtBEJ1zIHEcSExSpllhRTKNdUdDCpAcpUiaSATwh+Qz1t56z168t3fanUOyzvfP0vAX6OgQDUUQoqVjbSO+zJNGenpvRjPzgkQKg6575hTeLC2/fVd8X/qwsvrxU3ntc9PEqWa8wWIZ63ZADZdC8QYKlLydaE6jQPJWMPo59VvHXBsRqwMcJ7wb0YESoWAUrdQrN/2I4pBRmf3Kqz82dogveYjVoJeJo9zXYjDEDeILRWZ9QZDt5YfZ5GFoP5/4KCJuyKO2l0/yXrni1twZyCLx7kmlTv7snwPAbq986vdjlkZcIZPUmI7nJtjNqEbBJM9Lfmp4QtmIDnjHUkXtzm42+z8n36zSJ2GsbSkkM/XpREYjY8ZRYDunR5qX3lR8zeukGH7vZkIlKXLF5ovCVBKMyTRM0heaM5RjSyjTwt5K2JBqytBGXrIheC9fXiTNzZpn+V+bxjbMUYSvsA5V8GAL6vAbdqEBDP7BBfyHK+fEuXSunZt5a8G5n/kCz+Dc3gEuRbML</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="rDkgx3Ijrdd/kGHOYKDu4C2eyHQ=">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</latexit><latexit sha1_base64="rDkgx3Ijrdd/kGHOYKDu4C2eyHQ=">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</latexit><latexit sha1_base64="XxPndqUwDH3sIkX3SwpsmIFk5zE=">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</latexit><latexit sha1_base64="XxPndqUwDH3sIkX3SwpsmIFk5zE=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="XxPndqUwDH3sIkX3SwpsmIFk5zE=">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</latexit>
bij 2 {0, 1}<latexit sha1_base64="LjvDcfFIRqFr95tDNqNHHriEg3g=">AAAB+nicbZC7TsMwFIZPyq2UWwsji0WFxICqhAUGhkosLEhF0IvURJHjOq2p40S2A6pCHoWFAYRYeRI2Nh4F9zJAyy9Z+vSfc3SO/yDhTGnb/rIKS8srq2vF9dLG5tb2Trmy21JxKgltkpjHshNgRTkTtKmZ5rSTSIqjgNN2MLwY19v3VCoWi1s9SqgX4b5gISNYG8svVwI/Y3e5ywRyM/vYcXO/XLVr9kRoEZwZVOvo6uYbABp++dPtxSSNqNCEY6W6jp1oL8NSM8JpXnJTRRNMhrhPuwYFjqjyssnpOTo0Tg+FsTRPaDRxf09kOFJqFAWmM8J6oOZrY/O/WjfV4ZmXMZGkmgoyXRSmHOkYjXNAPSYp0XxkABPJzK2IDLDERJu0SiYEZ/7Li9A6qTmGr00a5zBVEfbhAI7AgVOowyU0oAkEHuAJXuDVerSerTfrfdpasGYze/BH1scP80CVRw==</latexit><latexit sha1_base64="qOEnSYoQWquorSVP6Z1v6SgBFBs=">AAAB+nicbZDLSsNAFIZP6q3WW6pLN4NFcCElcaMLFwVB3AgV7QWaECbTaTt2MgkzE6XEPIobF4q49Unc+RS+gtPWhbb+MPDxn3M4Z/4w4Uxpx/m0CguLS8srxdXS2vrG5pZd3m6qOJWENkjMY9kOsaKcCdrQTHPaTiTFUchpKxyejeutOyoVi8WNHiXUj3BfsB4jWBsrsMthkLHb3GMCeZlz6Hp5YFecqjMRmgf3Byo1dHn9NfTP64H94XVjkkZUaMKxUh3XSbSfYakZ4TQveamiCSZD3KcdgwJHVPnZ5PQc7Runi3qxNE9oNHF/T2Q4UmoUhaYzwnqgZmtj879aJ9W9Ez9jIkk1FWS6qJdypGM0zgF1maRE85EBTCQztyIywBITbdIqmRDc2S/PQ/Oo6hq+MmmcwlRF2IU9OAAXjqEGF1CHBhC4h0d4hhfrwXqyXq23aWvB+pnZgT+y3r8BcF+WZA==</latexit><latexit sha1_base64="qOEnSYoQWquorSVP6Z1v6SgBFBs=">AAAB+nicbZDLSsNAFIZP6q3WW6pLN4NFcCElcaMLFwVB3AgV7QWaECbTaTt2MgkzE6XEPIobF4q49Unc+RS+gtPWhbb+MPDxn3M4Z/4w4Uxpx/m0CguLS8srxdXS2vrG5pZd3m6qOJWENkjMY9kOsaKcCdrQTHPaTiTFUchpKxyejeutOyoVi8WNHiXUj3BfsB4jWBsrsMthkLHb3GMCeZlz6Hp5YFecqjMRmgf3Byo1dHn9NfTP64H94XVjkkZUaMKxUh3XSbSfYakZ4TQveamiCSZD3KcdgwJHVPnZ5PQc7Runi3qxNE9oNHF/T2Q4UmoUhaYzwnqgZmtj879aJ9W9Ez9jIkk1FWS6qJdypGM0zgF1maRE85EBTCQztyIywBITbdIqmRDc2S/PQ/Oo6hq+MmmcwlRF2IU9OAAXjqEGF1CHBhC4h0d4hhfrwXqyXq23aWvB+pnZgT+y3r8BcF+WZA==</latexit><latexit sha1_base64="8q7NOYfLXWbD4xtWQJIVDOH5BBI=">AAAB+nicbZC7TsMwFIZPuJZyS2FksaiQGFCVsMDAUImFsUj0IjVR5LhOa+o4ke2AqpBHYWEAIVaehI23wW0zQMsvWfr0n3N0jv8w5Uxpx/m2VlbX1jc2K1vV7Z3dvX27dtBRSSYJbZOEJ7IXYkU5E7Stmea0l0qK45DTbji+nta7D1Qqlog7PUmpH+OhYBEjWBsrsGthkLP7wmMCeblz5npFYNedhjMTWga3hDqUagX2lzdISBZToQnHSvVdJ9V+jqVmhNOi6mWKppiM8ZD2DQocU+Xns9MLdGKcAYoSaZ7QaOb+nshxrNQkDk1njPVILdam5n+1fqajSz9nIs00FWS+KMo40gma5oAGTFKi+cQAJpKZWxEZYYmJNmlVTQju4peXoXPecA3fOvXmVRlHBY7gGE7BhQtowg20oA0EHuEZXuHNerJerHfrY966YpUzh/BH1ucPa9WTZw==</latexit>
Lrj = (si,~vsi , ✓rj
si
= aij) | bij = 1<latexit sha1_base64="3WCLvH7x788u/55lEc5bKYsQ8cI=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="nIE68s6BQfy3a2cCYc4eajASM9I=">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</latexit><latexit sha1_base64="nIE68s6BQfy3a2cCYc4eajASM9I=">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</latexit><latexit sha1_base64="qWraZZkWYuAsScYE+ARH4m2J664=">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</latexit><latexit sha1_base64="qWraZZkWYuAsScYE+ARH4m2J664=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="qWraZZkWYuAsScYE+ARH4m2J664=">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</latexit>
AAAI ’19 CFDA&CLIP Labs!19
Introduction Methodology — Dictionary Construction Experiments Conclusions
Dictionary Construction
• Maximum-cosine-similarity scheme
mi = max
1j|R|
aij
<latexit sha1_base64="ip1LEbpvZgO+jXWmEI0FODEfGlo=">AAACFnicbVDLSgMxFL1TX7W+qi7dBIvgxjIjgoIKBTcuq9gHdMqQSdM2beZhkhHLdL7Cjb/ixoUibsWdf+BnmGm70NYLCYdzzuXee9yQM6lM88vIzM0vLC5ll3Mrq2vrG/nNraoMIkFohQQ8EHUXS8qZTyuKKU7roaDYczmtuf2LVK/dUSFZ4N+oQUibHu74rM0IVppy8geeE7Pk3PbwvRNbNqe3qDf6h5pSXYJ5fJ0ME4S1rZc4+YJZNEeFZoE1AYXS6dF3CQDKTv7TbgUk8qivCMdSNiwzVM0YC8UIp0nOjiQNMenjDm1o6GOPymY8OitBe5ppoXYg9PMVGrG/O2LsSTnwXO1Md5XTWkr+pzUi1T5pxswPI0V9Mh7UjjhSAUozQi0mKFF8oAEmguldEeligYnSSeZ0CNb0ybOgeli0NL7SaZzBuLKwA7uwDxYcQwkuoQwVIPAAT/ACr8aj8Wy8Ge9ja8aY9GzDnzI+fgC2bKHX</latexit><latexit sha1_base64="Qk8q8KLKSj6Crdol1WRvYqL+Q1M=">AAACFnicbVDLSsNAFJ34rPUVdSO4GSyCG0sigoIKRTcuq9gHNCFMptN22snDmYlY0nyFG3/FjQtF3Iob8Q/8DCdpF9p6YYbDOedy7z1uyKiQhvGlTU3PzM7N5xbyi0vLK6v62npVBBHHpIIDFvC6iwRh1CcVSSUj9ZAT5LmM1NzeearXbgkXNPCvZT8ktofaPm1RjKSiHH3Pc2KanFoeunNi02LkBnazf6Ao2cGIxVfJIIFI2bqJoxeMopEVnATmCBRKxwffZ3Lzs+zoH1YzwJFHfIkZEqJhGqG0Y8QlxYwkeSsSJES4h9qkoaCPPCLsODsrgTuKacJWwNXzJczY3x0x8oToe65ypruKcS0l/9MakWwd2TH1w0gSHw8HtSIGZQDTjGCTcoIl6yuAMKdqV4g7iCMsVZJ5FYI5fvIkqO4XTYUvVRonYFg5sAW2wS4wwSEogQtQBhWAwT14BM/gRXvQnrRX7W1ondJGPRvgT2nvP5MZozw=</latexit><latexit sha1_base64="Qk8q8KLKSj6Crdol1WRvYqL+Q1M=">AAACFnicbVDLSsNAFJ34rPUVdSO4GSyCG0sigoIKRTcuq9gHNCFMptN22snDmYlY0nyFG3/FjQtF3Iob8Q/8DCdpF9p6YYbDOedy7z1uyKiQhvGlTU3PzM7N5xbyi0vLK6v62npVBBHHpIIDFvC6iwRh1CcVSSUj9ZAT5LmM1NzeearXbgkXNPCvZT8ktofaPm1RjKSiHH3Pc2KanFoeunNi02LkBnazf6Ao2cGIxVfJIIFI2bqJoxeMopEVnATmCBRKxwffZ3Lzs+zoH1YzwJFHfIkZEqJhGqG0Y8QlxYwkeSsSJES4h9qkoaCPPCLsODsrgTuKacJWwNXzJczY3x0x8oToe65ypruKcS0l/9MakWwd2TH1w0gSHw8HtSIGZQDTjGCTcoIl6yuAMKdqV4g7iCMsVZJ5FYI5fvIkqO4XTYUvVRonYFg5sAW2wS4wwSEogQtQBhWAwT14BM/gRXvQnrRX7W1ondJGPRvgT2nvP5MZozw=</latexit><latexit sha1_base64="YQTzrB9F7VcWTBnHlHIn3cxCLxI=">AAACFnicbVC7TsMwFHV4lvIKMLJYVEgsVAkLDCBVYmEsiD6kJooc12ndOk6wHUSV5itY+BUWBhBiRWz8DU7aAVquZOvonHN17z1+zKhUlvVtLCwuLa+sltbK6xubW9vmzm5TRonApIEjFom2jyRhlJOGooqRdiwICn1GWv7wMtdb90RIGvFbNYqJG6IepwHFSGnKM49DL6XZhROiBy+1HUbu4KD4x5pSfYxYepONM4i0bZB5ZsWqWkXBeWBPQQVMq+6ZX043wklIuMIMSdmxrVi5KRKKYkayspNIEiM8RD3S0ZCjkEg3Lc7K4KFmujCIhH5cwYL93ZGiUMpR6Gtnvquc1XLyP62TqODMTSmPE0U4ngwKEgZVBPOMYJcKghUbaYCwoHpXiPtIIKx0kmUdgj178jxonlRtja+tSu18GkcJ7IMDcARscApq4ArUQQNg8AiewSt4M56MF+Pd+JhYF4xpzx74U8bnDzploAA=</latexit>
Gmax(A) = (bij) = 1{aij mi} 2 R|S|⇥|R|
<latexit sha1_base64="AZiWXxJ2vkjbPVPRAl3CgeN2k0A=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="W1VjAq29nTsVAGRuLcpGn9/4JmE=">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</latexit><latexit sha1_base64="W1VjAq29nTsVAGRuLcpGn9/4JmE=">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</latexit><latexit sha1_base64="wEypB3ArSVnhV4tkQGgXWiacL+o=">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</latexit><latexit sha1_base64="wEypB3ArSVnhV4tkQGgXWiacL+o=">AAACc3icbVFLb9QwEHbCqyyPbkHi0gNWF6TtgSrhQg+tVMQBjn2wbaXNEjneya6p46T2pOrK6z/Az+PGv+DCvU52y6NlJEufv+8bz3gmq6QwGEU/gvDO3Xv3H6w87Dx6/OTpanft2bEpa81hwEtZ6tOMGZBCwQAFSjitNLAik3CSnX1o9JML0EaU6jPOKhgVbKJELjhDT6Xdb0nBcMqZtB9dav3l0vXfb+7SREKO/Sy14qtLtJhMcXO3Q320Au1TGzd+yxaOCZzTIhWJuzbTRCjavp1l9tB9sfPfhY7cPEFRgKF/uEM3d2m3F21FbdDbIF6CHlnGftr9noxLXhegkEtmzDCOKhxZplFwCa6T1AYqxs/YBIYeKuZrjmw7M0dfe2ZM81L7o5C27N8ZlhXGzIrMO5smzU2tIf+nDWvMt0dWqKpGUHxRKK8lxZI2C6BjoYGjnHnAuBa+V8qnTDOOfk0dP4T45pdvg+O3W7HHB1Fvb2c5jhWyTjZIn8TkHdkjn8g+GRBOfgYvgpcBDX6F6+FG+GphDYNlznPyT4RvrgCGA761</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">AAACc3icbVFNb9QwEHVCgbJ8dAGJSw+1ulTaHqgSLiBEpSIORZzawraVNkvkeCe7po4T7Ali5fWpt/683vgXXLjjZFs+Wkay9PzeG894JqukMBhF34PwxtLNW7eX73Tu3rv/YKX78NGhKWvNYcBLWerjjBmQQsEABUo4rjSwIpNwlJ28bfSjr6CNKNVHnFUwKthEiVxwhp5Ku2dJwXDKmbS7LrX+8s3132xu00RCjv0steKzS7SYTHFzu0N9tALtUxs3fssWjgl8oUUqEndppolQtH07y+yB+2Tnvwt9cPMERQGG/uEO3Nyl3V60FbVBr4P4AvR2NspT+773ai/tnifjktcFKOSSGTOMowpHlmkUXILrJLWBivETNoGhh4r5miPbzszRDc+MaV5qfxTSlv07w7LCmFmReWfTpLmqNeT/tGGN+cuRFaqqERRfFMprSbGkzQLoWGjgKGceMK6F75XyKdOMo19Txw8hvvrl6+Dw+Vbs8b6fxmuyiGWyStZJn8TkBdkh78geGRBOfgRPgrWABj/D1XA9fLqwhsFFzmPyT4TPfgHaWsEu</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="wEypB3ArSVnhV4tkQGgXWiacL+o=">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</latexit>
good
great
bad
r5<latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit>
r4<latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit>
r1<latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit>
0.7
0.6
0.5
0.4
-0.3 -0.1
-0.6
-0.8
0.6
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit>
Lr1<latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit>
Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit>
...<latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit>
A =<latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="b6zoI5HzQ3YNg6ozFtiY9naz7YY=">AAAB6XicbZA9SwNBEIbn4leMX1FLm8UgWIU7G1MoRGwso5gPSI6wt9lLluztHbtzQjjyD2wsFLH1H9n5b9wkV2jiCwsP78ywM2+QSGHQdb+dwtr6xuZWcbu0s7u3f1A+PGqZONWMN1ksY90JqOFSKN5EgZJ3Es1pFEjeDsa3s3r7iWsjYvWIk4T7ER0qEQpG0VoPN9f9csWtunORVfByqECuRr/81RvELI24QiapMV3PTdDPqEbBJJ+WeqnhCWVjOuRdi4pG3PjZfNMpObPOgISxtk8hmbu/JzIaGTOJAtsZURyZ5drM/K/WTTGs+ZlQSYpcscVHYSoJxmR2NhkIzRnKiQXKtLC7EjaimjK04ZRsCN7yyavQuqh6lu/dSv0qj6MIJ3AK5+DBJdThDhrQBAYhPMMrvDlj58V5dz4WrQUnnzmGP3I+fwAReY0C</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="b6zoI5HzQ3YNg6ozFtiY9naz7YY=">AAAB6XicbZA9SwNBEIbn4leMX1FLm8UgWIU7G1MoRGwso5gPSI6wt9lLluztHbtzQjjyD2wsFLH1H9n5b9wkV2jiCwsP78ywM2+QSGHQdb+dwtr6xuZWcbu0s7u3f1A+PGqZONWMN1ksY90JqOFSKN5EgZJ3Es1pFEjeDsa3s3r7iWsjYvWIk4T7ER0qEQpG0VoPN9f9csWtunORVfByqECuRr/81RvELI24QiapMV3PTdDPqEbBJJ+WeqnhCWVjOuRdi4pG3PjZfNMpObPOgISxtk8hmbu/JzIaGTOJAtsZURyZ5drM/K/WTTGs+ZlQSYpcscVHYSoJxmR2NhkIzRnKiQXKtLC7EjaimjK04ZRsCN7yyavQuqh6lu/dSv0qj6MIJ3AK5+DBJdThDhrQBAYhPMMrvDlj58V5dz4WrQUnnzmGP3I+fwAReY0C</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdK
AAAI ’19 CFDA&CLIP Labs!20
Introduction Methodology — Dictionary Construction Experiments Conclusions
Dictionary Construction
• Z-score scheme
