From 9ee74cfd1ca054ab7d53606821c7707bea1e153f Mon Sep 17 00:00:00 2001
From: MGniew <m.f.gniewkowski@gmail.com>
Date: Tue, 14 Mar 2023 10:56:55 +0100
Subject: [PATCH] XAI
---
data/explanations/.gitignore | 2 +
data/results/.gitignore | 1 +
.../attack_basic/enron_spam/test.jsonl | 10 +
dvc.lock | 58 +-
dvc.yaml | 8 +-
experiments/notebooks/XAI.ipynb | 1163 +++++++++++++++++
experiments/scripts/attack.py | 44 +-
experiments/scripts/explain.py | 60 +-
requirements.txt | 26 +-
9 files changed, 1330 insertions(+), 42 deletions(-)
create mode 100644 data/results/.gitignore
create mode 100644 data/results/attack_basic/enron_spam/test.jsonl
create mode 100644 experiments/notebooks/XAI.ipynb
diff --git a/data/explanations/.gitignore b/data/explanations/.gitignore
index 60ba700..e695872 100644
--- a/data/explanations/.gitignore
+++ b/data/explanations/.gitignore
@@ -1 +1,3 @@
/enron_spam
+/wiki_pl
+/20_news
diff --git a/data/results/.gitignore b/data/results/.gitignore
new file mode 100644
index 0000000..60ba700
--- /dev/null
+++ b/data/results/.gitignore
@@ -0,0 +1 @@
+/enron_spam
diff --git a/data/results/attack_basic/enron_spam/test.jsonl b/data/results/attack_basic/enron_spam/test.jsonl
new file mode 100644
index 0000000..cb8ebf9
--- /dev/null
+++ b/data/results/attack_basic/enron_spam/test.jsonl
@@ -0,0 +1,10 @@
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":102},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":172},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":107},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":74},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":2,"all":957},"attacks_succeeded":[{"class":"ham","similarity":0.989348352,"changed":"My october newsletter hello again ,\nmy monthly newsletter is attached. please read it and let me\nknow your comments .\naccording to a survey taken by homegain, homesellers hoping\nto turn a biger profit by making home improvements would do\nbest to dumbfound to moderately priced projects. the survey of\nreal estate agents from acorss the nation found that home\nimprovemnts in the$ 80 to$ 2, 800 range yield the highest\nrate of return when the home sells. the biggest return is on\nsimple lightening and brightening, which typicall costs\nabout$ 80-$ 100 and gives an average return of 769% on the\nsale price. other big winners were cleaning and\nde- cluttering( cost=$ 305-$ 339;; return= 594%), landscaping\nand trimming( cost$ 432-$ 506; return= 266%), and fixing ,\nplumbing and electrical( cost$ 338-$ 381; return= 196%) .\nhere is the link to my october newsletter :\nhttp:\/\/ homeownernews. com\/ 23\/ ionaalphonso\naol users :\nplease don' t forget to give me the name and number of anyone\nyou might know who has a need to buy or sell a home. i would\nbe happy to assist them. thanks .\ntill you hear from me again next month, au revoir .\nwith all good wishes and a very happy halloween .\niona alphonso\nalways in tune with your needs\noh, by the way... if you know of someone thinking about\nbuying or selling a home, please call me with their name and\nnumber- thanks a million! !\nprudential, gary greene realtors\n3910 fm 1960 west, suite 100\nhouston, texas 77068\nvoice mail: 281- 857- 2485 x 535\npager: 281- 551- 6549\noffice: 281- 444- 5140\nfax: 281- 444- 0630\nweb site: http:\/\/ www. ionaalphonso. com\nresume: http:\/\/ www. har. com\/ ionaalphonso\ngary greene web site: http:\/\/ www. garygreene. com\nplease view my monthly newsletter at\nhttp:\/\/ homeownernews. com\/ c\/ ionaalphonso","diff":[{"expected":"h","actual":"s"},{"expected":"a","actual":"p"},{"expected":"m","actual":"a"}],"changed_words":{"40":{"word":"dumbfound","tag":"NOUN"}}},{"class":"ham","similarity":0.9860944152,"changed":"My october newsletter hello again ,\nmy monthly newsletter is attached. please read it and let me\nknow your comments .\naccording to a survey taken by homegain, homesellers hoping\nto turn a biger profit by making home improvements would do\nbest to stick to moderately priced projects. the survey of\nreal estate agents from acorss the nation found that home\nimprovemnts in the$ 80 to$ 2, 800 vagabond yield the highest\nrate of return when the home sells. the biggest return is on\nsimple lightening and brightening, which typicall costs\nabout$ 80-$ 100 and gives an average return of 769% on the\nsale price. other big winners were cleaning and\nde- cluttering( cost=$ 305-$ 339;; return= 594%), landscaping\nand trimming( cost$ 432-$ 506; return= 266%), and fixing ,\nplumbing and electrical( cost$ 338-$ 381; return= 196%) .