zij = (aij µj)/ j<latexit sha1_base64="y19OUtuby3wMdY9LbPPWNHdrb6Q=">AAACC3icbZC7SgNBFIbPxluMt6ilzZAgxMK4a6OFQsDGRohoLpCEZXYySSaZ2V1mZoW4bG/jq9hYKGLrC9jZ+ShOLoUm/jDw8Z9zOHN+L+RMadv+slILi0vLK+nVzNr6xuZWdnunqoJIElohAQ9k3cOKcubTimaa03ooKRYepzVvcDGq1+6oVCzwb/UwpC2Buz7rMIK1sdxs7t6NWT85jwt4DIdNEbn9g+QobirWFdjtJ242bxftsdA8OFPIl9DVzTcAlN3sZ7MdkEhQXxOOlWo4dqhbMZaaEU6TTDNSNMRkgLu0YdDHgqpWPL4lQfvGaaNOIM3zNRq7vydiLJQaCs90Cqx7arY2Mv+rNSLdOW3FzA8jTX0yWdSJONIBGgWD2kxSovnQACaSmb8i0sMSE23iy5gQnNmT56F6XHQMX5s0zmCiNOxBDgrgwAmU4BLKUAECD/AEL/BqPVrP1pv1PmlNWdOZXfgj6+MH7wGdGw==</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="d39S0zp7AmnLAzlRGpgwtwPNOSY=">AAACAHicbZC9TsMwFIVvyl8pBQIrS9QKqQyUhAUWJCQWxiLRH6mJIsd1Wrd2EtkOUomys/AqLAwgxFOw8Ta4aQdoOZKlT+fYur4nSBiVyra/jdLa+sbmVnm7slPd3ds3D6odGacCkzaOWSx6AZKE0Yi0FVWM9BJBEA8Y6QaTm1nefSBC0ji6V9OEeBwNIxpSjJS2fLP26Gd0nF9lDVTAqctTf3ySn2WupEOO/HHum3W7aReyVsFZQB0WavnmlzuIccpJpDBDUvYdO1FehoSimJG84qaSJAhP0JD0NUaIE+llxS65daydgRXGQp9IWYX7+0WGuJRTHuibHKmRXM5m5n9ZP1XhpZfRKEkVifB8UJgyS8XWrBhrQAXBik01ICyo/quFR0ggrHR9FV2Cs7zyKnTOm47mOxvKcAQ1aIADF3ANt9CCNmB4ghd4g3fj2Xg1PuZ1lYxFb4fwR8bnD78Wmc8=</latexit><latexit sha1_base64="d39S0zp7AmnLAzlRGpgwtwPNOSY=">AAACAHicbZC9TsMwFIVvyl8pBQIrS9QKqQyUhAUWJCQWxiLRH6mJIsd1Wrd2EtkOUomys/AqLAwgxFOw8Ta4aQdoOZKlT+fYur4nSBiVyra/jdLa+sbmVnm7slPd3ds3D6odGacCkzaOWSx6AZKE0Yi0FVWM9BJBEA8Y6QaTm1nefSBC0ji6V9OEeBwNIxpSjJS2fLP26Gd0nF9lDVTAqctTf3ySn2WupEOO/HHum3W7aReyVsFZQB0WavnmlzuIccpJpDBDUvYdO1FehoSimJG84qaSJAhP0JD0NUaIE+llxS65daydgRXGQp9IWYX7+0WGuJRTHuibHKmRXM5m5n9ZP1XhpZfRKEkVifB8UJgyS8XWrBhrQAXBik01ICyo/quFR0ggrHR9FV2Cs7zyKnTOm47mOxvKcAQ1aIADF3ANt9CCNmB4ghd4g3fj2Xg1PuZ1lYxFb4fwR8bnD78Wmc8=</latexit><latexit sha1_base64="re/Ew+L849yQdvV6HxzkEgzwd9w=">AAACC3icbZC7TsMwFIadcivlFmBkiVohlYGSsMAAUiUWxiLRi9REkeM6rYvtRLaDVKLsLLwKCwMIsfICbLwNbpoBWn7J0qf/nKPj8wcxJVLZ9rdRWlpeWV0rr1c2Nre2d8zdvY6MEoFwG0U0Er0ASkwJx21FFMW9WGDIAoq7wd3VtN69x0KSiN+qSYw9BoechARBpS3frD74KRlnl2kd5nDsssQfH2UnqSvJkEF/nPlmzW7YuaxFcAqogUIt3/xyBxFKGOYKUShl37Fj5aVQKIIozipuInEM0R0c4r5GDhmWXprfklmH2hlYYST048rK3d8TKWRSTligOxlUIzlfm5r/1fqJCs+9lPA4UZij2aIwoZaKrGkw1oAIjBSdaIBIEP1XC42ggEjp+Co6BGf+5EXonDYczTd2rXlRxFEGB6AK6sABZ6AJrkELtAECj+AZvII348l4Md6Nj1lryShm9sEfGZ8/Z5abOw==</latexit><latexit sha1_base64="re/Ew+L849yQdvV6HxzkEgzwd9w=">AAACC3icbZC7TsMwFIadcivlFmBkiVohlYGSsMAAUiUWxiLRi9REkeM6rYvtRLaDVKLsLLwKCwMIsfICbLwNbpoBWn7J0qf/nKPj8wcxJVLZ9rdRWlpeWV0rr1c2Nre2d8zdvY6MEoFwG0U0Er0ASkwJx21FFMW9WGDIAoq7wd3VtN69x0KSiN+qSYw9BoechARBpS3frD74KRlnl2kd5nDsssQfH2UnqSvJkEF/nPlmzW7YuaxFcAqogUIt3/xyBxFKGOYKUShl37Fj5aVQKIIozipuInEM0R0c4r5GDhmWXprfklmH2hlYYST048rK3d8TKWRSTligOxlUIzlfm5r/1fqJCs+9lPA4UZij2aIwoZaKrGkw1oAIjBSdaIBIEP1XC42ggEjp+Co6BGf+5EXonDYczTd2rXlRxFEGB6AK6sABZ6AJrkELtAECj+AZvII348l4Md6Nj1lryShm9sEfGZ8/Z5abOw==</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="re/Ew+L849yQdvV6HxzkEgzwd9w=">AAACC3icbZC7TsMwFIadcivlFmBkiVohlYGSsMAAUiUWxiLRi9REkeM6rYvtRLaDVKLsLLwKCwMIsfICbLwNbpoBWn7J0qf/nKPj8wcxJVLZ9rdRWlpeWV0rr1c2Nre2d8zdvY6MEoFwG0U0Er0ASkwJx21FFMW9WGDIAoq7wd3VtN69x0KSiN+qSYw9BoechARBpS3frD74KRlnl2kd5nDsssQfH2UnqSvJkEF/nPlmzW7YuaxFcAqogUIt3/xyBxFKGOYKUShl37Fj5aVQKIIozipuInEM0R0c4r5GDhmWXprfklmH2hlYYST048rK3d8TKWRSTligOxlUIzlfm5r/1fqJCs+9lPA4UZij2aIwoZaKrGkw1oAIjBSdaIBIEP1XC42ggEjp+Co6BGf+5EXonDYczTd2rXlRxFEGB6AK6sABZ6AJrkELtAECj+AZvII348l4Md6Nj1lryShm9sEfGZ8/Z5abOw==</latexit>
Gz>`(A) = (bij) = 1{zij >`} 2 R|S|⇥|R|
<latexit sha1_base64="vD8rsOalxH/GdaLriRUlT1aysr4=">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</latexit><latexit sha1_base64="BbXHKvTlaK8PQd/7JbFbz/U/t8k=">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</latexit><latexit sha1_base64="BbXHKvTlaK8PQd/7JbFbz/U/t8k=">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</latexit><latexit sha1_base64="j/Cvsd9RpzIv+58vNl+mnUFw/4E=">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</latexit>
good
great
bad
r5<latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit>
r4<latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit>
r1<latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit>
1.2
1.1
1.1
0.8
-0.4 -0.6
-1.1
-0.9
1.3
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit>
Lr1<latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit>
Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit>
...<latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit>
Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit>
Lr4<latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="8tR8h7WRGV9+StYsBU33X14ARqo=">AAAB73icbZBPS8MwGMbfzn9zTu28egkOwdNoRdCj4MWDhwnuD2ylpFm6hSVpSVJl1H4ULx4U8dt489uYbjvo5guBH8+T8D55opQzbTzv26lsbG5t71R3a3v1/YNDt1Hv6iRThHZIwhPVj7CmnEnaMcxw2k8VxSLitBdNb0q/90iVZol8MLOUBgKPJYsZwcZKodsYCmwmBPP8rghzFV4Uodv0Wt580Dr4S2jCctqh+zUcJSQTVBrCsdYD30tNkGNlGOG0qA0zTVNMpnhMBxYlFlQH+Tx6gU6tMkJxouyRBs3V3y9yLLSeicjeLIPqVa8U//MGmYmvgpzJNDNUksWiOOPIJKjsAY2YosTwmQVMFLNZEZlghYmxbdVsCf7ql9ehe97yLd97UIVjOIEz8OESruEW2tABAk/wAm/w7jw7r87Hoq6Ks+ztCP6M8/kDKx+Sxg==</latexit><latexit sha1_base64="9TK9RcRbnVY1isAtWDNYc1L+FZU=">AAAB73icdVDLSsNAFL3xWWvV1K2bwSK4Kkksbd0Jbly4qGAf0IYwmU7aoZMHMxOlxHyKGxeK+Dfu/BsnbQUVPTBwOOde7pnjJ5xJZVkfxtr6xubWdmmnvFvZ2z8wq5WejFNBaJfEPBYDH0vKWUS7iilOB4mgOPQ57fuzy8Lv31EhWRzdqnlC3RBPIhYwgpWWPLM6CrGaEsyz69zLhNfIPbNm1c/bTafRRFbdslq2YxfEaTXOGsjWSoEarNDxzPfROCZpSCNFOJZyaFuJcjMsFCOc5uVRKmmCyQxP6FDTCIdUutkieo5OtDJGQSz0ixRaqN83MhxKOQ99PVkElb+9QvzLG6YqaLsZi5JU0YgsDwUpRypGRQ9ozAQlis81wUQwnRWRKRaYKN1WWZfw9VP0P+k5dVvzGwtKcATHcAo2tOACrqADXSBwD4/wDC/Gg/FkvC7rWjNWvR3CDxhvn4hYkwg=</latexit><latexit sha1_base64="0YVzLa8vDhr5SMoGIhr2kcEYQ8U=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1VWmdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHoj5Rj</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit>
l = 1.0<latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit><latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit><latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit><latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit>
whereA =<latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/Dujbx
AAAI ’19 CFDA&CLIP Labs!21
Introduction Methodology Experiments — Datasets Conclusions
• Yelp:
• Round 9 of Yelp dataset challenge
• TripAdvisor dataset:
• Top 25 cities in 2016 and top 20 attractions or tours of each
city
• Amazon dataset: (Wang, et al., 2010)
• 6 categories of electronic supplies and top 20 products of
each category
Real-World Datasets
AAAI ’19 CFDA&CLIP Labs!22
Introduction Methodology Experiments — Yelp Conclusions
• Compare Yelp dictionaries with the state-of-the-art Yelp
dictionaries (Reschke, et al., 2013)
Comparison with Yelp Dictionary
AAAI ’19 CFDA&CLIP Labs!23
Introduction Methodology Experiments — Yelp Conclusions
• Compare Yelp dictionaries with the state-of-the-art Yelp
dictionaries (Reschke, et al., 2013)
Comparison with Yelp Dictionary
AAAI ’19 CFDA&CLIP Labs!24
Introduction Methodology Experiments — Sentiment Classification Conclusions
• Conduct binary sentiment classification on reviews for three
datasets
Sentiment Classification
AAAI ’19 CFDA&CLIP Labs!25
Introduction Methodology Experiments — Entity Ranking Conclusions
• Conduct entity ranking by the scoring function: (Chao, et al.,
2017)
• Measure the ranking performance with normalized discounted
cumulative gain (NDCG)
Entity Ranking
Score(yi) =
nX
j=1
fsj
· cos(~vyi
,~vsj
)1{cos(~vyi
,~vsj
)>0}
<latexit sha1_base64="CwB3U/1fXWRPrVOhHFuVu5rkAQA=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="+TPHw5tQEt+ooJFIh/KzIteyKdc=">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</latexit><latexit sha1_base64="+TPHw5tQEt+ooJFIh/KzIteyKdc=">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</latexit><latexit sha1_base64="3uFAFhLCRVq6QVLWSUOZVyePW1c=">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</latexit><latexit sha1_base64="3uFAFhLCRVq6QVLWSUOZVyePW1c=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="3uFAFhLCRVq6QVLWSUOZVyePW1c=">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</latexit>
strength of sentiment words on entities
AAAI ’19 CFDA&CLIP Labs!26
Introduction Methodology Experiments — Entity Ranking Conclusions
Entity Ranking
• Entity ranking performance
AAAI ’19 CFDA&CLIP Labs!27
Introduction Methodology Experiments — Case Study Conclusions
Amazon Lexicons
AAAI ’19 CFDA&CLIP Labs!28
Introduction Methodology Experiments — Case Study Conclusions
Amazon Lexicons
Disappointed. The
phone is not new, it is a
used phone.
AAAI ’19 CFDA&CLIP Labs!29
Introduction Methodology Experiments Conclusions
• Propose a representation learning framework for constructing
sentiment dictionaries from user reviews
• Data-driven
• Domain-specific
• Application scalability
• Code & Datasets: github.com/cnclabs/UGSD
Conclusions

UGSD-AAAI-2019

  • 1.
    AAAI ’19 CFDA&CLIPLabs UGSD: User Generated Sentiment Dictionaries from Online Customer Reviews Chun-Hsiang Wang National Chengchi University Joint work with Kang-Chun Fan, Prof. Chuan-Ju Wang, Prof. Ming-Feng Tsai January 27, 2019 Honolulu, Hawaii, USA !1 Introduction — Opening Methodology Experiments Conclusions
  • 2.
    AAAI ’19 CFDA&CLIPLabs!2 Introduction — Scenario Methodology Experiments Conclusions Eiffel Tower
  • 3.
    AAAI ’19 CFDA&CLIPLabs Eiffel Tower !3 Introduction — Scenario Methodology Experiments Conclusions Eiffel Tower is an amazing place to spend at Paris. A must see through out the day … User-generated Reviews Romantic Eiffel Tower. Well worth paying the extra to get to the top for … The Eiffel Tower is an overrated land mark and was overpopulated with tourists … Very disappointing. Lines were crazy, people trying to get you to buy …
  • 4.
    AAAI ’19 CFDA&CLIPLabs Eiffel Tower !4 Introduction — Scenario Methodology Experiments Conclusions Eiffel Tower is an amazing place to spend at Paris. A must see through out the day … User-generated Reviews Romantic Eiffel Tower. Well worth paying the extra to get to the top for … The Eiffel Tower is an overrated land mark and was overpopulated with tourists … Very disappointing. Lines were crazy, people trying to get you to buy …
  • 5.
    AAAI ’19 CFDA&CLIPLabs!5 Introduction — Graph Embedding Methodology Experiments Conclusions Eiffel Tower is an amazing place to spend at Paris. A must see through out the day … Embedding space Romantic Eiffel Tower. Well worth paying the extra to get to the top for … The Eiffel Tower is an overrated land mark and was overpopulated with tourists … Very disappointing. Lines were crazy, people trying to get you to buy … Embedding Space amazing Romantic worth overrated overpopulated disappointing crazy
  • 6.
    AAAI ’19 CFDA&CLIPLabs!6 Introduction — Graph Embedding Methodology Experiments Conclusions Eiffel Tower is an amazing place to spend at Paris. A must see through out the day … Embedding space Romantic Eiffel Tower. Well worth paying the extra to get to the top for … The Eiffel Tower is an overrated land mark and was overpopulated with tourists … Very disappointing. Lines were crazy, people trying to get you to buy … Embedding Space amazing Romantic worth overrated overpopulated disappointing crazy positive negative
  • 7.
    AAAI ’19 CFDA&CLIPLabs!7 Introduction — Sentiment Lexicons Methodology Experiments Conclusions Importance of Sentiment Lexicons • Sentiment analysis and opinion mining • Sentiment words are domain-specific The hotels in this city are usually too small for the whole family to stay overnight. TripAdvisor The cellphone is small and therefore convenient for people to use it with a single hand. Amazon
  • 8.
    AAAI ’19 CFDA&CLIPLabs!8 Introduction — Related Work Methodology Experiments Conclusions Related Work • Calculate the scores of new words via the proximity to one or more seed words (Chetviorkin, et al., 2014; Qiu, et al., 2009) • Apply a general-purpose sentiment lexicon, a synonym-antonym dictionary, and linguistic heuristics (Lu, et al., 2011) • Build semantic representations and propagate the polarity score of each word from a seed set with random walks (Hamilton, et al., 2016)
  • 9.
    AAAI ’19 CFDA&CLIPLabs!9 Introduction — Framework Methodology Experiments Conclusions • Construct sentiment lexicons from user-generated reviews • Features: 1. Data-driven: require no seed words or external lexicons 2. Domain-specific: construct domain-specific sentiment lexicons with reviews from different domains 3. Application scalability: produce representations of the learned sentiment words Our Framework: UGSD
  • 10.