\nhere is the link to my october newsletter :\nhttp:\/\/ homeownernews. com\/ 23\/ ionaalphonso\naol users :\nplease don' t forget to give me the name and number of anyone\nyou might know who has a need to buy or sell a home. i would\nbe happy to assist them. thanks .\ntill you hear from me again next month, au revoir .\nwith all good wishes and a very happy halloween .\niona alphonso\nalways in tune with your needs\noh, by the way... if you know of someone thinking about\nbuying or selling a home, please call me with their name and\nnumber- thanks a million! !\nprudential, gary greene realtors\n3910 fm 1960 west, suite 100\nhouston, texas 77068\nvoice mail: 281- 857- 2485 x 535\npager: 281- 551- 6549\noffice: 281- 444- 5140\nfax: 281- 444- 0630\nweb site: http:\/\/ www. ionaalphonso. com\nresume: http:\/\/ www. har. com\/ ionaalphonso\ngary greene web site: http:\/\/ www. garygreene. com\nplease view my monthly newsletter at\nhttp:\/\/ homeownernews. com\/ c\/ ionaalphonso","diff":[{"expected":"h","actual":"s"},{"expected":"a","actual":"p"},{"expected":"m","actual":"a"}],"changed_words":{"67":{"word":"vagabond","tag":"VERB"}}}]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":436},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":611},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":115},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":879},"attacks_succeeded":[]}}
+{"spoiled":{"attacks_summary":{"succeeded":0,"all":184},"attacks_succeeded":[]}}
diff --git a/dvc.lock b/dvc.lock
index d773e58..e3a507e 100644
--- a/dvc.lock
+++ b/dvc.lock
@@ -61,13 +61,13 @@ stages:
size: 61709260
nfiles: 3
- path: experiments/scripts/explain.py
- md5: 4e40a6415038ec6eb4140b54ff65c9c0
- size: 1449
+ md5: afc02ef263a59c911098dea969faa932
+ size: 3234
outs:
- path: data/explanations/enron_spam/
- md5: 345282e7c4e774d55aba55ed56ec464f.dir
- size: 7870394
- nfiles: 1
+ md5: 70c3f3d04e0b73fd56eecfda04914bd4.dir
+ size: 13589794
+ nfiles: 403
download_dataset@poleval:
cmd: PYTHONPATH=. python experiments/scripts/download_dataset.py --dataset_name
poleval --output_dir data/datasets/poleval
@@ -180,7 +180,7 @@ stages:
md5: 6831f104f7c20541548fe72250c45706.dir
size: 31286120
nfiles: 2
- attack@enron_spam:
+ attack_basic@enron_spam:
cmd: PYTHONPATH=. python experiments/scripts/attack.py --dataset_name enron_spam
deps:
- path: data/models/enron_spam
@@ -192,10 +192,50 @@ stages:
size: 61709260
nfiles: 3
- path: experiments/scripts/attack.py
- md5: 80f4725e81f070494d926c4916bd9cf4
- size: 3352
+ md5: 4a2870b5a21b20b0046be0350c55d495
+ size: 4714
outs:
- - path: data/results/enron_spam/
+ - path: data/results/attack_basic/enron_spam/
md5: fc35de09ce5e2aa7043325b2819c0aa0.dir
size: 4869
nfiles: 1
+ explain@wiki_pl:
+ cmd: PYTHONPATH=. python experiments/scripts/explain.py --dataset_name wiki_pl
+ --output_dir data/explanations/wiki_pl
+ deps:
+ - path: data/models/wiki_pl
+ md5: fd453042628fb09c080ef05d34a32cce.dir
+ size: 501711136
+ nfiles: 7
+ - path: data/preprocessed/wiki_pl
+ md5: 3e9b2e1e0542777e0a751d9d7f7f4241.dir
+ size: 55380570
+ nfiles: 3
+ - path: experiments/scripts/explain.py
+ md5: afc02ef263a59c911098dea969faa932
+ size: 3234
+ outs:
+ - path: data/explanations/wiki_pl/
+ md5: 5a3b9b069024456412078143e3af15d7.dir
+ size: 331450794
+ nfiles: 10065
+ explain@20_news:
+ cmd: PYTHONPATH=. python experiments/scripts/explain.py --dataset_name 20_news
+ --output_dir data/explanations/20_news
+ deps:
+ - path: data/models/20_news
+ md5: 43d68a67ecb8149bd6bf50db9767cb64.dir
+ size: 439008808
+ nfiles: 6
+ - path: data/preprocessed/20_news
+ md5: 1ed5ef2dabe4bc05f7377175ed11137b.dir
+ size: 46845669
+ nfiles: 3
+ - path: experiments/scripts/explain.py
+ md5: afc02ef263a59c911098dea969faa932
+ size: 3234
+ outs:
+ - path: data/explanations/20_news/
+ md5: c8ba90f9757a4e3cc4843d3791ef2446.dir
+ size: 232912969
+ nfiles: 14041
diff --git a/dvc.yaml b/dvc.yaml
index 88eae99..5115a47 100644
--- a/dvc.yaml
+++ b/dvc.yaml
@@ -63,6 +63,8 @@ stages:
explain:
foreach:
- enron_spam
+ - 20_news
+ - wiki_pl
do:
wdir: .
cmd: >-
@@ -75,9 +77,11 @@ stages:
- data/preprocessed/${item}
outs:
- data/explanations/${item}/
- attack:
+ attack_basic:
foreach:
- enron_spam
+ #- 20_news
+ #- wiki_pl
do:
wdir: .
cmd: >-
@@ -88,5 +92,5 @@ stages:
- data/models/${item}
- data/preprocessed/${item}
outs:
- - data/results/${item}/
+ - data/results/attack_basic/${item}/
diff --git a/experiments/notebooks/XAI.ipynb b/experiments/notebooks/XAI.ipynb
new file mode 100644
index 0000000..d7dff43
--- /dev/null
+++ b/experiments/notebooks/XAI.ipynb
@@ -0,0 +1,1163 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "a53a1708",
+ "metadata": {},
+ "source": [
+ "This notebook does require some data before usage. Please run `dvc pull` before playing with it! "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "f46d922f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DATASET = \"enron_spam\"\n",
+ "#DATASET = \"wiki_pl\"\n",
+ "#DATASET = \"20_news\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "7a81cc9e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import pickle\n",
+ "\n",
+ "import shap\n",
+ "\n",
+ "\n",
+ "os.chdir(\"../..\") if os.getcwd().endswith(\"experiments/notebooks\") else None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "89740e29",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(f\"data/explanations/{DATASET}/shap_values.pickle\", mode=\"rb\") as fd:\n",
+ " shap_values = pickle.load(fd)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "713d7db8",
+ "metadata": {},
+ "source": [
+ "# Explaining single sample\n",
+ "\n",
+ "Good to know:\n",
+ "1. Positive impact on the given class is given by positive/red values\n",
+ "2. Negative impact on the class is given by negative/blue values\n",
+ "3. Colors over classes names indicate the prediction (red -> stronger prob)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "9d6a724a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div align='center'>\n",
+ "<script>\n",
+ " document._hover_octcbbxkcbosqofbcqlo = '_tp_octcbbxkcbosqofbcqlo_output_0';\n",
+ " document._zoom_octcbbxkcbosqofbcqlo = undefined;\n",
+ " function _output_onclick_octcbbxkcbosqofbcqlo(i) {\n",
+ " var next_id = undefined;\n",
+ " \n",
+ " if (document._zoom_octcbbxkcbosqofbcqlo !== undefined) {\n",
+ " document.getElementById(document._zoom_octcbbxkcbosqofbcqlo+ '_zoom').style.display = 'none';\n",
+ " \n",
+ " if (document._zoom_octcbbxkcbosqofbcqlo === '_tp_octcbbxkcbosqofbcqlo_output_' + i) {\n",
+ " document.getElementById(document._zoom_octcbbxkcbosqofbcqlo).style.display = 'block';\n",
+ " document.getElementById(document._zoom_octcbbxkcbosqofbcqlo+'_name').style.borderBottom = '3px solid #000000';\n",
+ " } else {\n",
+ " document.getElementById(document._zoom_octcbbxkcbosqofbcqlo).style.display = 'none';\n",
+ " document.getElementById(document._zoom_octcbbxkcbosqofbcqlo+'_name').style.borderBottom = 'none';\n",
+ " }\n",
+ " }\n",
+ " if (document._zoom_octcbbxkcbosqofbcqlo !== '_tp_octcbbxkcbosqofbcqlo_output_' + i) {\n",
+ " next_id = '_tp_octcbbxkcbosqofbcqlo_output_' + i;\n",
+ " document.getElementById(next_id).style.display = 'none';\n",
+ " document.getElementById(next_id + '_zoom').style.display = 'block';\n",
+ " document.getElementById(next_id+'_name').style.borderBottom = '3px solid #000000';\n",
+ " }\n",
+ " document._zoom_octcbbxkcbosqofbcqlo = next_id;\n",
+ " }\n",
+ " function _output_onmouseover_octcbbxkcbosqofbcqlo(i, el) {\n",
+ " if (document._zoom_octcbbxkcbosqofbcqlo !== undefined) { return; }\n",
+ " if (document._hover_octcbbxkcbosqofbcqlo !== undefined) {\n",
+ " document.getElementById(document._hover_octcbbxkcbosqofbcqlo + '_name').style.borderBottom = 'none';\n",
+ " document.getElementById(document._hover_octcbbxkcbosqofbcqlo).style.display = 'none';\n",
+ " }\n",
+ " document.getElementById('_tp_octcbbxkcbosqofbcqlo_output_' + i).style.display = 'block';\n",
+ " el.style.borderBottom = '3px solid #000000';\n",
+ " document._hover_octcbbxkcbosqofbcqlo = '_tp_octcbbxkcbosqofbcqlo_output_' + i;\n",
+ " }\n",
+ "</script>\n",
+ "<div style=\"color: rgb(120,120,120); font-size: 12px;\">outputs</div>\n",
+ "<div style=\"display: inline; border-bottom: 3px solid #000000; background: rgba(255.0, 13.0, 87.0, 1.0); border-radius: 3px; padding: 0px\" id=\"_tp_octcbbxkcbosqofbcqlo_output_0_name\"\n",
+ " onclick=\"_output_onclick_octcbbxkcbosqofbcqlo(0)\"\n",
+ " onmouseover=\"_output_onmouseover_octcbbxkcbosqofbcqlo(0, this);\">ham</div>\n",
+ "<div style=\"display: inline; border-bottom: none; background: rgba(30.0, 136.0, 229.0, 0.8817587641117053); border-radius: 3px; padding: 0px\" id=\"_tp_octcbbxkcbosqofbcqlo_output_1_name\"\n",
+ " onclick=\"_output_onclick_octcbbxkcbosqofbcqlo(1)\"\n",
+ " onmouseover=\"_output_onmouseover_octcbbxkcbosqofbcqlo(1, this);\">spam</div><br><br><div id='_tp_octcbbxkcbosqofbcqlo_output_0' style='display: block';><svg width=\"100%\" height=\"80px\"><line x1=\"0\" y1=\"33\" x2=\"100%\" y2=\"33\" style=\"stroke:rgb(150,150,150);stroke-width:1\" /><line x1=\"45.34628416940391%\" y1=\"33\" x2=\"45.34628416940391%\" y2=\"37\" style=\"stroke:rgb(150,150,150);stroke-width:1\" /><text x=\"45.34628416940391%\" y=\"27\" font-size=\"12px\" fill=\"rgb(120,120,120)\" dominant-baseline=\"bottom\" text-anchor=\"middle\">0</text><line x1=\"18.326848627288552%\" y1=\"33\" x2=\"18.326848627288552%\" y2=\"37\" style=\"stroke:rgb(150,150,150);stroke-width:1\" /><text x=\"18.326848627288552%\" y=\"27\" font-size=\"12px\" fill=\"rgb(120,120,120)\" dominant-baseline=\"bottom\" text-anchor=\"middle\">-1</text><line x1=\"72.36571971151928%\" y1=\"33\" x2=\"72.36571971151928%\" y2=\"37\" style=\"stroke:rgb(150,150,150);stroke-width:1\" /><text 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+ " >chicago </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.171</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_2'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.14866310160427795); border-radius: 3px; padding: 0px'\n",
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+ " >partners </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.251</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_3'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.219607843137255); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
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+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
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+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_3').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_3').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_3').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_3').style.opacity = 0;\"\n",
+ " >davis </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.035</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_4'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
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+ " this.parentNode.style.display = 'inline';\n",
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+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_4').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_4').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_4').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_4').style.opacity = 0;\"\n",
+ " >,\n",
+ "</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.023</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_5'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_5').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_5').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_5').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_5').style.opacity = 0;\"\n",