    AAAI ’19 CFDA&CLIPLabs!10 Introduction Methodology — Problem Definition Experiments Conclusions Problem Definition A set of reviews of a certain domain A rating corresponds to each of reviews A set of entities Eiffel Tower Generate a set of words corresponding to the rating Romantic Eiffel Tower. Well worth … The Eiffel Tower is an overrated land … Very disappointing. Lines were crazy … Eiffel Tower is an amazing place to … E = {e1, e2, . . . , eK}<latexit sha1_base64="wBJDa0k/T2g0G0wuRb4VLrmABCA=">AAACC3icbZC7SgNBFIbPeo3xFrXUYkgQLELYTaOFQkAEwSaCuUA2LLOTk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxcCk38YeDjP+cw5/x+LLjStv1tLS2vrK6tZzaym1vbO7u5vf26ihLJsMYiEcmmTxUKHmJNcy2wGUukgS+w4Q8ux/XGPUrFo/BOD2NsB7QX8i5nVBvLy+XdgOo+oyK9Gl24KXpOEb1y0RWdSCuDN+7IyxXskj0RWQRnBoXK0ZNLAKDq5b7cTsSSAEPNBFWq5dixbqdUas4EjrJuojCmbEB72DIY0gBVO53cMiLHxumQbiTNCzWZuL8nUhooNQx80zneXM3XxuZ/tVaiu2ftlIdxojFk04+6iSA6IuNgSIdLZFoMDVAmudmVsD6VlGkTX9aE4MyfvAj1cskxfGvSOIepMnAIeTgBB06hAtdQhRoweIBneIU369F6sd6tj2nrkjWbOYA/sj5/AOU3m7w=</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="Y/nPt1MxUuwy1oY7HHRFMYBae+8=">AAACC3icbZDLSsNAFIYnXmu9RV26CS2Ci1KSbnShUBBBcFPBXqAJYTI5aYdOLsxMhBKyd+OruHGhiFtfwJ1v46TNQlt/GPj4zznMOb+XMCqkaX5rK6tr6xubla3q9s7u3r5+cNgTccoJdEnMYj7wsABGI+hKKhkMEg449Bj0vclVUe8/ABc0ju7lNAEnxKOIBpRgqSxXr9khlmOCWXadX9oZuFYD3FbDZn4shcJbO3f1utk0ZzKWwSqhjkp1XP3L9mOShhBJwrAQQ8tMpJNhLilhkFftVECCyQSPYKgwwiEIJ5vdkhsnyvGNIObqRdKYub8nMhwKMQ091VlsLhZrhflfbZjK4NzJaJSkEiIy/yhImSFjowjG8CkHItlUASacql0NMsYcE6niq6oQrMWTl6HXalqK78x6+6KMo4KOUQ2dIgudoTa6QR3URQQ9omf0it60J+1Fe9c+5q0rWjlzhP5I+/wB/+OaVQ==</latexit> Lr<latexit sha1_base64="zityr64SpVha2l1G8JOnyMnfHtw=">AAAB+HicbVC7TsMwFL0pr1IeTWHsYlEhMVUJCwwMlVgYGIpEH1IbRY7rtFYdJ7IdpBLlS1gYQIiVT2Fj41Nw2g7QciRLR+fcq3t8goQzpR3nyyptbG5t75R3K3v7B4dVu3bUVXEqCe2QmMeyH2BFORO0o5nmtJ9IiqOA014wvS783gOVisXiXs8S6kV4LFjICNZG8u3qMMJ6QjDPbnM/k7lvN5ymMwdaJ+6SNFq1Yf0bANq+/TkcxSSNqNCEY6UGrpNoL8NSM8JpXhmmiiaYTPGYDgwVOKLKy+bBc3RqlBEKY2me0Giu/t7IcKTULArMZBFTrXqF+J83SHV46WVMJKmmgiwOhSlHOkZFC2jEJCWazwzBRDKTFZEJlpho01XFlOCufnmddM+bruF3po0rWKAMdTiBM3DhAlpwA23oAIEUnuAFXq1H69l6s94XoyVruXMMf2B9/ACOy5Ui</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="OUWj+zrJKIXnA0WMM609eHesLE4=">AAAB7XicbZC9TsMwFIVvyl8phQZWFosKialKWGBEYmFgKBL9kdooclynteo4kX2DVKI+CQsDCPE6bLwNTtsBWq5k6dM5tu7xiTIpDHret1PZ2t7Z3avu1w7qh0cN97jeNWmuGe+wVKa6H1HDpVC8gwIl72ea0ySSvBdNb0u/98S1Eal6xFnGg4SOlYgFo2il0G0ME4oTRmVxPw8LPQ/dptfyFkM2wV9BE1bTDt2v4ShlecIVMkmNGfhehkFBNQom+bw2zA3PKJvSMR9YVDThJigWwefk3CojEqfaHoVkof5+UdDEmFkS2ZtlTLPuleJ/3iDH+DoohMpy5IotF8W5JJiSsgUyEpozlDMLlGlhsxI2oZoytF3VbAn++pc3oXvZ8i0/eFCFUziDC/DhCm7gDtrQAQY5vMAbvDvPzqvzsayr4qx6O4E/43z+APxIkiE=</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="bF/XiiTbAkPtleMAuUEb3gQXLuo=">AAAB+HicbVC7SgNBFL0bXzE+stFK0gwGwSrs2mhhEbCxsEjAJEJ2WWYns8mQ2Qczs0Jc9ktsLBSx9UMs7PRrnE1SaOKBgcM593LPHD/hTCrL+jJKa+sbm1vl7crO7t5+1awd9GScCkK7JOaxuPOxpJxFtKuY4vQuERSHPqd9f3JV+P17KiSLo1s1Tagb4lHEAkaw0pJnVp0QqzHBPLvJvUzkntmwmtYMaJXYC9Jo1Zz6d+foo+2Zn84wJmlII0U4lnJgW4lyMywUI5zmFSeVNMFkgkd0oGmEQyrdbBY8RydaGaIgFvpFCs3U3xsZDqWchr6eLGLKZa8Q//MGqQou3IxFSapoROaHgpQjFaOiBTRkghLFp5pgIpjOisgYC0yU7qqiS7CXv7xKemdNW/OObuMS5ihDHY7hFGw4hxZcQxu6QCCFR3iGF+PBeDJejbf5aMlY7BzCHxjvPycsllQ=</latexit><latexit sha1_base64="/Y/q5uP9yt1AkOp4IuJU4GI9e2A=">AAAB+HicbVC7TsMwFL0pr1IeDTCyWFRITFXCQgeGSiwMDEWiD6mNIsd1WquOE9kOUonyJSwMIMTKp7DxNzhtBmg5kqWjc+7VPT5BwpnSjvNtVTY2t7Z3qru1vf2Dw7p9dNxTcSoJ7ZKYx3IQYEU5E7SrmeZ0kEiKo4DTfjC7Kfz+I5WKxeJBzxPqRXgiWMgI1kby7foownpKMM/ucj+TuW83nKazAFonbkkaUKLj21+jcUzSiApNOFZq6DqJ9jIsNSOc5rVRqmiCyQxP6NBQgSOqvGwRPEfnRhmjMJbmCY0W6u+NDEdKzaPATBYx1apXiP95w1SHLS9jIkk1FWR5KEw50jEqWkBjJinRfG4IJpKZrIhMscREm65qpgR39cvrpHfZdA2/dxrt67KOKpzCGVyAC1fQhlvoQBcIpPAMr/BmPVkv1rv1sRytWOXOCfyB9fkDUueTeg==</latexit> D = {d1, d2, . . . , dN }<latexit sha1_base64="JhadJdmIKYeXyxDqZEX9Xb7s6CI=">AAACC3icbZC7SgNBFIbPeo3xtmqpxZAgWISwm0YLhYAWVhLBXCC7LLOzk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxNUmjiDwMf/zmHOef3E86ksqxvY2l5ZXVtvbBR3Nza3tk19/ZbMk4FoU0S81h0fCwpZxFtKqY47SSC4tDntO0PL/N6+54KyeLoTo0S6oa4H7EeI1hpyzNLTojVgGCeXY0vnCzw7Erg1SoOD2IlNd44Y88sW1VrIrQI9gzK9aMnBwFAwzO/nCAmaUgjRTiWsmtbiXIzLBQjnI6LTippgskQ92lXY4RDKt1scssYHWsnQL1Y6BcpNHF/T2Q4lHIU+roz31zO13Lzv1o3Vb0zN2NRkioakelHvZQjFaM8GBQwQYniIw2YCKZ3RWSABSZKx1fUIdjzJy9Cq1a1Nd/qNM5hqgIcQglOwIZTqMM1NKAJBB7gGV7hzXg0Xox342PaumTMZg7gj4zPH+N7m7s=</latexit><latexit sha1_base64="hu4WPR3XlStN9jOJeYKkhoa+/mg=">AAACC3icbZC7SgNBFIZn4y3G26qlFoNBSBHCbhotFAJaWEkEc4HssszOziZDZi/MzAph2d5G8iY2FopYCb6AnQ9i72ySQhN/GPj4zznMOb8bMyqkYXxphaXlldW14nppY3Nre0ff3WuLKOGYtHDEIt51kSCMhqQlqWSkG3OCApeRjju8yOudO8IFjcJbOYqJHaB+SH2KkVSWox9ZAZIDjFh6mZ1bqeeYVc+pVy3mRVIovLYyRy8bNWMiuAjmDMqNw7FV+X4fNx390/IinAQklJghIXqmEUs7RVxSzEhWshJBYoSHqE96CkMUEGGnk1syeKwcD/oRVy+UcOL+nkhRIMQocFVnvrmYr+Xmf7VeIv1TO6VhnEgS4ulHfsKgjGAeDPQoJ1iykQKEOVW7QjxAHGGp4iupEMz5kxehXa+Zim9UGmdgqiI4AEegAkxwAhrgCjRBC2BwDx7BM3jRHrQn7VV7m7YWtNnMPvgj7eMH+FKeCQ==</latexit><latexit sha1_base64="hu4WPR3XlStN9jOJeYKkhoa+/mg=">AAACC3icbZC7SgNBFIZn4y3G26qlFoNBSBHCbhotFAJaWEkEc4HssszOziZDZi/MzAph2d5G8iY2FopYCb6AnQ9i72ySQhN/GPj4zznMOb8bMyqkYXxphaXlldW14nppY3Nre0ff3WuLKOGYtHDEIt51kSCMhqQlqWSkG3OCApeRjju8yOudO8IFjcJbOYqJHaB+SH2KkVSWox9ZAZIDjFh6mZ1bqeeYVc+pVy3mRVIovLYyRy8bNWMiuAjmDMqNw7FV+X4fNx390/IinAQklJghIXqmEUs7RVxSzEhWshJBYoSHqE96CkMUEGGnk1syeKwcD/oRVy+UcOL+nkhRIMQocFVnvrmYr+Xmf7VeIv1TO6VhnEgS4ulHfsKgjGAeDPQoJ1iykQKEOVW7QjxAHGGp4iupEMz5kxehXa+Zim9UGmdgqiI4AEegAkxwAhrgCjRBC2BwDx7BM3jRHrQn7VV7m7YWtNnMPvgj7eMH+FKeCQ==</latexit><latexit sha1_base64="Ys+vDOWzMSYkL6pR42gTeK2byow=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoaALV1LBXqAJYTKZtEMnmTAzEUrI3o2v4saFIm59AXe+jZM2C239YeDjP+cw5/x+wqhUlvVtrKyurW9sVraq2zu7e/vmwWFP8lRg0sWccTHwkSSMxqSrqGJkkAiCIp+Rvj+5Kur9ByIk5fG9mibEjdAopiHFSGnLM2tOhNQYI5Zd55dOFnh2I/BaDYcFXEmNt07umXWrac0El8EuoQ5KdTzzywk4TiMSK8yQlEPbSpSbIaEoZiSvOqkkCcITNCJDjTGKiHSz2S05PNFOAEMu9IsVnLm/JzIUSTmNfN1ZbC4Xa4X5X22YqvDczWicpIrEeP5RmDKoOCyCgQEVBCs21YCwoHpXiMdIIKx0fFUdgr148jL0Wk1b851Vb1+UcVTAMaiBU2CDM9AGN6ADugCDR/AMXsGb8WS8GO/Gx7x1xShnjsAfGZ8//ieaVA==</latexit> r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit> r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit>
  • 11.
    Eiffel TowerEiffel TowerEiffelTower AAAI ’19 CFDA&CLIP Labs!11 Introduction Methodology — Candidate Selection Experiments Conclusions Candidate Word Selection • Extract adjectives and adverbs as candidates • Combine consecutive adverbs and adjectives Romantic Eiffel Towel. Well_worth paying the extra to get to the top for … The Eiffel Towel is an overrated land mark and was overpopulated with tourists … Very_disappointing. Lines were crazy, people trying to get you to buy … Eiffel Towel is an amazing place to spend at Paris. A must see through out the day …Eiffel Tower S = {s1, s2, . . . , sG}<latexit sha1_base64="Slf7/bVFnpx2oIoTHJoFF4//FzY=">AAACC3icbZC7SgNBFIbPeo3xtmqpxZAgWISwm0YLhYCFlhHNBbLLMjs7SYbMXpiZFcKS3kZ8ExsLRWx9ATvfxtkkhSb+MPDxn3OYc34/4Uwqy/o2lpZXVtfWCxvFza3tnV1zb78l41QQ2iQxj0XHx5JyFtGmYorTTiIoDn1O2/7wMq+376mQLI7u1Cihboj7EesxgpW2PLPkhFgNCObZ7fjCyaRnV6RXqzg8iJXUeOWMPbNsVa2J0CLYMyjXj54cBAANz/xygpikIY0U4VjKrm0lys2wUIxwOi46qaQJJkPcp12NEQ6pdLPJLWN0rJ0A9WKhX6TQxP09keFQylHo6858czlfy83/at1U9c7cjEVJqmhEph/1Uo5UjPJgUMAEJYqPNGAimN4VkQEWmCgdX1GHYM+fvAitWtXWfKPTOIepCnAIJTgBG06hDtfQgCYQeIBneIU349F4Md6Nj2nrkjGbOYA/Mj5/ADdym/A=</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="g9ug9lNs5iadkDp6D3GpztIditU=">AAACAHicbZBPS8MwGMbfzn9zTq1evZQNwcMY7S56EQQPepzo/sBaSpqmW1ialiQVRundi1/FiwdF/BTe/Dam2w66+UDgx/Mk5H2fIGVUKtv+Niobm1vbO9Xd2l59/+DQPKr3ZZIJTHo4YYkYBkgSRjnpKaoYGaaCoDhgZBBMr8t88EiEpAl/ULOUeDEacxpRjJS2fLPhxkhNMGL5fXHp5tJ3WtLvtFwWJkpqvHEL32zabXsuax2cJTRhqa5vfrlhgrOYcIUZknLk2KnyciQUxYwUNTeTJEV4isZkpJGjmEgvn+9SWKfaCa0oEfpwZc3d3y9yFEs5iwN9s5xcrmal+V82ylR04eWUp5kiHC8+ijJmqcQqi7FCKghWbKYBYUH1rBaeIIGw0vXVdAnO6srr0O+0Hc13NlThBBpwBg6cwxXcQhd6gOEJXuAN3o1n49X4WNRVMZa9HcMfGZ8/sUSZHQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="xKpMMS/Y526cFnlpydJk0jIVIV0=">AAACC3icbZDLSsNAFIYn9VbrLepSF8EidFFK0o0uFAoudFnRXqAJYTKZtEMnkzAzEUrI3o30Tdy4UMSV4Au480HcO2m70NYfBj7+cw5zzu/FlAhpml9aYWl5ZXWtuF7a2Nza3tF399oiSjjCLRTRiHc9KDAlDLckkRR3Y45h6FHc8YYXeb1zh7kgEbuVoxg7IewzEhAEpbJc/cgOoRwgSNOb7NxOhWtVhVuv2tSPpFB4aWeuXjZr5kTGIlgzKDcOx3bl+33cdPVP249QEmImEYVC9Cwzlk4KuSSI4qxkJwLHEA1hH/cUMhhi4aSTWzLjWDm+EURcPSaNift7IoWhEKPQU5355mK+lpv/1XqJDE6dlLA4kZih6UdBQg0ZGXkwhk84RpKOFEDEidrVQAPIIZIqvpIKwZo/eRHa9Zql+FqlcQamKoIDcAQqwAInoAGuQBO0AAL34BE8gxftQXvSXrW3aWtBm83sgz/SPn4ATEmePg==</latexit><latexit sha1_base64="0es9+EmqNVr+4QyPuVTNWgZWw/M=">AAACC3icbZDLSsNAFIYnXmu9RV26GVoEF6Uk3ehCoeBClxXtBZoQJpNJO3SSCTMToYTs3fgqblwo4tYXcOfbOGmz0NYfBj7+cw5zzu8njEplWd/Gyura+sZmZau6vbO7t28eHPYkTwUmXcwZFwMfScJoTLqKKkYGiSAo8hnp+5Orot5/IEJSHt+raULcCI1iGlKMlLY8s+ZESI0xYtldfulk0rMb0ms1HBZwJTVeO7ln1q2mNRNcBruEOijV8cwvJ+A4jUisMENSDm0rUW6GhKKYkbzqpJIkCE/QiAw1xigi0s1mt+TwRDsBDLnQL1Zw5v6eyFAk5TTydWexuVysFeZ/tWGqwnM3o3GSKhLj+UdhyqDisAgGBlQQrNhUA8KC6l0hHiOBsNLxVXUI9uLJy9BrNW3Nt1a9fVHGUQHHoAZOgQ3OQBvcgA7oAgwewTN4BW/Gk/FivBsf89YVo5w5An9kfP4AUh6aiQ==</latexit>
  • 12.
    • Replace entitieswith the rating AAAI ’19 CFDA&CLIP Labs!12 Introduction Methodology — Entity Substitution Experiments Conclusions Entity Substitution Romantic . Well_worth paying the extra to get to the top for … The is an overrated land mark and was overpopulated with tourists … Very_disappointing. Lines were crazy, people trying to get you to buy … is an amazing place to spend at Paris. A must see through out the day … Eiffel Tower Eiffel Tower Eiffel Tower Eiffel Tower E = {e1, e2, . . . , eK}<latexit sha1_base64="wBJDa0k/T2g0G0wuRb4VLrmABCA=">AAACC3icbZC7SgNBFIbPeo3xFrXUYkgQLELYTaOFQkAEwSaCuUA2LLOTk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxcCk38YeDjP+cw5/x+LLjStv1tLS2vrK6tZzaym1vbO7u5vf26ihLJsMYiEcmmTxUKHmJNcy2wGUukgS+w4Q8ux/XGPUrFo/BOD2NsB7QX8i5nVBvLy+XdgOo+oyK9Gl24KXpOEb1y0RWdSCuDN+7IyxXskj0RWQRnBoXK0ZNLAKDq5b7cTsSSAEPNBFWq5dixbqdUas4EjrJuojCmbEB72DIY0gBVO53cMiLHxumQbiTNCzWZuL8nUhooNQx80zneXM3XxuZ/tVaiu2ftlIdxojFk04+6iSA6IuNgSIdLZFoMDVAmudmVsD6VlGkTX9aE4MyfvAj1cskxfGvSOIepMnAIeTgBB06hAtdQhRoweIBneIU369F6sd6tj2nrkjWbOYA/sj5/AOU3m7w=</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="Y/nPt1MxUuwy1oY7HHRFMYBae+8=">AAACC3icbZDLSsNAFIYnXmu9RV26CS2Ci1KSbnShUBBBcFPBXqAJYTI5aYdOLsxMhBKyd+OruHGhiFtfwJ1v46TNQlt/GPj4zznMOb+XMCqkaX5rK6tr6xubla3q9s7u3r5+cNgTccoJdEnMYj7wsABGI+hKKhkMEg449Bj0vclVUe8/ABc0ju7lNAEnxKOIBpRgqSxXr9khlmOCWXadX9oZuFYD3FbDZn4shcJbO3f1utk0ZzKWwSqhjkp1XP3L9mOShhBJwrAQQ8tMpJNhLilhkFftVECCyQSPYKgwwiEIJ5vdkhsnyvGNIObqRdKYub8nMhwKMQ091VlsLhZrhflfbZjK4NzJaJSkEiIy/yhImSFjowjG8CkHItlUASacql0NMsYcE6niq6oQrMWTl6HXalqK78x6+6KMo4KOUQ2dIgudoTa6QR3URQQ9omf0it60J+1Fe9c+5q0rWjlzhP5I+/wB/+OaVQ==</latexit> r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit>
  • 13.
    • Replace entitieswith the rating AAAI ’19 CFDA&CLIP Labs!13 Introduction Methodology — Entity Substitution Experiments Conclusions Entity Substitution Romantic . Well_worth paying the extra to get to the top for … The is an overrated land mark and was overpopulated with tourists … Very_disappointing. Lines were crazy, people trying to get you to buy … is an amazing place to spend at Paris. A must see through out the day … Eiffel Tower E = {e1, e2, . . . , eK}<latexit sha1_base64="wBJDa0k/T2g0G0wuRb4VLrmABCA=">AAACC3icbZC7SgNBFIbPeo3xFrXUYkgQLELYTaOFQkAEwSaCuUA2LLOTk2TI7IWZWSEs6W3EN7GxUMTWF7DzbZxcCk38YeDjP+cw5/x+LLjStv1tLS2vrK6tZzaym1vbO7u5vf26ihLJsMYiEcmmTxUKHmJNcy2wGUukgS+w4Q8ux/XGPUrFo/BOD2NsB7QX8i5nVBvLy+XdgOo+oyK9Gl24KXpOEb1y0RWdSCuDN+7IyxXskj0RWQRnBoXK0ZNLAKDq5b7cTsSSAEPNBFWq5dixbqdUas4EjrJuojCmbEB72DIY0gBVO53cMiLHxumQbiTNCzWZuL8nUhooNQx80zneXM3XxuZ/tVaiu2ftlIdxojFk04+6iSA6IuNgSIdLZFoMDVAmudmVsD6VlGkTX9aE4MyfvAj1cskxfGvSOIepMnAIeTgBB06hAtdQhRoweIBneIU369F6sd6tj2nrkjWbOYA/sj5/AOU3m7w=</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="RV+th4mBvUvdvOm/jhScuSxZ6wE=">AAACC3icbZC7SgNBFIZn4y3G26qlFotBSBHCbhotFAIiCDYRzAWyYZmdnCRDZmeXmVkhLNvbSN7ExkIRK8EXsPNB7J1cCk38YeDjP+cw5/x+xKhUtv1lZJaWV1bXsuu5jc2t7R1zd68uw1gQqJGQhaLpYwmMcqgpqhg0IwE48Bk0/MHFuN64AyFpyG/VMIJ2gHucdinBSlueeeQGWPUJZslleu4m4DlF8MpFl3VCJTVeu6ln5u2SPZG1CM4M8pXDkVv4fh9VPfPT7YQkDoArwrCULceOVDvBQlHCIM25sYQIkwHuQUsjxwHIdjK5JbWOtdOxuqHQjytr4v6eSHAg5TDwded4czlfG5v/1Vqx6p62E8qjWAEn04+6MbNUaI2DsTpUAFFsqAETQfWuFuljgYnS8eV0CM78yYtQL5cczTc6jTM0VRYdoCNUQA46QRV0haqohgi6R4/oGb0YD8aT8Wq8TVszxmxmH/2R8fED+g6eCg==</latexit><latexit sha1_base64="Y/nPt1MxUuwy1oY7HHRFMYBae+8=">AAACC3icbZDLSsNAFIYnXmu9RV26CS2Ci1KSbnShUBBBcFPBXqAJYTI5aYdOLsxMhBKyd+OruHGhiFtfwJ1v46TNQlt/GPj4zznMOb+XMCqkaX5rK6tr6xubla3q9s7u3r5+cNgTccoJdEnMYj7wsABGI+hKKhkMEg449Bj0vclVUe8/ABc0ju7lNAEnxKOIBpRgqSxXr9khlmOCWXadX9oZuFYD3FbDZn4shcJbO3f1utk0ZzKWwSqhjkp1XP3L9mOShhBJwrAQQ8tMpJNhLilhkFftVECCyQSPYKgwwiEIJ5vdkhsnyvGNIObqRdKYub8nMhwKMQ091VlsLhZrhflfbZjK4NzJaJSkEiIy/yhImSFjowjG8CkHItlUASacql0NMsYcE6niq6oQrMWTl6HXalqK78x6+6KMo4KOUQ2dIgudoTa6QR3URQQ9omf0it60J+1Fe9c+5q0rWjlzhP5I+/wB/+OaVQ==</latexit> r 2 R<latexit sha1_base64="qg10tgECIgSZIaRgYnxoloViNbQ=">AAAB+HicbVDLSsNAFL2pr1ofjbp0EyyCq5K40YVgwY3LKvYBbSiT6aQdOpmEmRuhhn6JGxeKuPUP/AV3foc/4KTtQlsPDBzOuZd75gSJ4Bpd98sqrKyurW8UN0tb2zu7ZXtvv6njVFHWoLGIVTsgmgkuWQM5CtZOFCNRIFgrGF3lfuueKc1jeYfjhPkRGUgeckrQSD27rLpcdiOCQ0pEdjvp2RW36k7hLBNvTiqX3x9YA4B6z/7s9mOaRkwiFUTrjucm6GdEIaeCTUrdVLOE0BEZsI6hkkRM+9k0+MQ5NkrfCWNlnkRnqv7eyEik9TgKzGQeUS96ufif10kxPPczLpMUmaSzQ2EqHIydvAWnzxWjKMaGEKq4yerQIVGEoumqZErwFr+8TJqnVc/wG7dSu4AZinAIR3ACHpxBDa6hDg2gkMIjPMOL9WA9Wa/W22y0YM13DuAPrPcfu/aWAw==</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="4F1/2IsxwE5NHgEmJx+rvaln5gk=">AAAB+HicbVC7TsMwFHXKq5RHA4wsFhUSU5WwwMCjEgtjQfQhtVHluE5r1XEi+wapRP0NFhYGEGLlDxj4ATa+gx/AaTtAy5EsHZ1zr+7x8WPBNTjOl5VbWFxaXsmvFtbWNzaL9tZ2XUeJoqxGIxGppk80E1yyGnAQrBkrRkJfsIY/uMj8xi1TmkfyBoYx80LSkzzglICROnZRtblshwT6lIj0etSxS07ZGQPPE3dKSuff73B2f/pR7dif7W5Ek5BJoIJo3XKdGLyUKOBUsFGhnWgWEzogPdYyVJKQaS8dBx/hfaN0cRAp8yTgsfp7IyWh1sPQN5NZRD3rZeJ/XiuB4NhLuYwTYJJODgWJwBDhrAXc5YpREENDCFXcZMW0TxShYLoqmBLc2S/Pk/ph2TX8yilVTtAEebSL9tABctERqqBLVEU1RFGCHtATerburEfrxXqdjOas6c4O+gPr7QfaRZeZ</latexit><latexit sha1_base64="L4NGZA1VDk6O/OfvYJZnPxX90P4=">AAAB+HicbVDLSsNAFL3xWeujUZduBovgqiRudOGi4MZlFfuAJpTJdNIOnUzCPIQa+iVuXCji1k9x5984abPQ1gMDh3Pu5Z45UcaZ0p737aytb2xubVd2qrt7+wc19/Coo1IjCW2TlKeyF2FFORO0rZnmtJdJipOI0240uSn87iOViqXiQU8zGiZ4JFjMCNZWGrg1GTARJFiPCeb5/Wzg1r2GNwdaJX5J6lCiNXC/gmFKTEKFJhwr1fe9TIc5lpoRTmfVwCiaYTLBI9q3VOCEqjCfB5+hM6sMUZxK+4RGc/X3Ro4TpaZJZCeLiGrZK8T/vL7R8VWYM5EZTQVZHIoNRzpFRQtoyCQlmk8twUQymxWRMZaYaNtV1ZbgL395lXQuGr7ld169eV3WUYETOIVz8OESmnALLWgDAQPP8ApvzpPz4rw7H4vRNafcOYY/cD5/ACWWk1w=</latexit>
  • 14.
    • The co-occurrenceproximity refers to the pairwise proximity between the words in the corpus comprising a set of unique words • The co-occurrence frequency between two unique words denotes the frequency of word occurring in the context of word within a predefined window size calculated from all documents in • Quantify the co-occurrence proximity for the word pair where denotes the set of all word pairs AAAI ’19 CFDA&CLIP Labs!14 Introduction Methodology — Co-occurrence Network Experiments Conclusions Co-occurrence Proximity Learning fij 0<latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit><latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit><latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit><latexit sha1_base64="BEjRPyIyDYk5dB8gX+fiJge+Ty0=">AAAB83icbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4rGA/oAlls520azebuLsRSujf8OJBEa/+GW/+G7dtDtr6wsLDOzPM7Bumgmvjut/Oyura+sZmaau8vbO7t185OGzpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHQzrbefUGmeyHszTjGI6UDyiDNqrOVHvZw/TPwBPhK3V6m6NXcmsgxeAVUo1OhVvvx+wrIYpWGCat313NQEOVWGM4GTsp9pTCkb0QF2LUoaow7y2c0TcmqdPokSZZ80ZOb+nshprPU4Dm1nTM1QL9am5n+1bmaiqyDnMs0MSjZfFGWCmIRMAyB9rpAZMbZAmeL2VsKGVFFmbExlG4K3+OVlaJ3XPMt3F9X6dRFHCY7hBM7Ag0uowy00oAkMUniGV3hzMufFeXc+5q0rTjFzBH/kfP4Ap8ORZQ==</latexit> i, j 2 V<latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit><latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit><latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit><latexit sha1_base64="QpGiFAzTQ6pwxwyxeID4xxtJTdk=">AAAB+nicbVDLSsNAFL2pr1pfqS7dDBbBhZREBF24KLhxWcE+oAllMp20YyeTMDNRSuynuHGhiFu/xJ1/46TNQlsPDBzOuZd75gQJZ0o7zrdVWlldW98ob1a2tnd29+zqflvFqSS0RWIey26AFeVM0JZmmtNuIimOAk47wfg69zsPVCoWizs9Sagf4aFgISNYG6lvV9npvceEF2E9Iphn7Wnfrjl1Zwa0TNyC1KBAs29/eYOYpBEVmnCsVM91Eu1nWGpGOJ1WvFTRBJMxHtKeoQJHVPnZLPoUHRtlgMJYmic0mqm/NzIcKTWJAjOZR1SLXi7+5/VSHV76GRNJqqkg80NhypGOUd4DGjBJieYTQzCRzGRFZIQlJtq0VTEluItfXibts7pr+O15rXFV1FGGQziCE3DhAhpwA01oAYFHeIZXeLOerBfr3fqYj5asYucA/sD6/AFVoZQF</latexit> j<latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit> i<latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit> k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit> D<latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit> k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit> (i, j) 2 A<latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit><latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit><latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit><latexit sha1_base64="bX2CftFkJCN8aOf2po7j6G0wh4w=">AAAB/HicbVDLSsNAFL2pr1pf0S7dBItQQUoigi5cVNy4rGAf0IQymU7asZNJmJkIIdRfceNCEbd+iDv/xkmbhbYeGDiccy/3zPFjRqWy7W+jtLK6tr5R3qxsbe/s7pn7Bx0ZJQKTNo5YJHo+koRRTtqKKkZ6sSAo9Bnp+pOb3O8+EiFpxO9VGhMvRCNOA4qR0tLArNbp6cOJS7kbIjXGiGXX04FZsxv2DNYycQpSgwKtgfnlDiOchIQrzJCUfceOlZchoShmZFpxE0lihCdoRPqachQS6WWz8FPrWCtDK4iEflxZM/X3RoZCKdPQ15N5RLno5eJ/Xj9RwaWXUR4ninA8PxQkzFKRlTdhDakgWLFUE4QF1VktPEYCYaX7qugSnMUvL5POWcPR/O681rwq6ijDIRxBHRy4gCbcQgvagCGFZ3iFN+PJeDHejY/5aMkodqrwB8bnDwDglFU=</latexit> A<latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit><latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit><latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit><latexit sha1_base64="b0InCl1R8XTWBFv1t4g/u+r6jcM=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGi4sZlBfuANpTJdNIOncyEmRuhhH6GGxeKuPVr3Pk3TtostPXAwOGce5lzT5gIbtDzvp3S2vrG5lZ5u7Kzu7d/UD08ahuVaspaVAmluyExTHDJWshRsG6iGYlDwTrh5C73O09MG67kI04TFsRkJHnEKUEr9foxwTElIrudDao1r+7N4a4SvyA1KNAcVL/6Q0XTmEmkghjT870Eg4xo5FSwWaWfGpYQOiEj1rNUkpiZIJtHnrlnVhm6kdL2SXTn6u+NjMTGTOPQTuYRzbKXi/95vRSj6yDjMkmRSbr4KEqFi8rN73eHXDOKYmoJoZrbrC4dE00o2pYqtgR/+eRV0r6o+5Y/XNYaN0UdZTiBUzgHH66gAffQhBZQUPAMr/DmoPPivDsfi9GSU+wcwx84nz9ugpFR</latexit> D<latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit><latexit sha1_base64="JeEi9JIecpLhXLVtTbWgKmUKf1k=">AAAB8nicbVDLSsNAFL2pr1pfVZdugkVwVRIRdOGioAuXFewD2lAm00k7dDITZm6EEvoZblwo4tavceffOGmz0NYDA4dz7mXOPWEiuEHP+3ZKa+sbm1vl7crO7t7+QfXwqG1UqilrUSWU7obEMMElayFHwbqJZiQOBeuEk9vc7zwxbbiSjzhNWBCTkeQRpwSt1OvHBMeUiOxuNqjWvLo3h7tK/ILUoEBzUP3qDxVNYyaRCmJMz/cSDDKikVPBZpV+alhC6ISMWM9SSWJmgmweeeaeWWXoRkrbJ9Gdq783MhIbM41DO5lHNMteLv7n9VKMroOMyyRFJunioygVLio3v98dcs0oiqklhGpus7p0TDShaFuq2BL85ZNXSfui7lv+cFlr3BR1lOEETuEcfLiCBtxDE1pAQcEzvMKbg86L8+58LEZLTrFzDH/gfP4AcxGRVA==</latexit> V<latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit><latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit><latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit><latexit sha1_base64="wvBB1Qtr3JC7X02/u2QYxml5isQ=">AAAB8nicbVBNS8NAFHypX7V+VT16CRbBU0lE0IOHghePFWwtpKFstpt26WY37L4IJfRnePGgiFd/jTf/jZs2B20dWBhm3mPnTZQKbtDzvp3K2vrG5lZ1u7azu7d/UD886hqVaco6VAmlexExTHDJOshRsF6qGUkiwR6jyW3hPz4xbbiSDzhNWZiQkeQxpwStFPQTgmNKRN6dDeoNr+nN4a4SvyQNKNEe1L/6Q0WzhEmkghgT+F6KYU40cirYrNbPDEsJnZARCyyVJGEmzOeRZ+6ZVYZurLR9Et25+nsjJ4kx0ySyk0VEs+wV4n9ekGF8HeZcphkySRcfxZlwUbnF/e6Qa0ZRTC0hVHOb1aVjoglF21LNluAvn7xKuhdN3/L7y0brpqyjCidwCufgwxW04A7a0AEKCp7hFd4cdF6cd+djMVpxyp1j+APn8weOa5Fm</latexit>
  • 15.