+ " >i </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.171</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_6'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.14866310160427795); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_6').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_6').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_6').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_6').style.opacity = 0;\"\n",
+ " >sent </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.007</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_7'\n",
+ " style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_7').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_7').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_7').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_7').style.opacity = 0;\"\n",
+ " >out </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.101</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_8'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_8').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_8').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_8').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_8').style.opacity = 0;\"\n",
+ " >the </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.091</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_9'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.07771836007130124); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_9').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_9').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_9').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_9').style.opacity = 0;\"\n",
+ " >memo </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.127</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_10'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.10924935630817992); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_10').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_10').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_10').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_10').style.opacity = 0;\"\n",
+ " >. </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.033</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_11'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_11').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_11').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_11').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_11').style.opacity = 0;\"\n",
+ " >no </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.204</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_12'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.17231134878193693); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
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+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_12').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_12').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_12').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_12').style.opacity = 0;\"\n",
+ " >reaction </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.021</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_13'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_13').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_13').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_13').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_13').style.opacity = 0;\"\n",
+ " >yet </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.145</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_14'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.12501485442661908); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_14').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_14').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_14').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_14').style.opacity = 0;\"\n",
+ " >.\n",
+ "</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.093</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_15'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.9605862547039017); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
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+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_15').style.opacity = 1; document.getElementById('_fs_ualsdqngpkxmizantske_ind_15').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_15').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_15').style.opacity = 0;\"\n",
+ " >vince</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n",
+ " ><div id='_tp_ualsdqngpkxmizantske_ind_16'\n",
+ " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
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+ " onmouseout=\"document.getElementById('_fb_ualsdqngpkxmizantske_ind_16').style.opacity = 0; document.getElementById('_fs_ualsdqngpkxmizantske_ind_16').style.opacity = 0;\"\n",
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'underline';document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 1;document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 1;\" onmouseout=\"document.getElementById('_tp_yjobkpqcvdtwtxcdwdpg_ind_0').style.textDecoration = 'none';document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 0;document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div align='center'><div style=\"color: rgb(120,120,120); font-size: 12px; margin-top: -15px;\">inputs</div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.0</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_0'\n",
+ " style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_0').style.opacity = 0;\"\n",
+ " ></div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.355</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_1'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.32208358090711037); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_1').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_1').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_1').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_1').style.opacity = 0;\"\n",
+ " >chicago </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.171</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_2'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.14866310160427795); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_2').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_2').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_2').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_2').style.opacity = 0;\"\n",
+ " >partners </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.251</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_3'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.22749059219647458); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_3').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_3').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_3').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_3').style.opacity = 0;\"\n",
+ " >davis </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.035</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_4'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_4').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_4').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_4').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_4').style.opacity = 0;\"\n",
+ " >,\n",
+ "</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.023</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_5'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_5').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_5').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_5').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_5').style.opacity = 0;\"\n",
+ " >i </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.171</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_6'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.15654585066349747); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_6').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_6').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_6').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_6').style.opacity = 0;\"\n",
+ " >sent </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.007</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_7'\n",
+ " style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_7').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_7').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_7').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_7').style.opacity = 0;\"\n",
+ " >out </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.101</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_8'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_8').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_8').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_8').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_8').style.opacity = 0;\"\n",
+ " >the </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.091</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_9'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.07771836007130124); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_9').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_9').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_9').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_9').style.opacity = 0;\"\n",
+ " >memo </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.127</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_10'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.10924935630817992); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_10').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_10').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_10').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_10').style.opacity = 0;\"\n",
+ " >. </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.033</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_11'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_11').style.opacity = 1; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_11').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_yjobkpqcvdtwtxcdwdpg_ind_11').style.opacity = 0; document.getElementById('_fs_yjobkpqcvdtwtxcdwdpg_ind_11').style.opacity = 0;\"\n",
+ " >no </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.204</div\n",
+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_12'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.18019409784115661); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
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+ " >reaction </div></div><div style='display: inline; text-align: center;'\n",
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+ " ><div id='_tp_yjobkpqcvdtwtxcdwdpg_ind_13'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n",
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+ " >.\n",
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+ " this.parentNode.style.display = 'inline';\n",
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onmouseout=\"document.getElementById('_tp_cochhoyphqpivnkgfyfn_ind_13').style.textDecoration = 'none';document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_13').style.opacity = 0;document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_13').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div align='center'><div style=\"color: rgb(120,120,120); font-size: 12px; margin-top: -15px;\">inputs</div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_0'\n",
+ " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_0').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_0').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_0').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_0').style.opacity = 0;\"\n",
+ " ></div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.371</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_1'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.3220835809071103); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_1').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_1').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_1').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_1').style.opacity = 0;\"\n",
+ " >chicago </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.192</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_2'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.16442859972271748); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_2').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_2').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_2').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_2').style.opacity = 0;\"\n",
+ " >partners </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.271</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_3'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.23537334125569417); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_3').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_3').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_3').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_3').style.opacity = 0;\"\n",
+ " >davis </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.037</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_4'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.030421865715983164); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_4').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_4').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_4').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_4').style.opacity = 0;\"\n",
+ " >,\n",
+ "</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.041</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_5'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_5').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_5').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_5').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_5').style.opacity = 0;\"\n",
+ " >i </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.188</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_6'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1565458506634977); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_6').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_6').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_6').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_6').style.opacity = 0;\"\n",
+ " >sent </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.006</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_7'\n",
+ " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_7').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_7').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_7').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_7').style.opacity = 0;\"\n",
+ " >out </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.111</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_8'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.09348385818974048); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_8').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_8').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_8').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_8').style.opacity = 0;\"\n",