    AAAI ’19 CFDA&CLIPLabs!15 Introduction Methodology — Co-occurrence Network Experiments Conclusions Co-occurrence Proximity Learning • The joint probability between words and is defined as where the low-dimensional vector denotes the representation of word with • The empirical probability can be set to , where j<latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit><latexit sha1_base64="TbDN8c6sGBX7uSzpcMWekzpsa6U=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EbSwCNhYJmA+IDnC3mYu2WRv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45OWjlPFsMliEatOQDUKLrFpuBHYSRTSKBDYDib383r7CZXmsXw00wT9iA4lDzmjxlqNcb9ccavuQmQdvBwqkKveL3/1BjFLI5SGCap113MT42dUGc4Ezkq9VGNC2YQOsWtR0gi1ny0WnZEL6wxIGCv7pCEL9/dERiOtp1FgOyNqRnq1Njf/q3VTE976GZdJalCy5UdhKoiJyfxqMuAKmRFTC5QpbnclbEQVZcZmU7IheKsnr0PrqupZblxXand5HEU4g3O4BA9uoAYPUIcmMEB4hld4c8bOi/PufCxbC04+cwp/5Hz+AM81jOg=</latexit> i<latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit><latexit sha1_base64="pqvOKZ8GfVUQawB5NOGDgoAxORo=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNPihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/zbGM5w==</latexit> p(i, j) = 1 1 + e ~vi | ·~vj <latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit><latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit><latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit><latexit sha1_base64="D3coRQrnk+uwHZu1feusG5omPKQ=">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</latexit> ~vc 2 Rd <latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="lAYLYzyKebK9hQT3PNDC2ZNfk4o=">AAAB/nicbZC9TsMwFIVvyl8pBQIri0WFxFQlLDAisTAWRH+kpkSO47ZWHSeynUqVlZWFV2FhACEeg423wWk7QMuRLH06x5bvPVHGmdKe9+1UNja3tnequ7W9+v7BoXtU76g0l4S2ScpT2YuwopwJ2tZMc9rLJMVJxGk3mtyUeXdKpWKpeNCzjA4SPBJsyAjW1gpdZIIpJWZahIYUKGACBQnW4ygy98WjiYsidBte05sLrYO/hAYs1QrdryBOSZ5QoQnHSvV9L9MDg6VmhNOiFuSKZphM8Ij2LQqcUDUw800KdGadGA1TaY/QaO7+fmFwotQsiezNcky1mpXmf1k/18OrgWEiyzUVZPHRMOdIp6isBcVMUqL5zAImktlZERljiYm25dVsCf7qyuvQuWj6lu88qMIJnMI5+HAJ13ALLWgDgSd4gTd4d56dV+djUVfFWfZ2DH/kfP4A89GZcg==</latexit><latexit sha1_base64="lAYLYzyKebK9hQT3PNDC2ZNfk4o=">AAAB/nicbZC9TsMwFIVvyl8pBQIri0WFxFQlLDAisTAWRH+kpkSO47ZWHSeynUqVlZWFV2FhACEeg423wWk7QMuRLH06x5bvPVHGmdKe9+1UNja3tnequ7W9+v7BoXtU76g0l4S2ScpT2YuwopwJ2tZMc9rLJMVJxGk3mtyUeXdKpWKpeNCzjA4SPBJsyAjW1gpdZIIpJWZahIYUKGACBQnW4ygy98WjiYsidBte05sLrYO/hAYs1QrdryBOSZ5QoQnHSvV9L9MDg6VmhNOiFuSKZphM8Ij2LQqcUDUw800KdGadGA1TaY/QaO7+fmFwotQsiezNcky1mpXmf1k/18OrgWEiyzUVZPHRMOdIp6isBcVMUqL5zAImktlZERljiYm25dVsCf7qyuvQuWj6lu88qMIJnMI5+HAJ13ALLWgDgSd4gTd4d56dV+djUVfFWfZ2DH/kfP4A89GZcg==</latexit><latexit sha1_base64="vKbjTEHTm3dMr5T1dd3gDItnE7I=">AAACCXicbZC7TsMwFIYdrqXcAowsFhUSU5WwwMBQiYWxIHqRmhA5jtNadZzIdipVVlYWXoWFAYRYeQM23ganzQAtv2Tp03/Okc/5w4xRqRzn21pZXVvf2Kxt1bd3dvf27YPDrkxzgUkHpywV/RBJwignHUUVI/1MEJSEjPTC8XVZ702IkDTl92qaET9BQ05jipEyVmBD7U0I1pMi0LiAHuXQS5AahaG+Kx50VBSB3XCazkxwGdwKGqBSO7C/vCjFeUK4wgxJOXCdTPkaCUUxI0XdyyXJEB6jIRkY5Cgh0tezSwp4apwIxqkwjys4c39PaJRIOU1C01muKRdrpflfbZCr+NLXlGe5IhzPP4pzBlUKy1hgRAXBik0NICyo2RXiERIIKxNe3YTgLp68DN3zpmv41mm0rqo4auAYnIAz4IIL0AI3oA06AINH8AxewZv1ZL1Y79bHvHXFqmaOwB9Znz+YmJrc</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit><latexit sha1_base64="pJ56xXKDTxII8ffjW+sTvOMYKQo=">AAACCXicbZC7TsMwFIadcivlFmBksaiQmKoEIcHAUImFsSB6kZoQOY7bWnWcyHYqVVZWFl6FhQGEWHkDNt4Gp80ALb9k6dN/zpHP+cOUUakc59uqrKyurW9UN2tb2zu7e/b+QUcmmcCkjROWiF6IJGGUk7aiipFeKgiKQ0a64fi6qHcnREia8Hs1TYkfoyGnA4qRMlZgQ+1NCNaTPNA4hx7l0IuRGoWhvssfdJTngV13Gs5McBncEuqgVCuwv7wowVlMuMIMSdl3nVT5GglFMSN5zcskSREeoyHpG+QoJtLXs0tyeGKcCA4SYR5XcOb+ntAolnIah6azWFMu1grzv1o/U4NLX1OeZopwPP9okDGoEljEAiMqCFZsagBhQc2uEI+QQFiZ8GomBHfx5GXonDVcw7fn9eZVGUcVHIFjcApccAGa4Aa0QBtg8AiewSt4s56sF+vd+pi3Vqxy5hD8kfX5A5nYmuA=</latexit> c<latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit><latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit><latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit><latexit sha1_base64="qkJlsSIjV/t0RZpnKKHVvlmz/Rk=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNNihX3Kq7EFkHL4cK5GoMyl/9YczSCKVhgmrd89zE+BlVhjOBs1I/1ZhQNqEj7FmUNELtZ4tFZ+TCOkMSxso+acjC/T2R0UjraRTYzoiasV6tzc3/ar3UhDd+xmWSGpRs+VGYCmJiMr+aDLlCZsTUAmWK210JG1NFmbHZlGwI3urJ69C+qnqWm9eV+m0eRxHO4BwuwYMa1OEeGtACBgjP8ApvzqPz4rw7H8vWgpPPnMIfOZ8/xJmM4Q==</latexit> d ⌧ |V|<latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit><latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit><latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit><latexit sha1_base64="aevCv1NO9/huF4USUIey64d7SKI=">AAAB/HicbVBNS8NAFHypX7V+RXv0slgETyURQQ8eCl48VrCt0Iay2WzapZtN2N0IIa1/xYsHRbz6Q7z5b9y0OWjrwMIw8x5vdvyEM6Ud59uqrK1vbG5Vt2s7u3v7B/bhUVfFqSS0Q2IeywcfK8qZoB3NNKcPiaQ48jnt+ZObwu89UqlYLO51llAvwiPBQkawNtLQrgdowDmaDiKsxwTzvDubDu2G03TmQKvELUkDSrSH9tcgiEkaUaEJx0r1XSfRXo6lZoTTWW2QKppgMsEj2jdU4IgqL5+Hn6FTowQojKV5QqO5+nsjx5FSWeSbySKjWvYK8T+vn+rwysuZSFJNBVkcClOOdIyKJlDAJCWaZ4ZgIpnJisgYS0y06atmSnCXv7xKuudN1/C7i0bruqyjCsdwAmfgwiW04Bba0AECGTzDK7xZT9aL9W59LEYrVrlThz+wPn8AmUaUtw==</latexit> ˆp(i, j)<latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit><latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit><latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit><latexit sha1_base64="bz1Y/g/n9Yi+OJVzl3VW4ZOQZqU=">AAAB9HicbZBNSwMxEIZn/az1q+rRS7AIFaTsiqAHDwUvHivYD2iXkk3TNjabXZPZQln6O7x4UMSrP8ab/8a03YO2vhB4eGeGmbxBLIVB1/12VlbX1jc2c1v57Z3dvf3CwWHdRIlmvMYiGelmQA2XQvEaCpS8GWtOw0DyRjC8ndYbI66NiNQDjmPuh7SvRE8witby2wOKaTwpiXPyeNYpFN2yOxNZBi+DImSqdgpf7W7EkpArZJIa0/LcGP2UahRM8km+nRgeUzakfd6yqGjIjZ/Ojp6QU+t0SS/S9ikkM/f3REpDY8ZhYDtDigOzWJua/9VaCfau/VSoOEGu2HxRL5EEIzJNgHSF5gzl2AJlWthbCRtQTRnanPI2BG/xy8tQvyh7lu8vi5WbLI4cHMMJlMCDK6jAHVShBgye4Ble4c0ZOS/Ou/Mxb11xspkj+CPn8wfDk5Fn</latexit> fij/F<latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit><latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit><latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit><latexit sha1_base64="jn8lpfXSPNGJ6DficQ0CDgTF99s=">AAAB+3icbVDLSsNAFL2pr1pfsS7dDBbBVU1E0IWLgiAuK9gHtKFMppN27GQSZiZiCfkVNy4UceuPuPNvnLRZaOuBgcM593LPHD/mTGnH+bZKK6tr6xvlzcrW9s7unr1fbasokYS2SMQj2fWxopwJ2tJMc9qNJcWhz2nHn1znfueRSsUica+nMfVCPBIsYARrIw3sajBI2UN22g+xHhPM05tsYNecujMDWiZuQWpQoDmwv/rDiCQhFZpwrFTPdWLtpVhqRjjNKv1E0RiTCR7RnqECh1R56Sx7ho6NMkRBJM0TGs3U3xspDpWahr6ZzCOqRS8X//N6iQ4uvZSJONFUkPmhIOFIRygvAg2ZpETzqSGYSGayIjLGEhNt6qqYEtzFLy+T9lndNfzuvNa4KuoowyEcwQm4cAENuIUmtIDAEzzDK7xZmfVivVsf89GSVewcwB9Ynz9B4ZSM</latexit> F = X (i,j)2A fij <latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit><latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit><latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit><latexit sha1_base64="mWgNRkKqi2CMoej0oK09t4t1wKA=">AAACFnicbZDLSsNAFIYn9VbrLerSzWARKmhJRNCFQkUQlxXsBZoQJtNJO+1kEmYmQgl5Cje+ihsXirgVd76Nk7aIVg8MfPz/Ocw5vx8zKpVlfRqFufmFxaXicmlldW19w9zcasooEZg0cMQi0faRJIxy0lBUMdKOBUGhz0jLH17mfuuOCEkjfqtGMXFD1OM0oBgpLXnmoRMi1ceIpVfZuSOT0Esr9GCw71D+7VxkGQy8lA4yzyxbVWtc8C/YUyiDadU988PpRjgJCVeYISk7thUrN0VCUcxIVnISSWKEh6hHOho5Col00/FZGdzTShcGkdCPKzhWf06kKJRyFPq6M19Vznq5+J/XSVRw6qaUx4kiHE8+ChIGVQTzjGCXCoIVG2lAWFC9K8R9JBBWOsmSDsGePfkvNI+qtuab43LtbBpHEeyAXVABNjgBNXAN6qABMLgHj+AZvBgPxpPxarxNWgvGdGYb/Crj/QvTtJ/C</latexit>
  • 16.
    AAAI ’19 CFDA&CLIPLabs!16 Introduction Methodology — Co-occurrence Network Experiments Conclusions Co-occurrence Proximity Learning • Preserve the co-occurrence proximity by minimizing the distance between the empirical and learned distribution, defined as • Replace the distance function with Kullback-Leibler divergence as (Tang, et al., 2015) • Minimize the function using stochastic gradient descent to obtain optimized representations for all words O = dist(ˆp(·, ·), p(·, ·))<latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit><latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit><latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit><latexit sha1_base64="CJ0V85UpYLGFEfjMZhbismtcHoc=">AAACFnicbVDLSgMxFM3UV62vUZdugkVooZYZEXShUHDjzgr2AW0pmUymDc3MhOSOUIZ+hRt/xY0LRdyKO//G9LGwrQcSTs65l5t7PCm4Bsf5sTIrq2vrG9nN3Nb2zu6evX9Q13GiKKvRWMSq6RHNBI9YDTgI1pSKkdATrOENbsZ+45EpzePoAYaSdULSi3jAKQEjde3TO3yNfTOn0O4TSOWo0KZ+DKXJXSzJuWexa+edsjMBXibujOTRDNWu/d32Y5qELAIqiNYt15HQSYkCTgUb5dqJZpLQAemxlqERCZnupJO1RvjEKD4OYmVOBHii/u1ISaj1MPRMZUigrxe9sfif10oguOykPJIJsIhOBwWJwBDjcUYmD8UoiKEhhCpu/oppnyhCwSSZMyG4iysvk/pZ2TX8/jxfuZrFkUVH6BgVkIsuUAXdoiqqIYqe0At6Q+/Ws/VqfVif09KMNes5RHOwvn4B3ESd5w==</latexit> O = X (i,j)2A fij log p(i, j) <latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit><latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit><latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit><latexit sha1_base64="HI/VlqJnKX9pX+EMD2yAqbeGAFI=">AAACG3icbVDLSsNAFJ3UV62vqEs3g0WooCUpgi4UKm7cWcE+oAlhMp20004mYWYilJD/cOOvuHGhiCvBhX/jtM1CqwcGDuecy9x7/JhRqSzryygsLC4trxRXS2vrG5tb5vZOS0aJwKSJIxaJjo8kYZSTpqKKkU4sCAp9Rtr+6Grit++JkDTid2ocEzdEfU4DipHSkmfWbuAFPHZkEnpphR4NDx3KoRMiNcCIpZdZBgMvpcPMYVEfxtOEZ5atqjUF/EvsnJRBjoZnfji9CCch4QozJGXXtmLlpkgoihnJSk4iSYzwCPVJV1OOQiLddHpbBg+00oNBJPTjCk7VnxMpCqUch75OTraW895E/M/rJio4c1PK40QRjmcfBQmDKoKTomCPCoIVG2uCsKB6V4gHSCCsdJ0lXYI9f/Jf0qpVbc1vT8r187yOItgD+6ACbHAK6uAaNEATYPAAnsALeDUejWfjzXifRQtGPrMLfsH4/AaHPp/a</latexit> {~vc}<latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit><latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit><latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit><latexit sha1_base64="IYXzPWiroSYFoDNp0YF4P6PiA0Q=">AAAB9XicbZC7SgNBFIbPxluMt6ilzWAQrMKuCFpYBGwsI5gLZNcwOzmbDJm9MDMbCcu+h42FIra+i51v4yTZQhN/GPj4zzmcM7+fCK60bX9bpbX1jc2t8nZlZ3dv/6B6eNRWcSoZtlgsYtn1qULBI2xprgV2E4k09AV2/PHtrN6ZoFQ8jh70NEEvpMOIB5xRbaxHN3MnyMikn7HczfvVml235yKr4BRQg0LNfvXLHcQsDTHSTFCleo6daC+jUnMmMK+4qcKEsjEdYs9gRENUXja/OidnxhmQIJbmRZrM3d8TGQ2Vmoa+6QypHqnl2sz8r9ZLdXDtZTxKUo0RWywKUkF0TGYRkAGXyLSYGqBMcnMrYSMqKdMmqIoJwVn+8iq0L+qO4fvLWuOmiKMMJ3AK5+DAFTTgDprQAgYSnuEV3qwn68V6tz4WrSWrmDmGP7I+fwCwSpKa</latexit> c 2 V<latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit><latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit><latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit><latexit sha1_base64="XahSqmSLruKwlyi4LyoHJB9JxFs=">AAAB+XicbVDLSgMxFL1TX7W+Rl26CRbBVZkRQRcuCm5cVrAP6Awlk2ba0EwyJJlCGfonblwo4tY/ceffmGlnoa0HAodz7uWenCjlTBvP+3YqG5tb2zvV3dre/sHhkXt80tEyU4S2ieRS9SKsKWeCtg0znPZSRXEScdqNJveF351SpZkUT2aW0jDBI8FiRrCx0sB1ScAEChJsxgTzvDMfuHWv4S2A1olfkjqUaA3cr2AoSZZQYQjHWvd9LzVhjpVhhNN5Lcg0TTGZ4BHtWypwQnWYL5LP0YVVhiiWyj5h0EL9vZHjROtZEtnJIqJe9QrxP6+fmfg2zJlIM0MFWR6KM46MREUNaMgUJYbPLMFEMZsVkTFWmBhbVs2W4K9+eZ10rhq+5Y/X9eZdWUcVzuAcLsGHG2jCA7SgDQSm8Ayv8Obkzovz7nwsRytOuXMKf+B8/gBt8ZN/</latexit>
  • 17.
    • Construct aco-occurrence network with a predefined window size AAAI ’19 CFDA&CLIP Labs!17 Introduction Methodology — Co-occurrence Network Experiments Conclusions Co-occurrence Proximity Learning Embedding Space amazing romantic worth overrated overpopulated disappointing crazy positive negative amazing 1.62.1 ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> overrated 1.7 -2.2 1.9 ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> -1.4 ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> [<latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit> ]<latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit> [<latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit> ]<latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit> [<latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit><latexit sha1_base64="f8yryh3yDUR2FVlHnXm+b5ppS8A=">AAAB6HicbZBNS8NAEIYnftb6VfXoZbEInkoigh48FLx4bMF+QBrKZjtp1242YXcjlNBf4MWDIl79Sd78N27bHLT1hYWHd2bYmTdMBdfGdb+dtfWNza3t0k55d2//4LBydNzWSaYYtlgiEtUNqUbBJbYMNwK7qUIahwI74fhuVu88odI8kQ9mkmIQ06HkEWfUWKvp9ytVt+bORVbBK6AKhRr9yldvkLAsRmmYoFr7npuaIKfKcCZwWu5lGlPKxnSIvkVJY9RBPl90Ss6tMyBRouyThszd3xM5jbWexKHtjKkZ6eXazPyv5mcmuglyLtPMoGSLj6JMEJOQ2dVkwBUyIyYWKFPc7krYiCrKjM2mbEPwlk9ehfZlzbPcvKrWb4s4SnAKZ3ABHlxDHe6hAS1ggPAMr/DmPDovzrvzsWhdc4qZE/gj5/MHuHmM2Q==</latexit> ]<latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit><latexit sha1_base64="BQWPgKBDIoX+ZiqBmLDc5gUEQYQ=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlpNf1CuuFV3IbIOXg4VyNUYlL/6w5ilEUrDBNW657mJ8TOqDGcCZ6V+qjGhbEJH2LMoaYTazxaLzsiFdYYkjJV90pCF+3sio5HW0yiwnRE1Y71am5v/1XqpCW/8jMskNSjZ8qMwFcTEZH41GXKFzIipBcoUt7sSNqaKMmOzKdkQvNWT16F9VfUsN68r9ds8jiKcwTlcggc1qMM9NKAFDBCe4RXenEfnxXl3PpatBSefOYU/cj5/ALuBjNs=</latexit> =<latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit> =<latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit> =<latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit><latexit sha1_base64="QpQi+22zvDxodW32zmK2lfJTEFI=">AAAB6HicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPDisQX7AW0om+2kXbvZhN2NUEJ/gRcPinj1J3nz37htc9DWFxYe3plhZ94gEVwb1/12CmvrG5tbxe3Szu7e/kH58Kil41QxbLJYxKoTUI2CS2wabgR2EoU0CgS2g/HdrN5+QqV5LB/MJEE/okPJQ86osVbjtl+uuFV3LrIKXg4VyFXvl796g5ilEUrDBNW667mJ8TOqDGcCp6VeqjGhbEyH2LUoaYTaz+aLTsmZdQYkjJV90pC5+3sio5HWkyiwnRE1I71cm5n/1bqpCa/9jMskNSjZ4qMwFcTEZHY1GXCFzIiJBcoUt7sSNqKKMmOzKdkQvOWTV6F1UfUsNy4rtZs8jiKcwCmcgwdXUIN7qEMTGCA8wyu8OY/Oi/PufCxaC04+cwx/5Hz+AIsBjLs=</latexit> k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit> k<latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit><latexit sha1_base64="sNywh/gF5GTUSxkam4x/siDxtLA=">AAAB6HicbZA9SwNBEIbn4leMX1FLm8UgWIU7EWJhEbCxTMB8QHKEvc1csmZv79jdE8KRX2BjoYitP8nOf+MmuUITX1h4eGeGnXmDRHBtXPfbKWxsbm3vFHdLe/sHh0fl45O2jlPFsMViEatuQDUKLrFluBHYTRTSKBDYCSZ383rnCZXmsXww0wT9iI4kDzmjxlrNyaBccavuQmQdvBwqkKsxKH/1hzFLI5SGCap1z3MT42dUGc4Ezkr9VGNC2YSOsGdR0gi1ny0WnZEL6wxJGCv7pCEL9/dERiOtp1FgOyNqxnq1Njf/q/VSE974GZdJalCy5UdhKoiJyfxqMuQKmRFTC5QpbnclbEwVZcZmU7IheKsnr0P7qupZbl5X6rd5HEU4g3O4BA9qUId7aEALGCA8wyu8OY/Oi/PufCxbC04+cwp/5Hz+ANC5jOk=</latexit>
  • 18.
    AAAI ’19 CFDA&CLIPLabs!18 Introduction Methodology — Dictionary Construction Experiments Conclusions Dictionary Construction • Calculate cosine similarity to build the matrix • Define an element-wise function where where A = 0 B B B @ a11 a12 · · · a1|R| a21 a22 · · · a2|R| ... ... ... ... a|S|1 a|S|2 · · · a|S||R| 1 C C C A <latexit sha1_base64="otDMzCSybOdNilGa0Uwx0zBoD8A=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="+1/LNG2dr1ivBUqoV0jLrrQwAdE=">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</latexit><latexit sha1_base64="+1/LNG2dr1ivBUqoV0jLrrQwAdE=">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</latexit><latexit sha1_base64="DIkaN7nU6BLmB7UE10+C3zV+fPQ=">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</latexit><latexit sha1_base64="DIkaN7nU6BLmB7UE10+C3zV+fPQ=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="h0B0OdNeDkkiPFk7C22s/J+YNIc=">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</latexit><latexit sha1_base64="DIkaN7nU6BLmB7UE10+C3zV+fPQ=">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</latexit> aij = cos(~vsi ,~vrj )<latexit sha1_base64="bpXQlmnauBVM9SwtE3+I41Xf73w=">AAACEHicbZDLSgMxFIbPeK31NurSTbCIFaTMuNGFQsGNywr2Au0wZNJMmzZzIckUyjCP4MZXcaOgqFuX7nwb04ugrT8EvvznHJLzezFnUlnWl7GwuLS8sppby69vbG5tmzu7NRklgtAqiXgkGh6WlLOQVhVTnDZiQXHgcVr3+lejen1AhWRReKuGMXUC3AmZzwhW2nLNI+ymrJddtkgki60BJWjgptJl2Qn6uQm3lx27ZsEqWWOhebCnUCgXnvpvAFBxzc9WOyJJQENFOJayaVuxclIsFCOcZvlWImmMSR93aFNjiAMqnXS8UIYOtdNGfiT0CRUau78nUhxIOQw83Rlg1ZWztZH5X62ZKP/cSVkYJ4qGZPKQn3CkIjRKB7WZoETxoQZMBNN/RaSLBSZKZ5jXIdizK89D7bRka77RaVzARDnYhwMogg1nUIZrqEAVCNzBAzzDi3FvPBqvxvukdcGYzuzBHxkf310Snvg=</latexit><latexit sha1_base64="QTlsO564bkRCvuuPluQ1JGgh4KY=">AAACEHicbZDLSgMxFIYz9VbrbdSlm2ARK0iZcaMLhYIblxXsBTrDkEkzbdpMZkgyhTKMT6AbX8WNBUXcunTn25heBK3+EPjyn3NIzu/HjEplWZ9GbmFxaXklv1pYW9/Y3DK3d+oySgQmNRyxSDR9JAmjnNQUVYw0Y0FQ6DPS8PuX43pjQISkEb9Rw5i4IepwGlCMlLY88xB5Ke1lFw6OZMkZEAwHXio9mh3D75vwetmRZxatsjUR/Av2DIqV4qg/urstVT3zw2lHOAkJV5ghKVu2FSs3RUJRzEhWcBJJYoT7qENaGjkKiXTTyUIZPNBOGwaR0IcrOHF/TqQolHIY+rozRKor52tj879aK1HBmZtSHieKcDx9KEgYVBEcpwPbVBCs2FADwoLqv0LcRQJhpTMs6BDs+ZX/Qv2kbGu+1mmcg6nyYA/sgxKwwSmogCtQBTWAwT14BM/gxXgwnoxX423amjNmM7vgl4z3L+zpoCM=</latexit><latexit sha1_base64="QTlsO564bkRCvuuPluQ1JGgh4KY=">AAACEHicbZDLSgMxFIYz9VbrbdSlm2ARK0iZcaMLhYIblxXsBTrDkEkzbdpMZkgyhTKMT6AbX8WNBUXcunTn25heBK3+EPjyn3NIzu/HjEplWZ9GbmFxaXklv1pYW9/Y3DK3d+oySgQmNRyxSDR9JAmjnNQUVYw0Y0FQ6DPS8PuX43pjQISkEb9Rw5i4IepwGlCMlLY88xB5Ke1lFw6OZMkZEAwHXio9mh3D75vwetmRZxatsjUR/Av2DIqV4qg/urstVT3zw2lHOAkJV5ghKVu2FSs3RUJRzEhWcBJJYoT7qENaGjkKiXTTyUIZPNBOGwaR0IcrOHF/TqQolHIY+rozRKor52tj879aK1HBmZtSHieKcDx9KEgYVBEcpwPbVBCs2FADwoLqv0LcRQJhpTMs6BDs+ZX/Qv2kbGu+1mmcg6nyYA/sgxKwwSmogCtQBTWAwT14BM/gxXgwnoxX423amjNmM7vgl4z3L+zpoCM=</latexit><latexit sha1_base64="XOEpm8ESbNnHDoSxbco6kgPPtP8=">AAACEHicbZDLSgMxFIYzXmu9jbp0EyxiBSkzbnShUHDjsoK9QGcYMmnaps0kQ5IplGEewY2v4saFIm5duvNtTNsRtPWHwJf/nENy/jBmVGnH+bKWlldW19YLG8XNre2dXXtvv6FEIjGpY8GEbIVIEUY5qWuqGWnFkqAoZKQZDm8m9eaISEUFv9fjmPgR6nHapRhpYwX2CQpSOsiuPSxU2RsRDEdBqgKancGfmwwG2Wlgl5yKMxVcBDeHEshVC+xPryNwEhGuMUNKtV0n1n6KpKaYkazoJYrECA9Rj7QNchQR5afThTJ4bJwO7AppDtdw6v6eSFGk1DgKTWeEdF/N1ybmf7V2oruXfkp5nGjC8eyhbsKgFnCSDuxQSbBmYwMIS2r+CnEfSYS1ybBoQnDnV16ExnnFNXznlKpXeRwFcAiOQBm44AJUwS2ogTrA4AE8gRfwaj1az9ab9T5rXbLymQPwR9bHN0o3nLE=</latexit> G(·)<latexit sha1_base64="GEXs0K0y2jc3dg48AyBlallNM38=">AAAB+3icbVC7TsMwFL3hWcorlBEGiwqpLFXCAgNDJQYYi0QfUhNVjuO0Vh0nsh1EFfUb+AMWBhBi5UfY+BuctgO0HMnS0Tn36h6fIOVMacf5tlZW19Y3Nktb5e2d3b19+6DSVkkmCW2RhCeyG2BFORO0pZnmtJtKiuOA004wui78zgOViiXiXo9T6sd4IFjECNZG6tsVL8Z6SDDPbyY1j4SJPuvbVafuTIGWiTsn1cbxk4cAoNm3v7wwIVlMhSYcK9VznVT7OZaaEU4nZS9TNMVkhAe0Z6jAMVV+Ps0+QadGCVGUSPOERlP190aOY6XGcWAmi6Rq0SvE/7xepqNLP2cizTQVZHYoyjjSCSqKQCGTlGg+NgQTyUxWRIZYYqJNXWVTgrv45WXSPq+7ht+ZNq5ghhIcwQnUwIULaMAtNKEFBB7hGV7hzZpYL9a79TEbXbHmO4fwB9bnD4jYlYg=</latexit><latexit sha1_base64="PIn+tnhjsxAvHgNfQoU9zo40fH4=">AAAB+3icbVC7TsMwFHXKq5RXKCMMFhVSWaqEBQaGSgwwFok+pCaqHMdprTp2ZDuIKuo39A9YGECIlR/gE9j4EHactgO0HMnS0Tn36h6fIGFUacf5sgorq2vrG8XN0tb2zu6evV9uKZFKTJpYMCE7AVKEUU6ammpGOokkKA4YaQfDq9xv3xOpqOB3epQQP0Z9TiOKkTZSzy57MdIDjFh2Pa56OBT6tGdXnJozBVwm7pxU6kcTr/r9MWn07E8vFDiNCdeYIaW6rpNoP0NSU8zIuOSliiQID1GfdA3lKCbKz6bZx/DEKCGMhDSPazhVf29kKFZqFAdmMk+qFr1c/M/rpjq68DPKk1QTjmeHopRBLWBeBAypJFizkSEIS2qyQjxAEmFt6iqZEtzFLy+T1lnNNfzWtHEJZiiCQ3AMqsAF56AObkADNAEGD+ARPIMXa2w9Wa/W22y0YM13DsAfWO8/na+X1g==</latexit><latexit sha1_base64="PIn+tnhjsxAvHgNfQoU9zo40fH4=">AAAB+3icbVC7TsMwFHXKq5RXKCMMFhVSWaqEBQaGSgwwFok+pCaqHMdprTp2ZDuIKuo39A9YGECIlR/gE9j4EHactgO0HMnS0Tn36h6fIGFUacf5sgorq2vrG8XN0tb2zu6evV9uKZFKTJpYMCE7AVKEUU6ammpGOokkKA4YaQfDq9xv3xOpqOB3epQQP0Z9TiOKkTZSzy57MdIDjFh2Pa56OBT6tGdXnJozBVwm7pxU6kcTr/r9MWn07E8vFDiNCdeYIaW6rpNoP0NSU8zIuOSliiQID1GfdA3lKCbKz6bZx/DEKCGMhDSPazhVf29kKFZqFAdmMk+qFr1c/M/rpjq68DPKk1QTjmeHopRBLWBeBAypJFizkSEIS2qyQjxAEmFt6iqZEtzFLy+T1lnNNfzWtHEJZiiCQ3AMqsAF56AObkADNAEGD+ARPIMXa2w9Wa/W22y0YM13DsAfWO8/na+X1g==</latexit><latexit sha1_base64="cABRopV4nlXcvgD5RXsvHZZ2Yvg=">AAAB+3icbVC7TsMwFHV4lvIqZWSxqJDKUiUsMDBUYoCxSPQhNVHlOE5r1XEi+wZRRfkVFgYQYuVH2PgbnDYDtBzJ0tE59+oeHz8RXINtf1tr6xubW9uVneru3v7BYe2o3tNxqijr0ljEauATzQSXrAscBBskipHIF6zvT28Kv//IlOaxfIBZwryIjCUPOSVgpFGt7kYEJpSI7DZvujSI4XxUa9gtew68SpySNFCJzqj25QYxTSMmgQqi9dCxE/AyooBTwfKqm2qWEDolYzY0VJKIaS+bZ8/xmVECHMbKPAl4rv7eyEik9SzyzWSRVC97hfifN0whvPIyLpMUmKSLQ2EqMMS4KAIHXDEKYmYIoYqbrJhOiCIUTF1VU4Kz/OVV0rtoOYbf2432dVlHBZ2gU9REDrpEbXSHOqiLKHpCz+gVvVm59WK9Wx+L0TWr3DlGf2B9/gCjhJQh</latexit> G(A) = (bij) 2 R|S|⇥|R| <latexit sha1_base64="P39+z1EZWHkVMGSbM1M/N2vDTs0=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">AAACP3icbVA9SwNBEN3z2/gVtbRZFCE2cmejhUJEUBtBExOF3Bn2NnvJmr29Y3dOCJf7Zzb+BTtbGwtFbe3cJOL3g4HHezPMzPNjwTXY9p01NDwyOjY+MZmbmp6ZncvPL1R1lCjKKjQSkTr3iWaCS1YBDoKdx4qR0BfszG/v9fyzK6Y0j+QpdGLmhaQpecApASPV81U3JNCiRKQHWWF3bQe7ggVQ8Ospv8xcxZstWMMul7jf5/tpKbtIu59D5azrAg+Zxl9aKetm9fyKvW73gf8S54OsFPFR+aXt7R/X87duI6JJyCRQQbSuOXYMXkoUcCpYlnMTzWJC26TJaoZKYnZ6af//DK8apYGDSJmSgPvq94mUhFp3Qt909o7Uv72e+J9XSyDY8lIu4wSYpINFQSIwRLgXJm5wxSiIjiGEKm5uxbRFFKFgIs+ZEJzfL/8l1Y11x/ATk8Y2GmACLaFlVEAO2kRFdIiOUQVRdI3u0SN6sm6sB+vZeh20DlkfM4voB6y3d6tVtCg=</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="rDkgx3Ijrdd/kGHOYKDu4C2eyHQ=">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</latexit><latexit sha1_base64="rDkgx3Ijrdd/kGHOYKDu4C2eyHQ=">AAACNHicbVA9SwNBEJ2L3zFqtLVZFCE24c5GG0Gx0NKvRCEXw95mL1mzt3fszgnhcv/Mxr9gZ2tjoYg/wU0Mfj8YeLw3w8y8IJHCoOs+OIWJyanpmdm54nxpYXGpvFyqmzjVjNdYLGN9GVDDpVC8hgIlv0w0p1Eg+UXQOxj6FzdcGxGrc+wnvBnRjhKhYBSt1CrX/Yhil1GZHeaV/c1d4kseYiVoZeI697XodHGT+EKRUV8QZKf5VTb4HDrLBz6KiBvypZ3mg7xVXner7gjkL/HGZB3GOG6V7/12zNKIK2SSGtPw3ASbGdUomOR50U8NTyjr0Q5vWKqo3dnMRv/nZMMqbRLG2pZCMlK/T2Q0MqYfBbZzeKT57Q3F/7xGiuFOMxMqSZEr9rEoTCXBmAzDJG2hOUPZt4QyLeythHWppgxt5EUbgvf75b+kvlX1LD9xYRZWYQ0q4ME27MERHEMNGNzCIzzDi3PnPDmvH3EVnHFuK/ADzts7FlOviw==</latexit><latexit sha1_base64="XxPndqUwDH3sIkX3SwpsmIFk5zE=">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</latexit><latexit sha1_base64="XxPndqUwDH3sIkX3SwpsmIFk5zE=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="OFd3vYMGKl5eqz3R2BVOc56PTak=">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</latexit><latexit sha1_base64="XxPndqUwDH3sIkX3SwpsmIFk5zE=">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</latexit> bij 2 {0, 1}<latexit sha1_base64="LjvDcfFIRqFr95tDNqNHHriEg3g=">AAAB+nicbZC7TsMwFIZPyq2UWwsji0WFxICqhAUGhkosLEhF0IvURJHjOq2p40S2A6pCHoWFAYRYeRI2Nh4F9zJAyy9Z+vSfc3SO/yDhTGnb/rIKS8srq2vF9dLG5tb2Trmy21JxKgltkpjHshNgRTkTtKmZ5rSTSIqjgNN2MLwY19v3VCoWi1s9SqgX4b5gISNYG8svVwI/Y3e5ywRyM/vYcXO/XLVr9kRoEZwZVOvo6uYbABp++dPtxSSNqNCEY6W6jp1oL8NSM8JpXnJTRRNMhrhPuwYFjqjyssnpOTo0Tg+FsTRPaDRxf09kOFJqFAWmM8J6oOZrY/O/WjfV4ZmXMZGkmgoyXRSmHOkYjXNAPSYp0XxkABPJzK2IDLDERJu0SiYEZ/7Li9A6qTmGr00a5zBVEfbhAI7AgVOowyU0oAkEHuAJXuDVerSerTfrfdpasGYze/BH1scP80CVRw==</latexit><latexit sha1_base64="qOEnSYoQWquorSVP6Z1v6SgBFBs=">AAAB+nicbZDLSsNAFIZP6q3WW6pLN4NFcCElcaMLFwVB3AgV7QWaECbTaTt2MgkzE6XEPIobF4q49Unc+RS+gtPWhbb+MPDxn3M4Z/4w4Uxpx/m0CguLS8srxdXS2vrG5pZd3m6qOJWENkjMY9kOsaKcCdrQTHPaTiTFUchpKxyejeutOyoVi8WNHiXUj3BfsB4jWBsrsMthkLHb3GMCeZlz6Hp5YFecqjMRmgf3Byo1dHn9NfTP64H94XVjkkZUaMKxUh3XSbSfYakZ4TQveamiCSZD3KcdgwJHVPnZ5PQc7Runi3qxNE9oNHF/T2Q4UmoUhaYzwnqgZmtj879aJ9W9Ez9jIkk1FWS6qJdypGM0zgF1maRE85EBTCQztyIywBITbdIqmRDc2S/PQ/Oo6hq+MmmcwlRF2IU9OAAXjqEGF1CHBhC4h0d4hhfrwXqyXq23aWvB+pnZgT+y3r8BcF+WZA==</latexit><latexit sha1_base64="qOEnSYoQWquorSVP6Z1v6SgBFBs=">AAAB+nicbZDLSsNAFIZP6q3WW6pLN4NFcCElcaMLFwVB3AgV7QWaECbTaTt2MgkzE6XEPIobF4q49Unc+RS+gtPWhbb+MPDxn3M4Z/4w4Uxpx/m0CguLS8srxdXS2vrG5pZd3m6qOJWENkjMY9kOsaKcCdrQTHPaTiTFUchpKxyejeutOyoVi8WNHiXUj3BfsB4jWBsrsMthkLHb3GMCeZlz6Hp5YFecqjMRmgf3Byo1dHn9NfTP64H94XVjkkZUaMKxUh3XSbSfYakZ4TQveamiCSZD3KcdgwJHVPnZ5PQc7Runi3qxNE9oNHF/T2Q4UmoUhaYzwnqgZmtj879aJ9W9Ez9jIkk1FWS6qJdypGM0zgF1maRE85EBTCQztyIywBITbdIqmRDc2S/PQ/Oo6hq+MmmcwlRF2IU9OAAXjqEGF1CHBhC4h0d4hhfrwXqyXq23aWvB+pnZgT+y3r8BcF+WZA==</latexit><latexit sha1_base64="8q7NOYfLXWbD4xtWQJIVDOH5BBI=">AAAB+nicbZC7TsMwFIZPuJZyS2FksaiQGFCVsMDAUImFsUj0IjVR5LhOa+o4ke2AqpBHYWEAIVaehI23wW0zQMsvWfr0n3N0jv8w5Uxpx/m2VlbX1jc2K1vV7Z3dvX27dtBRSSYJbZOEJ7IXYkU5E7Stmea0l0qK45DTbji+nta7D1Qqlog7PUmpH+OhYBEjWBsrsGthkLP7wmMCeblz5npFYNedhjMTWga3hDqUagX2lzdISBZToQnHSvVdJ9V+jqVmhNOi6mWKppiM8ZD2DQocU+Xns9MLdGKcAYoSaZ7QaOb+nshxrNQkDk1njPVILdam5n+1fqajSz9nIs00FWS+KMo40gma5oAGTFKi+cQAJpKZWxEZYYmJNmlVTQju4peXoXPecA3fOvXmVRlHBY7gGE7BhQtowg20oA0EHuEZXuHNerJerHfrY966YpUzh/BH1ucPa9WTZw==</latexit> Lrj = (si,~vsi , ✓rj si = aij) | bij = 1<latexit sha1_base64="3WCLvH7x788u/55lEc5bKYsQ8cI=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="nIE68s6BQfy3a2cCYc4eajASM9I=">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</latexit><latexit sha1_base64="nIE68s6BQfy3a2cCYc4eajASM9I=">AAACPXicbVC7ThtBFL1LgIB5xKGlGQUhGclCuzSkQYpEk4ICJIwteZzV7PiuPfbsQzN3LVnLfl6alHR8QxqKRIiO8aMIOEca6TzuaOaeKNfKku8/emsf1jc2P25t13Z29/Y/1T/v3tmsMBJbMtOZ6UTColYptkiRxk5uUCSRxnY0vpzl7Qkaq7L0lqY59hIxSFWspCBnhfWQJ4KGUujyqgpLE46qC64xJl6yhg1Vk/EJynLiMqcqJ2mIJBbqx2LeKTWqTnjznjdZNBcXATdqMCRehfUj/9Sfg62SYEmOYInrsP7A+5ksEkxJamFtN/Bz6pXCkJIaqxovLOZCjsUAu46mIkHbK+dFVOzYOX0WZ8adlNjc/fdGKRJrp0nkJmdr2/fZzPxf1i0o/torVZoXhKlcPBQXmlHGZq2yvjIoSU8dEdIo91cmh8IISa77misheL/yKrk7Ow0cv/FhCw7hCzQggHP4Bt/hGlog4Sf8hj/w1/vlPXnPi7rWvGVvB/AG3ssrgEyzCQ==</latexit><latexit sha1_base64="qWraZZkWYuAsScYE+ARH4m2J664=">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</latexit><latexit sha1_base64="qWraZZkWYuAsScYE+ARH4m2J664=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="FVIv4zGxol4sNY11TItrBxinSbw=">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</latexit><latexit sha1_base64="qWraZZkWYuAsScYE+ARH4m2J664=">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</latexit>
  • 19.