+ " >the </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.083</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_9'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06983561101208147); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_9').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_9').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_9').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_9').style.opacity = 0;\"\n",
+ " >memo </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.143</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_10'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.11713210536739943); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
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+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.035</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_11'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.02253911665676371); border-radius: 3px; padding: 0px'\n",
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+ " this.previousSibling.style.display = 'block';\n",
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+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
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+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_11').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_11').style.opacity = 1;\"\n",
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+ " >no </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.194</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_12'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.16442859972271748); border-radius: 3px; padding: 0px'\n",
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+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
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+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_12').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_12').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_12').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_12').style.opacity = 0;\"\n",
+ " >reaction </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.021</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_13'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.014656367597544028); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
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+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_13').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_13').style.opacity = 0;\"\n",
+ " >yet </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.157</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_14'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1328976034858387); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
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+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
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+ " onmouseover=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_14').style.opacity = 1; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_14').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_cochhoyphqpivnkgfyfn_ind_14').style.opacity = 0; document.getElementById('_fs_cochhoyphqpivnkgfyfn_ind_14').style.opacity = 0;\"\n",
+ " >.\n",
+ "</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-1.147</div\n",
+ " ><div id='_tp_cochhoyphqpivnkgfyfn_ind_15'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 1.0); border-radius: 3px; padding: 0px'\n",
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+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
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+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_0'\n",
+ " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_0').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_0').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_0').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_0').style.opacity = 0;\"\n",
+ " ></div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.371</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_1'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.3220835809071103); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_1').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_1').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_1').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_1').style.opacity = 0;\"\n",
+ " >chicago </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.192</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_2'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.16442859972271748); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_2').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_2').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_2').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_2').style.opacity = 0;\"\n",
+ " >partners </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.271</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_3'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.23537334125569417); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_3').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_3').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_3').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_3').style.opacity = 0;\"\n",
+ " >davis </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.037</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_4'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.030421865715983164); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_4').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_4').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_4').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_4').style.opacity = 0;\"\n",
+ " >,\n",
+ "</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.041</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_5'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03042186571598325); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_5').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_5').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_5').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_5').style.opacity = 0;\"\n",
+ " >i </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.188</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_6'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1565458506634977); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_6').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_6').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_6').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_6').style.opacity = 0;\"\n",
+ " >sent </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.006</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_7'\n",
+ " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_7').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_7').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_7').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_7').style.opacity = 0;\"\n",
+ " >out </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.111</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_8'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.09348385818974048); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_8').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_8').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_8').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_8').style.opacity = 0;\"\n",
+ " >the </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.083</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_9'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06983561101208147); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_9').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_9').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_9').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_9').style.opacity = 0;\"\n",