    AAAI ’19 CFDA&CLIPLabs!19 Introduction Methodology — Dictionary Construction Experiments Conclusions Dictionary Construction • Maximum-cosine-similarity scheme mi = max 1j|R| aij <latexit sha1_base64="ip1LEbpvZgO+jXWmEI0FODEfGlo=">AAACFnicbVDLSgMxFL1TX7W+qi7dBIvgxjIjgoIKBTcuq9gHdMqQSdM2beZhkhHLdL7Cjb/ixoUibsWdf+BnmGm70NYLCYdzzuXee9yQM6lM88vIzM0vLC5ll3Mrq2vrG/nNraoMIkFohQQ8EHUXS8qZTyuKKU7roaDYczmtuf2LVK/dUSFZ4N+oQUibHu74rM0IVppy8geeE7Pk3PbwvRNbNqe3qDf6h5pSXYJ5fJ0ME4S1rZc4+YJZNEeFZoE1AYXS6dF3CQDKTv7TbgUk8qivCMdSNiwzVM0YC8UIp0nOjiQNMenjDm1o6GOPymY8OitBe5ppoXYg9PMVGrG/O2LsSTnwXO1Md5XTWkr+pzUi1T5pxswPI0V9Mh7UjjhSAUozQi0mKFF8oAEmguldEeligYnSSeZ0CNb0ybOgeli0NL7SaZzBuLKwA7uwDxYcQwkuoQwVIPAAT/ACr8aj8Wy8Ge9ja8aY9GzDnzI+fgC2bKHX</latexit><latexit sha1_base64="Qk8q8KLKSj6Crdol1WRvYqL+Q1M=">AAACFnicbVDLSsNAFJ34rPUVdSO4GSyCG0sigoIKRTcuq9gHNCFMptN22snDmYlY0nyFG3/FjQtF3Iob8Q/8DCdpF9p6YYbDOedy7z1uyKiQhvGlTU3PzM7N5xbyi0vLK6v62npVBBHHpIIDFvC6iwRh1CcVSSUj9ZAT5LmM1NzeearXbgkXNPCvZT8ktofaPm1RjKSiHH3Pc2KanFoeunNi02LkBnazf6Ao2cGIxVfJIIFI2bqJoxeMopEVnATmCBRKxwffZ3Lzs+zoH1YzwJFHfIkZEqJhGqG0Y8QlxYwkeSsSJES4h9qkoaCPPCLsODsrgTuKacJWwNXzJczY3x0x8oToe65ypruKcS0l/9MakWwd2TH1w0gSHw8HtSIGZQDTjGCTcoIl6yuAMKdqV4g7iCMsVZJ5FYI5fvIkqO4XTYUvVRonYFg5sAW2wS4wwSEogQtQBhWAwT14BM/gRXvQnrRX7W1ondJGPRvgT2nvP5MZozw=</latexit><latexit sha1_base64="Qk8q8KLKSj6Crdol1WRvYqL+Q1M=">AAACFnicbVDLSsNAFJ34rPUVdSO4GSyCG0sigoIKRTcuq9gHNCFMptN22snDmYlY0nyFG3/FjQtF3Iob8Q/8DCdpF9p6YYbDOedy7z1uyKiQhvGlTU3PzM7N5xbyi0vLK6v62npVBBHHpIIDFvC6iwRh1CcVSSUj9ZAT5LmM1NzeearXbgkXNPCvZT8ktofaPm1RjKSiHH3Pc2KanFoeunNi02LkBnazf6Ao2cGIxVfJIIFI2bqJoxeMopEVnATmCBRKxwffZ3Lzs+zoH1YzwJFHfIkZEqJhGqG0Y8QlxYwkeSsSJES4h9qkoaCPPCLsODsrgTuKacJWwNXzJczY3x0x8oToe65ypruKcS0l/9MakWwd2TH1w0gSHw8HtSIGZQDTjGCTcoIl6yuAMKdqV4g7iCMsVZJ5FYI5fvIkqO4XTYUvVRonYFg5sAW2wS4wwSEogQtQBhWAwT14BM/gRXvQnrRX7W1ondJGPRvgT2nvP5MZozw=</latexit><latexit sha1_base64="YQTzrB9F7VcWTBnHlHIn3cxCLxI=">AAACFnicbVC7TsMwFHV4lvIKMLJYVEgsVAkLDCBVYmEsiD6kJooc12ndOk6wHUSV5itY+BUWBhBiRWz8DU7aAVquZOvonHN17z1+zKhUlvVtLCwuLa+sltbK6xubW9vmzm5TRonApIEjFom2jyRhlJOGooqRdiwICn1GWv7wMtdb90RIGvFbNYqJG6IepwHFSGnKM49DL6XZhROiBy+1HUbu4KD4x5pSfYxYepONM4i0bZB5ZsWqWkXBeWBPQQVMq+6ZX043wklIuMIMSdmxrVi5KRKKYkayspNIEiM8RD3S0ZCjkEg3Lc7K4KFmujCIhH5cwYL93ZGiUMpR6Gtnvquc1XLyP62TqODMTSmPE0U4ngwKEgZVBPOMYJcKghUbaYCwoHpXiPtIIKx0kmUdgj178jxonlRtja+tSu18GkcJ7IMDcARscApq4ArUQQNg8AiewSt4M56MF+Pd+JhYF4xpzx74U8bnDzploAA=</latexit> Gmax(A) = (bij) = 1{aij mi} 2 R|S|⇥|R| <latexit sha1_base64="AZiWXxJ2vkjbPVPRAl3CgeN2k0A=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="W1VjAq29nTsVAGRuLcpGn9/4JmE=">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</latexit><latexit sha1_base64="W1VjAq29nTsVAGRuLcpGn9/4JmE=">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</latexit><latexit sha1_base64="wEypB3ArSVnhV4tkQGgXWiacL+o=">AAACc3icbVFLb9QwEHbCqyyPbkHi0gNWF6TtgSrhQg+tVMQBjn2wbaXNEjneya6p46T2pOrK6z/Az+PGv+DCvU52y6NlJEufv+8bz3gmq6QwGEU/gvDO3Xv3H6w87Dx6/OTpanft2bEpa81hwEtZ6tOMGZBCwQAFSjitNLAik3CSnX1o9JML0EaU6jPOKhgVbKJELjhDT6Xdb0nBcMqZtB9dav3l0vXfb+7SREKO/Sy14qtLtJhMcXO3Q320Au1TGzd+yxaOCZzTIhWJuzbTRCjavp1l9tB9sfPfhY7cPEFRgKF/uEM3d2m3F21FbdDbIF6CHlnGftr9noxLXhegkEtmzDCOKhxZplFwCa6T1AYqxs/YBIYeKuZrjmw7M0dfe2ZM81L7o5C27N8ZlhXGzIrMO5smzU2tIf+nDWvMt0dWqKpGUHxRKK8lxZI2C6BjoYGjnHnAuBa+V8qnTDOOfk0dP4T45pdvg+O3W7HHB1Fvb2c5jhWyTjZIn8TkHdkjn8g+GRBOfgYvgpcBDX6F6+FG+GphDYNlznPyT4RvrgCGA761</latexit><latexit sha1_base64="wEypB3ArSVnhV4tkQGgXWiacL+o=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="/3s9J9kRTHO1fN75+J7c8h24tYk=">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</latexit><latexit sha1_base64="wEypB3ArSVnhV4tkQGgXWiacL+o=">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</latexit> good great bad r5<latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit> r4<latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit> r1<latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit> 0.7 0.6 0.5 0.4 -0.3 -0.1 -0.6 -0.8 0.6 ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit> Lr1<latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit> Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit> ...<latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit> A =<latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="b6zoI5HzQ3YNg6ozFtiY9naz7YY=">AAAB6XicbZA9SwNBEIbn4leMX1FLm8UgWIU7G1MoRGwso5gPSI6wt9lLluztHbtzQjjyD2wsFLH1H9n5b9wkV2jiCwsP78ywM2+QSGHQdb+dwtr6xuZWcbu0s7u3f1A+PGqZONWMN1ksY90JqOFSKN5EgZJ3Es1pFEjeDsa3s3r7iWsjYvWIk4T7ER0qEQpG0VoPN9f9csWtunORVfByqECuRr/81RvELI24QiapMV3PTdDPqEbBJJ+WeqnhCWVjOuRdi4pG3PjZfNMpObPOgISxtk8hmbu/JzIaGTOJAtsZURyZ5drM/K/WTTGs+ZlQSYpcscVHYSoJxmR2NhkIzRnKiQXKtLC7EjaimjK04ZRsCN7yyavQuqh6lu/dSv0qj6MIJ3AK5+DBJdThDhrQBAYhPMMrvDlj58V5dz4WrQUnnzmGP3I+fwAReY0C</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/DujbxX72NRV8Fb9nYMf+R9/gD/UIu4</latexit><latexit sha1_base64="b6zoI5HzQ3YNg6ozFtiY9naz7YY=">AAAB6XicbZA9SwNBEIbn4leMX1FLm8UgWIU7G1MoRGwso5gPSI6wt9lLluztHbtzQjjyD2wsFLH1H9n5b9wkV2jiCwsP78ywM2+QSGHQdb+dwtr6xuZWcbu0s7u3f1A+PGqZONWMN1ksY90JqOFSKN5EgZJ3Es1pFEjeDsa3s3r7iWsjYvWIk4T7ER0qEQpG0VoPN9f9csWtunORVfByqECuRr/81RvELI24QiapMV3PTdDPqEbBJJ+WeqnhCWVjOuRdi4pG3PjZfNMpObPOgISxtk8hmbu/JzIaGTOJAtsZURyZ5drM/K/WTTGs+ZlQSYpcscVHYSoJxmR2NhkIzRnKiQXKtLC7EjaimjK04ZRsCN7yyavQuqh6lu/dSv0qj6MIJ3AK5+DBJdThDhrQBAYhPMMrvDlj58V5dz4WrQUnnzmGP3I+fwAReY0C</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdK
  • 20.
    AAAI ’19 CFDA&CLIPLabs!20 Introduction Methodology — Dictionary Construction Experiments Conclusions Dictionary Construction • Z-score scheme zij = (aij µj)/ j<latexit sha1_base64="y19OUtuby3wMdY9LbPPWNHdrb6Q=">AAACC3icbZC7SgNBFIbPxluMt6ilzZAgxMK4a6OFQsDGRohoLpCEZXYySSaZ2V1mZoW4bG/jq9hYKGLrC9jZ+ShOLoUm/jDw8Z9zOHN+L+RMadv+slILi0vLK+nVzNr6xuZWdnunqoJIElohAQ9k3cOKcubTimaa03ooKRYepzVvcDGq1+6oVCzwb/UwpC2Buz7rMIK1sdxs7t6NWT85jwt4DIdNEbn9g+QobirWFdjtJ242bxftsdA8OFPIl9DVzTcAlN3sZ7MdkEhQXxOOlWo4dqhbMZaaEU6TTDNSNMRkgLu0YdDHgqpWPL4lQfvGaaNOIM3zNRq7vydiLJQaCs90Cqx7arY2Mv+rNSLdOW3FzA8jTX0yWdSJONIBGgWD2kxSovnQACaSmb8i0sMSE23iy5gQnNmT56F6XHQMX5s0zmCiNOxBDgrgwAmU4BLKUAECD/AEL/BqPVrP1pv1PmlNWdOZXfgj6+MH7wGdGw==</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="d39S0zp7AmnLAzlRGpgwtwPNOSY=">AAACAHicbZC9TsMwFIVvyl8pBQIrS9QKqQyUhAUWJCQWxiLRH6mJIsd1Wrd2EtkOUomys/AqLAwgxFOw8Ta4aQdoOZKlT+fYur4nSBiVyra/jdLa+sbmVnm7slPd3ds3D6odGacCkzaOWSx6AZKE0Yi0FVWM9BJBEA8Y6QaTm1nefSBC0ji6V9OEeBwNIxpSjJS2fLP26Gd0nF9lDVTAqctTf3ySn2WupEOO/HHum3W7aReyVsFZQB0WavnmlzuIccpJpDBDUvYdO1FehoSimJG84qaSJAhP0JD0NUaIE+llxS65daydgRXGQp9IWYX7+0WGuJRTHuibHKmRXM5m5n9ZP1XhpZfRKEkVifB8UJgyS8XWrBhrQAXBik01ICyo/quFR0ggrHR9FV2Cs7zyKnTOm47mOxvKcAQ1aIADF3ANt9CCNmB4ghd4g3fj2Xg1PuZ1lYxFb4fwR8bnD78Wmc8=</latexit><latexit sha1_base64="d39S0zp7AmnLAzlRGpgwtwPNOSY=">AAACAHicbZC9TsMwFIVvyl8pBQIrS9QKqQyUhAUWJCQWxiLRH6mJIsd1Wrd2EtkOUomys/AqLAwgxFOw8Ta4aQdoOZKlT+fYur4nSBiVyra/jdLa+sbmVnm7slPd3ds3D6odGacCkzaOWSx6AZKE0Yi0FVWM9BJBEA8Y6QaTm1nefSBC0ji6V9OEeBwNIxpSjJS2fLP26Gd0nF9lDVTAqctTf3ySn2WupEOO/HHum3W7aReyVsFZQB0WavnmlzuIccpJpDBDUvYdO1FehoSimJG84qaSJAhP0JD0NUaIE+llxS65daydgRXGQp9IWYX7+0WGuJRTHuibHKmRXM5m5n9ZP1XhpZfRKEkVifB8UJgyS8XWrBhrQAXBik01ICyo/quFR0ggrHR9FV2Cs7zyKnTOm47mOxvKcAQ1aIADF3ANt9CCNmB4ghd4g3fj2Xg1PuZ1lYxFb4fwR8bnD78Wmc8=</latexit><latexit sha1_base64="re/Ew+L849yQdvV6HxzkEgzwd9w=">AAACC3icbZC7TsMwFIadcivlFmBkiVohlYGSsMAAUiUWxiLRi9REkeM6rYvtRLaDVKLsLLwKCwMIsfICbLwNbpoBWn7J0qf/nKPj8wcxJVLZ9rdRWlpeWV0rr1c2Nre2d8zdvY6MEoFwG0U0Er0ASkwJx21FFMW9WGDIAoq7wd3VtN69x0KSiN+qSYw9BoechARBpS3frD74KRlnl2kd5nDsssQfH2UnqSvJkEF/nPlmzW7YuaxFcAqogUIt3/xyBxFKGOYKUShl37Fj5aVQKIIozipuInEM0R0c4r5GDhmWXprfklmH2hlYYST048rK3d8TKWRSTligOxlUIzlfm5r/1fqJCs+9lPA4UZij2aIwoZaKrGkw1oAIjBSdaIBIEP1XC42ggEjp+Co6BGf+5EXonDYczTd2rXlRxFEGB6AK6sABZ6AJrkELtAECj+AZvII348l4Md6Nj1lryShm9sEfGZ8/Z5abOw==</latexit><latexit sha1_base64="re/Ew+L849yQdvV6HxzkEgzwd9w=">AAACC3icbZC7TsMwFIadcivlFmBkiVohlYGSsMAAUiUWxiLRi9REkeM6rYvtRLaDVKLsLLwKCwMIsfICbLwNbpoBWn7J0qf/nKPj8wcxJVLZ9rdRWlpeWV0rr1c2Nre2d8zdvY6MEoFwG0U0Er0ASkwJx21FFMW9WGDIAoq7wd3VtN69x0KSiN+qSYw9BoechARBpS3frD74KRlnl2kd5nDsssQfH2UnqSvJkEF/nPlmzW7YuaxFcAqogUIt3/xyBxFKGOYKUShl37Fj5aVQKIIozipuInEM0R0c4r5GDhmWXprfklmH2hlYYST048rK3d8TKWRSTligOxlUIzlfm5r/1fqJCs+9lPA4UZij2aIwoZaKrGkw1oAIjBSdaIBIEP1XC42ggEjp+Co6BGf+5EXonDYczTd2rXlRxFEGB6AK6sABZ6AJrkELtAECj+AZvII348l4Md6Nj1lryShm9sEfGZ8/Z5abOw==</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="IHO7iqx1eWKQoWDjSR1TcMpVk+w=">AAACC3icbZDLSsNAFIYn9VbrLerSzdAi1IU1caMLhYIgboSK9gJNCJPppJ12JgkzE6GG7N34Km5cKOLWF3DnU/gKTi8Lrf4w8PGfczhzfj9mVCrL+jRyc/MLi0v55cLK6tr6hrm51ZBRIjCp44hFouUjSRgNSV1RxUgrFgRxn5GmPzgb1Zu3REgahTdqGBOXo25IA4qR0pZnFu+8lPaz07SMxrDv8MTr72UHqSNplyOvn3lmyapYY8G/YE+hVIWX118D97zmmR9OJ8IJJ6HCDEnZtq1YuSkSimJGsoKTSBIjPEBd0tYYIk6km45vyeCudjowiIR+oYJj9+dEiriUQ+7rTo5UT87WRuZ/tXaigmM3pWGcKBLiyaIgYVBFcBQM7FBBsGJDDQgLqv8KcQ8JhJWOr6BDsGdP/guNw4qt+UqncQImyoMdUARlYIMjUAUXoAbqAIN78AiewYvxYDwZr8bbpDVnTGe2wS8Z799sIJ44</latexit><latexit sha1_base64="re/Ew+L849yQdvV6HxzkEgzwd9w=">AAACC3icbZC7TsMwFIadcivlFmBkiVohlYGSsMAAUiUWxiLRi9REkeM6rYvtRLaDVKLsLLwKCwMIsfICbLwNbpoBWn7J0qf/nKPj8wcxJVLZ9rdRWlpeWV0rr1c2Nre2d8zdvY6MEoFwG0U0Er0ASkwJx21FFMW9WGDIAoq7wd3VtN69x0KSiN+qSYw9BoechARBpS3frD74KRlnl2kd5nDsssQfH2UnqSvJkEF/nPlmzW7YuaxFcAqogUIt3/xyBxFKGOYKUShl37Fj5aVQKIIozipuInEM0R0c4r5GDhmWXprfklmH2hlYYST048rK3d8TKWRSTligOxlUIzlfm5r/1fqJCs+9lPA4UZij2aIwoZaKrGkw1oAIjBSdaIBIEP1XC42ggEjp+Co6BGf+5EXonDYczTd2rXlRxFEGB6AK6sABZ6AJrkELtAECj+AZvII348l4Md6Nj1lryShm9sEfGZ8/Z5abOw==</latexit> Gz>`(A) = (bij) = 1{zij >`} 2 R|S|⇥|R| <latexit sha1_base64="vD8rsOalxH/GdaLriRUlT1aysr4=">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</latexit><latexit sha1_base64="BbXHKvTlaK8PQd/7JbFbz/U/t8k=">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</latexit><latexit sha1_base64="BbXHKvTlaK8PQd/7JbFbz/U/t8k=">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</latexit><latexit sha1_base64="j/Cvsd9RpzIv+58vNl+mnUFw/4E=">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</latexit> good great bad r5<latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit><latexit sha1_base64="0ltqUV+gwXTicwmOWk7Q6f7QUzk=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7MWhhEbCxjGg+IDnC3mYvWbK3d+zOCeHIT7CxUMTWX2Tnv3GTXKGJLyw8vDPDzrxBIoVB1/12CmvrG5tbxe3Szu7e/kH58Khl4lQz3mSxjHUnoIZLoXgTBUreSTSnUSB5OxjfzurtJ66NiNUjThLuR3SoRCgYRWs96H6tX664VXcusgpeDhXI1eiXv3qDmKURV8gkNabruQn6GdUomOTTUi81PKFsTIe8a1HRiBs/m686JWfWGZAw1vYpJHP390RGI2MmUWA7I4ojs1ybmf/VuimG134mVJIiV2zxUZhKgjGZ3U0GQnOGcmKBMi3sroSNqKYMbTolG4K3fPIqtC6qnuX7y0r9Jo+jCCdwCufgwRXU4Q4a0AQGQ3iGV3hzpPPivDsfi9aCk88cwx85nz8G0I2Y</latexit> r4<latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit><latexit sha1_base64="BJH542W97FzhAUZQMCMvep9qepU=">AAAB6nicbZA9SwNBEIbn4leMX1FLm8UgWIU7CcTCImBjGdF8QHKEvc1esmRv79idE8KRn2BjoYitv8jOf+MmuUITX1h4eGeGnXmDRAqDrvvtFDY2t7Z3irulvf2Dw6Py8UnbxKlmvMViGetuQA2XQvEWCpS8m2hOo0DyTjC5ndc7T1wbEatHnCbcj+hIiVAwitZ60IPaoFxxq+5CZB28HCqQqzkof/WHMUsjrpBJakzPcxP0M6pRMMlnpX5qeELZhI54z6KiETd+tlh1Ri6sMyRhrO1TSBbu74mMRsZMo8B2RhTHZrU2N/+r9VIMr/1MqCRFrtjyozCVBGMyv5sMheYM5dQCZVrYXQkbU00Z2nRKNgRv9eR1aF9VPcv3tUrjJo+jCGdwDpfgQR0acAdNaAGDETzDK7w50nlx3p2PZWvByWdO4Y+czx8FTI2X</latexit> r1<latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit><latexit sha1_base64="xaLVr9z6a0a/D4xaqqvzGtsT0HY=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfTgoeDFY0X7AW0om+2mXbrZhN2JUEJ/ghcPinj1F3nz37hNc9DWFxYe3plhZ94gkcKg6347pbX1jc2t8nZlZ3dv/6B6eNQ2caoZb7FYxrobUMOlULyFAiXvJprTKJC8E0xu5/XOE9dGxOoRpwn3IzpSIhSMorUe9MAbVGtu3c1FVsEroAaFmoPqV38YszTiCpmkxvQ8N0E/oxoFk3xW6aeGJ5RN6Ij3LCoaceNn+aozcmadIQljbZ9Ckru/JzIaGTONAtsZURyb5drc/K/WSzG89jOhkhS5YouPwlQSjMn8bjIUmjOUUwuUaWF3JWxMNWVo06nYELzlk1ehfVH3LN9f1ho3RRxlOIFTOAcPrqABd9CEFjAYwTO8wpsjnRfn3flYtJacYuYY/sj5/AEAwI2U</latexit> 1.2 1.1 1.1 0.8 -0.4 -0.6 -1.1 -0.9 1.3 ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexit sha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> ...<latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit><latexitsha1_base64="lF9j4Gs8r8SDVyJ2uYTqjNd0o0A=">AAAB6nicbZBNS8NAEIYn9avWr6pHL4tF8BQSEfTgoeDFY0X7AW0om+2kXbrZhN2NUEJ/ghcPinj1F3nz37htc9DWFxYe3plhZ94wFVwbz/t2SmvrG5tb5e3Kzu7e/kH18Kilk0wxbLJEJKoTUo2CS2wabgR2UoU0DgW2w/HtrN5+QqV5Ih/NJMUgpkPJI86osdaD67r9as1zvbnIKvgF1KBQo1/96g0SlsUoDRNU667vpSbIqTKcCZxWepnGlLIxHWLXoqQx6iCfrzolZ9YZkChR9klD5u7viZzGWk/i0HbG1Iz0cm1m/lfrZia6DnIu08ygZIuPokwQk5DZ3WTAFTIjJhYoU9zuStiIKsqMTadiQ/CXT16F1oXrW76/rNVvijjKcAKncA4+XEEd7qABTWAwhGd4hTdHOC/Ou/OxaC05xcwx/JHz+QNKGI0c</latexit> Lr1<latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit><latexit sha1_base64="KrqvSX+UTDkeDkk/hA76uQUyZJ4=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPDvzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHlQJRk</latexit> Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit> ...<latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit><latexitsha1_base64="gjJicAlu+/kaifUklAd+pUZn1Bk=">AAAB6nicdVBNS8NAEJ34WetX1aOXxSJ4CkkNbQUPBS8eK9oPaEPZbDft0s0m7G6EEvoTvHhQxKu/yJv/xk1bQUUfDDzem2FmXpBwprTjfFgrq2vrG5uFreL2zu7efungsK3iVBLaIjGPZTfAinImaEszzWk3kRRHAaedYHKV+517KhWLxZ2eJtSP8EiwkBGsjXRr2/agVHbsi3q14lWRYztOza24OanUvHMPuUbJUYYlmoPSe38YkzSiQhOOleq5TqL9DEvNCKezYj9VNMFkgke0Z6jAEVV+Nj91hk6NMkRhLE0Jjebq94kMR0pNo8B0RliP1W8vF//yeqkO637GRJJqKshiUZhypGOU/42GTFKi+dQQTCQztyIyxhITbdIpmhC+PkX/k3bFdg2/8cqNy2UcBTiGEzgDF2rQgGtoQgsIjOABnuDZ4taj9WK9LlpXrOXMEfyA9fYJqieNXg==</latexit> Lr5<latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit><latexit sha1_base64="j+CF4kVeul7E1RRK8DLLKQL4fAo=">AAAB+nicdVDLSsNAFJ34rPWV6tLNYBFclaTGtoKLghsXLirYB7QhTKaTduhkEmYmSon5FDcuFHHrl7jzb5y0FVT0wMDhnHu5Z44fMyqVZX0YS8srq2vrhY3i5tb2zq5Z2uvIKBGYtHHEItHzkSSMctJWVDHSiwVBoc9I159c5H73lghJI36jpjFxQzTiNKAYKS15ZmkQIjXGiKVXmZcK7zTzzLJVOWvUqk4NWhXLqttVOyfVunPiQFsrOcpggZZnvg+GEU5CwhVmSMq+bcXKTZFQFDOSFQeJJDHCEzQifU05Col001n0DB5pZQiDSOjHFZyp3zdSFEo5DX09mQeVv71c/MvrJypouCnlcaIIx/NDQcKgimDeAxxSQbBiU00QFlRnhXiMBMJKt1XUJXz9FP5POtWKrfm1U26eL+oogANwCI6BDeqgCS5BC7QBBnfgATyBZ+PeeDRejNf56JKx2NkHP2C8fQLrVJRo</latexit> Lr4<latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="8tR8h7WRGV9+StYsBU33X14ARqo=">AAAB73icbZBPS8MwGMbfzn9zTu28egkOwdNoRdCj4MWDhwnuD2ylpFm6hSVpSVJl1H4ULx4U8dt489uYbjvo5guBH8+T8D55opQzbTzv26lsbG5t71R3a3v1/YNDt1Hv6iRThHZIwhPVj7CmnEnaMcxw2k8VxSLitBdNb0q/90iVZol8MLOUBgKPJYsZwcZKodsYCmwmBPP8rghzFV4Uodv0Wt580Dr4S2jCctqh+zUcJSQTVBrCsdYD30tNkGNlGOG0qA0zTVNMpnhMBxYlFlQH+Tx6gU6tMkJxouyRBs3V3y9yLLSeicjeLIPqVa8U//MGmYmvgpzJNDNUksWiOOPIJKjsAY2YosTwmQVMFLNZEZlghYmxbdVsCf7ql9ehe97yLd97UIVjOIEz8OESruEW2tABAk/wAm/w7jw7r87Hoq6Ks+ztCP6M8/kDKx+Sxg==</latexit><latexit sha1_base64="9TK9RcRbnVY1isAtWDNYc1L+FZU=">AAAB73icdVDLSsNAFL3xWWvV1K2bwSK4Kkksbd0Jbly4qGAf0IYwmU7aoZMHMxOlxHyKGxeK+Dfu/BsnbQUVPTBwOOde7pnjJ5xJZVkfxtr6xubWdmmnvFvZ2z8wq5WejFNBaJfEPBYDH0vKWUS7iilOB4mgOPQ57fuzy8Lv31EhWRzdqnlC3RBPIhYwgpWWPLM6CrGaEsyz69zLhNfIPbNm1c/bTafRRFbdslq2YxfEaTXOGsjWSoEarNDxzPfROCZpSCNFOJZyaFuJcjMsFCOc5uVRKmmCyQxP6FDTCIdUutkieo5OtDJGQSz0ixRaqN83MhxKOQ99PVkElb+9QvzLG6YqaLsZi5JU0YgsDwUpRypGRQ9ozAQlis81wUQwnRWRKRaYKN1WWZfw9VP0P+k5dVvzGwtKcATHcAo2tOACrqADXSBwD4/wDC/Gg/FkvC7rWjNWvR3CDxhvn4hYkwg=</latexit><latexit sha1_base64="0YVzLa8vDhr5SMoGIhr2kcEYQ8U=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1VWmdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHoj5Rj</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit><latexit sha1_base64="NiLMe9o3kuRyQviS2smNq8/7zck=">AAAB+nicdVDLSsNAFJ3UV62vVJduBovgqiQ1tBVcFNy4cFHBPqANYTKdtEMnkzAzUUrMp7hxoYhbv8Sdf+OkraCiBwYO59zLPXP8mFGpLOvDKKysrq1vFDdLW9s7u3tmeb8ro0Rg0sERi0TfR5IwyklHUcVIPxYEhT4jPX96kfu9WyIkjfiNmsXEDdGY04BipLTkmeVhiNQEI5ZeZV4qPCfzzIpVPWvWa04dWlXLatg1Oye1hnPqQFsrOSpgibZnvg9HEU5CwhVmSMqBbcXKTZFQFDOSlYaJJDHCUzQmA005Col003n0DB5rZQSDSOjHFZyr3zdSFEo5C309mQeVv71c/MsbJCpouinlcaIIx4tDQcKgimDeAxxRQbBiM00QFlRnhXiCBMJKt1XSJXz9FP5PurWqrfm1U2mdL+sogkNwBE6ADRqgBS5BG3QABnfgATyBZ+PeeDRejNfFaMFY7hyAHzDePgHpz5Rn</latexit> l = 1.0<latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit><latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit><latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit><latexit sha1_base64="dAgLClTszqHWTVCkd8zMTIIEyhM=">AAAB7nicbZBNS8NAEIYn9avWr6hHL4tF8FQSEfSgUPDisYL9gDaUzXbSLt1swu5GKKE/wosHRbz6e7z5b9y2OWjrCwsP78ywM2+YCq6N5307pbX1jc2t8nZlZ3dv/8A9PGrpJFMMmywRieqEVKPgEpuGG4GdVCGNQ4HtcHw3q7efUGmeyEczSTGI6VDyiDNqrNUW5Jb4Na/vVr2aNxdZBb+AKhRq9N2v3iBhWYzSMEG17vpeaoKcKsOZwGmll2lMKRvTIXYtShqjDvL5ulNyZp0BiRJlnzRk7v6eyGms9SQObWdMzUgv12bmf7VuZqLrIOcyzQxKtvgoygQxCZndTgZcITNiYoEyxe2uhI2ooszYhCo2BH/55FVoXdR8yw+X1fpNEUcZTuAUzsGHK6jDPTSgCQzG8Ayv8Oakzovz7nwsWktOMXMMf+R8/gBLHI4y</latexit> whereA =<latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="gse4FVQPuL/ssCA9n2v8d1W5kjo=">AAAB6XicbZBNS8NAEIYn9avWr6pHL4tF8FQSEfSgUPHisYr9gDaUzXbSLt1swu5GKKH/wIsHRbz6j7z5b9y2OWjrCwsP78ywM2+QCK6N6347hZXVtfWN4mZpa3tnd6+8f9DUcaoYNlgsYtUOqEbBJTYMNwLbiUIaBQJbweh2Wm89odI8lo9mnKAf0YHkIWfUWOvh5rpXrrhVdyayDF4OFchV75W/uv2YpRFKwwTVuuO5ifEzqgxnAielbqoxoWxEB9ixKGmE2s9mm07IiXX6JIyVfdKQmft7IqOR1uMosJ0RNUO9WJua/9U6qQkv/YzLJDUo2fyjMBXExGR6NulzhcyIsQXKFLe7EjakijJjwynZELzFk5eheVb1LN+fV2pXeRxFOIJjOAUPLqAGd1CHBjAI4Rle4c0ZOS/Ou/Mxby04+cwh/JHz+QMSuY0G</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="B700qzx70u7/F0vy88i7vQzKcNs=">AAAB3nicbZBLSwMxFIXv1FetVatbN8EiuCozbnQjKG5cVrEPaIeSSe+0oZnMkNwRSuk/cONCEX+WO/+N6WOhrQcCH+ck5N4TZUpa8v1vr7CxubW9U9wt7ZX3Dw4rR+WmTXMjsCFSlZp2xC0qqbFBkhS2M4M8iRS2otHdLG89o7Ey1U80zjBM+EDLWApOznq8ve5Vqn7Nn4utQ7CEKixV71W+uv1U5AlqEopb2wn8jMIJNySFwmmpm1vMuBjxAXYcap6gDSfzSafszDl9FqfGHU1s7v5+MeGJteMkcjcTTkO7ms3M/7JOTvFVOJE6ywm1WHwU54pRymZrs740KEiNHXBhpJuViSE3XJArp+RKCFZXXofmRS1w/OBDEU7gFM4hgEu4gXuoQwMExPACb/Dujbx
  • 21.
    AAAI ’19 CFDA&CLIPLabs!21 Introduction Methodology Experiments — Datasets Conclusions • Yelp: • Round 9 of Yelp dataset challenge • TripAdvisor dataset: • Top 25 cities in 2016 and top 20 attractions or tours of each city • Amazon dataset: (Wang, et al., 2010) • 6 categories of electronic supplies and top 20 products of each category Real-World Datasets
  • 22.
    AAAI ’19 CFDA&CLIPLabs!22 Introduction Methodology Experiments — Yelp Conclusions • Compare Yelp dictionaries with the state-of-the-art Yelp dictionaries (Reschke, et al., 2013) Comparison with Yelp Dictionary
  • 23.
    AAAI ’19 CFDA&CLIPLabs!23 Introduction Methodology Experiments — Yelp Conclusions • Compare Yelp dictionaries with the state-of-the-art Yelp dictionaries (Reschke, et al., 2013) Comparison with Yelp Dictionary
  • 24.
    AAAI ’19 CFDA&CLIPLabs!24 Introduction Methodology Experiments — Sentiment Classification Conclusions • Conduct binary sentiment classification on reviews for three datasets Sentiment Classification
  • 25.
    AAAI ’19 CFDA&CLIPLabs!25 Introduction Methodology Experiments — Entity Ranking Conclusions • Conduct entity ranking by the scoring function: (Chao, et al., 2017) • Measure the ranking performance with normalized discounted cumulative gain (NDCG) Entity Ranking Score(yi) = nX j=1 fsj · cos(~vyi ,~vsj )1{cos(~vyi ,~vsj )>0} <latexit sha1_base64="CwB3U/1fXWRPrVOhHFuVu5rkAQA=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="ck8pdC+ekZH4nUmSP+ZG7r8lEyk=">AAAB2XicbZDNSgMxFIXv1L86Vq1rN8EiuCozbnQpuHFZwbZCO5RM5k4bmskMyR2hDH0BF25EfC93vo3pz0JbDwQ+zknIvSculLQUBN9ebWd3b/+gfugfNfzjk9Nmo2fz0gjsilzl5jnmFpXU2CVJCp8LgzyLFfbj6f0i77+gsTLXTzQrMMr4WMtUCk7O6oyaraAdLMW2IVxDC9YaNb+GSS7KDDUJxa0dhEFBUcUNSaFw7g9LiwUXUz7GgUPNM7RRtRxzzi6dk7A0N+5oYkv394uKZ9bOstjdzDhN7Ga2MP/LBiWlt1EldVESarH6KC0Vo5wtdmaJNChIzRxwYaSblYkJN1yQa8Z3HYSbG29D77odOn4MoA7ncAFXEMIN3MEDdKALAhJ4hXdv4r15H6uuat66tDP4I+/zBzjGijg=</latexit><latexit sha1_base64="+TPHw5tQEt+ooJFIh/KzIteyKdc=">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</latexit><latexit sha1_base64="+TPHw5tQEt+ooJFIh/KzIteyKdc=">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</latexit><latexit sha1_base64="3uFAFhLCRVq6QVLWSUOZVyePW1c=">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</latexit><latexit sha1_base64="3uFAFhLCRVq6QVLWSUOZVyePW1c=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="vYzzo4o64O/NVqe5HmrVIbM8l4I=">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</latexit><latexit sha1_base64="3uFAFhLCRVq6QVLWSUOZVyePW1c=">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</latexit> strength of sentiment words on entities
  • 26.
    AAAI ’19 CFDA&CLIPLabs!26 Introduction Methodology Experiments — Entity Ranking Conclusions Entity Ranking • Entity ranking performance
  • 27.
    AAAI ’19 CFDA&CLIPLabs!27 Introduction Methodology Experiments — Case Study Conclusions Amazon Lexicons
  • 28.
    AAAI ’19 CFDA&CLIPLabs!28 Introduction Methodology Experiments — Case Study Conclusions Amazon Lexicons Disappointed. The phone is not new, it is a used phone.
  • 29.
    AAAI ’19 CFDA&CLIPLabs!29 Introduction Methodology Experiments Conclusions • Propose a representation learning framework for constructing sentiment dictionaries from user reviews • Data-driven • Domain-specific • Application scalability • Code & Datasets: github.com/cnclabs/UGSD Conclusions