+ " >memo </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.143</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_10'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.11713210536739943); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_10').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_10').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_10').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_10').style.opacity = 0;\"\n",
+ " >. </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.035</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_11'\n",
+ " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.02253911665676371); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_11').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_11').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_11').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_11').style.opacity = 0;\"\n",
+ " >no </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.194</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_12'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.16442859972271748); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_12').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_12').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_12').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_12').style.opacity = 0;\"\n",
+ " >reaction </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.021</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_13'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.014656367597544028); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_13').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_13').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_13').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_13').style.opacity = 0;\"\n",
+ " >yet </div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.157</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_14'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.1328976034858387); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_14').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_14').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_14').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_14').style.opacity = 0;\"\n",
+ " >.\n",
+ "</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-1.147</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_15'\n",
+ " style='display: inline; background: rgba(30.0, 136.0, 229.0, 1.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_15').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_15').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_15').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_15').style.opacity = 0;\"\n",
+ " >vince</div></div><div style='display: inline; text-align: center;'\n",
+ " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n",
+ " ><div id='_tp_zulhnpzpuigklmfkbfyc_ind_16'\n",
+ " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n",
+ " onclick=\"\n",
+ " if (this.previousSibling.style.display == 'none') {\n",
+ " this.previousSibling.style.display = 'block';\n",
+ " this.parentNode.style.display = 'inline-block';\n",
+ " } else {\n",
+ " this.previousSibling.style.display = 'none';\n",
+ " this.parentNode.style.display = 'inline';\n",
+ " }\"\n",
+ " onmouseover=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_16').style.opacity = 1; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_16').style.opacity = 1;\"\n",
+ " onmouseout=\"document.getElementById('_fb_zulhnpzpuigklmfkbfyc_ind_16').style.opacity = 0; document.getElementById('_fs_zulhnpzpuigklmfkbfyc_ind_16').style.opacity = 0;\"\n",
+ " ></div></div></div></div></div>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "shap.plots.text(shap_values[1]) # the idx is a number of a sample"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "id": "0608d1c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x650 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "shap.plots.bar(shap_values[0, :, 0], max_display=10, clustering=False) # indexes: first sample (0), all shap values/tokens, class \"0\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "000f2f1e",
+ "metadata": {},
+ "source": [
+ "# Mean explanations\n",
+ "\n",
+ "1. The average importance of tokens across all the data (adversarial.jsonl)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "c68d8700",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x900 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "shap.plots.bar(shap_values[:, :, 0].mean(0), max_display=15) # indexes: all samples, all shap values/tokens, class \"0\""
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.10"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/experiments/scripts/attack.py b/experiments/scripts/attack.py
index 2874037..3acd0fa 100644
--- a/experiments/scripts/attack.py
+++ b/experiments/scripts/attack.py
@@ -8,9 +8,9 @@ from text_attacks.utils import get_classify_function
from textfooler import Attack, TextFooler, BaseLine, process
-TEXT = 'text'
-LEMMAS = 'lemmas'
-TAGS = 'tags'
+TEXT = "text"
+LEMMAS = "lemmas"
+TAGS = "tags"
ATTACK_SUMMARY = "attacks_summary"
ATTACK_SUCCEEDED = "attacks_succeeded"
@@ -27,8 +27,12 @@ CLASS = "class"
os.environ["TOKENIZERS_PARALLELISM"] = "false"
-DEFAULT_RES = {"spoiled": {"attacks_summary": {"succeeded": 0, "all": 1}, "attacks_succeeded": []}}
-
+DEFAULT_RES = {
+ "spoiled": {
+ "attacks_summary": {"succeeded": 0, "all": 1},
+ "attacks_succeeded": [],
+ }
+}
def spoil_sentence(sentence, lemmas, tags, lang, similarity, max_sub):
@@ -45,14 +49,17 @@ def spoil_sentence(sentence, lemmas, tags, lang, similarity, max_sub):
)
def main(dataset_name: str):
"""Downloads the dataset to the output directory."""
- lang = 'en' if dataset_name == 'enron_spam' else 'pl'
+ lang = {
+ "enron_spam": "en",
+ "poleval": "pl",
+ "20_news": "en",
+ "wiki_pl": "pl",
+ }[dataset_name]
output_dir = f"data/results/{dataset_name}"
input_file = f"data/preprocessed/{dataset_name}/test.jsonl"
os.makedirs(output_dir, exist_ok=True)
- output_path = os.path.join(output_dir, 'test.jsonl')
- classify = get_classify_function(
- dataset_name=dataset_name
- )
+ output_path = os.path.join(output_dir, "test.jsonl")
+ classify = get_classify_function(dataset_name=dataset_name)
dataset_df = pd.read_json(input_file, lines=True)
# dataset_df = dataset_df[:10]
@@ -68,6 +75,7 @@ def main(dataset_name: str):
# dataset_df[LEMMAS][idx], \
# dataset_df[TAGS][idx]
#
+ lang = "en" if dataset_name == "enron_spam" else "pl"
# results.append(pool.apply_async(spoil_sentence, args=[sentence,
# lemmas,
# tags,
@@ -102,16 +110,22 @@ def main(dataset_name: str):
# similarity,
# max_sub]))
- for i, cols in tqdm(dataset_df[[TEXT, LEMMAS, TAGS]].iterrows(), total=len(dataset_df)):
+ for i, cols in tqdm(
+ dataset_df[[TEXT, LEMMAS, TAGS]].iterrows(), total=len(dataset_df)
+ ):
sentence, lemmas, tags = cols[0], cols[1], cols[2]
- changed_sent = spoil_sentence(sentence, lemmas, tags, lang, similarity, max_sub)
+ changed_sent = spoil_sentence(
+ sentence, lemmas, tags, lang, similarity, max_sub
+ )
if changed_sent:
spoiled.append(process(changed_sent, classes[i], classify))
with open(output_path, mode="wt") as fd:
- fd.write(pd.DataFrame(
- {"spoiled": spoiled}).to_json(
- orient='records', lines=True))
+ fd.write(
+ pd.DataFrame({"spoiled": spoiled}).to_json(
+ orient="records", lines=True
+ )
+ )
if __name__ == "__main__":
diff --git a/experiments/scripts/explain.py b/experiments/scripts/explain.py
index 6cdb216..92c85df 100644
--- a/experiments/scripts/explain.py
+++ b/experiments/scripts/explain.py
@@ -1,8 +1,10 @@
"""XAI results."""
+import os
import pickle
from pathlib import Path
import click
+import numpy as np
import pandas as pd
import shap
import torch
@@ -11,17 +13,47 @@ from text_attacks.utils import get_model_and_tokenizer
def build_predict_fun(model, tokenizer):
+ device="cuda" if torch.cuda.is_available() else "cpu"
+ model.eval()
+ model = model.to(device)
+
def f(x):
encoded_inputs = torch.tensor(
[tokenizer.encode(
- v, padding='max_length', max_length=512, truncation=True
+ v, padding="max_length", max_length=512, truncation=True
) for v in x])
- logits = model(encoded_inputs).logits
+ encoded_inputs = encoded_inputs.to(device)
+ with torch.no_grad():
+ logits = model(encoded_inputs).logits.cpu()
return logits
-
return f
+def get_importance(shap_values):
+ cohorts = {"": shap_values}
+ cohort_labels = list(cohorts.keys())
+ cohort_exps = list(cohorts.values())
+ for i in range(len(cohort_exps)):
+ if len(cohort_exps[i].shape) == 2:
+ cohort_exps[i] = cohort_exps[i].abs.mean(0)
+ features = cohort_exps[0].data
+ feature_names = cohort_exps[0].feature_names
+ values = np.array(
+ [cohort_exps[i].values for i in range(len(cohort_exps))],
+ dtype=object,
+ )
+ feature_importance = pd.DataFrame(
+ list(
+ zip(feature_names, sum(values))
+ ),
+ columns=['features', 'importance']
+ )
+ feature_importance.sort_values(
+ by=['importance'], ascending=False, inplace=True, key=lambda x: abs(x)
+ )
+ return feature_importance
+
+
@click.command()
@click.option(
"--dataset_name",
@@ -43,7 +75,9 @@ def main(
model, tokenizer = get_model_and_tokenizer(
dataset_name=dataset_name,
)
- test = pd.read_json(f"data/preprocessed/{dataset_name}/adversarial.jsonl", lines=True)
+ test = pd.read_json(
+ f"data/preprocessed/{dataset_name}/adversarial.jsonl", lines=True
+ )
test_x = test["text"].tolist()
predict = build_predict_fun(model, tokenizer)
@@ -56,6 +90,24 @@ def main(
with open(output_dir / "shap_values.pickle", mode="wb") as fd:
pickle.dump(shap_values, fd)
+ # GLOBAL IMPORTANCE:
+ os.makedirs(output_dir / "global", exist_ok=True)
+ for class_id, class_name in model.config.id2label.items():
+ importance_df = get_importance(shap_values[:, :, class_id].mean(0))
+ importance_df.to_json(
+ output_dir / "global" / f"{class_name}__importance.json",
+ )
+
+ # LOCAL IMPORTANCE
+ for class_id, class_name in model.config.id2label.items():
+ sub_dir = output_dir / "local" / class_name
+ os.makedirs(sub_dir, exist_ok=True)
+ for shap_id, text_id in enumerate(test["id"]):
+ importance_df = get_importance(shap_values[shap_id, :, class_id])
+ importance_df.to_json(
+ sub_dir / f"{text_id}__importance.json",
+ )
+
if __name__ == "__main__":
main()
diff --git a/requirements.txt b/requirements.txt
index 7825594..8e069b3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,17 +1,19 @@
-datasets
-transformers
-click
-scikit-learn
-dvc[s3]
-shap
-tqdm
-transformers
-tokenizers
-sentence-transformers
+datasets>=2.10.1
+transformers==4.26.1
+click>=8.1.3
+scikit-learn==1.2.2
+dvc[s3]==2.47.0
+shap==0.41.0
+tqdm>=4.65.0
+tokenizers==0.13.2
+sentence-transformers==2.2.2
+jupyter
+matplotlib
--find-links https://download.pytorch.org/whl/torch_stable.html
torch==1.12.0+cu116
--index-url https://pypi.clarin-pl.eu/simple/
-plwn-api
-lpmn_client_biz
+plwn-api==0.24
+lpmn_client_biz>=2.1.1
+
--
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