From 2937c21bb299c4270aea3c8a8cfe43940decd1bc Mon Sep 17 00:00:00 2001
From: Gabriele Sarti <gabriele.sarti996@gmail.com>
Date: Sun, 2 Jul 2023 10:53:58 +0200
Subject: [PATCH] Add tutorial draft (#196)

---
 docs/source/images/cat.png                    |  Bin 0 -> 130680 bytes
 docs/source/images/cat_example_plot.png       |  Bin 0 -> 58168 bytes
 .../source/images/contrastive_attribution.png |  Bin 0 -> 254009 bytes
 .../source/images/lm_gradient_attribution.png |  Bin 0 -> 154833 bytes
 .../images/lm_perturbation_attribution.png    |  Bin 0 -> 142180 bytes
 examples/inseq_tutorial.ipynb                 | 2031 +++++++++++++++++
 6 files changed, 2031 insertions(+)
 create mode 100644 docs/source/images/cat.png
 create mode 100644 docs/source/images/cat_example_plot.png
 create mode 100644 docs/source/images/contrastive_attribution.png
 create mode 100644 docs/source/images/lm_gradient_attribution.png
 create mode 100644 docs/source/images/lm_perturbation_attribution.png
 create mode 100644 examples/inseq_tutorial.ipynb

diff --git a/docs/source/images/cat.png b/docs/source/images/cat.png
new file mode 100644
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diff --git a/examples/inseq_tutorial.ipynb b/examples/inseq_tutorial.ipynb
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+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/inseq-team/inseq/blob/main/examples/inseq_tutorial.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "# Run in Colab to install local packages\n",
+    "%pip install bitsandbytes accelerate\n",
+    "%pip install git+https://github.com/huggingface/transformers.git\n",
+    "%pip install git+https://github.com/inseq-team/inseq.git"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This tutorial showcases how to use the [inseq](https://github.com/inseq-team/inseq) library for various interpretability analyses, with a focus on advanced use cases such as aggregation and contrastive attribution. The tutorial was adapted from the [LCL'23 tutorial on Interpretability for NLP](https://github.com/gsarti/lcl23-xnlm-lab) with the goal of updating it whenever new functionalities or breaking changes are introduced.\n",
+    "\n",
+    "⚠️ **IMPORTANT** ⚠️ : `inseq` is a very new library and under active development. Current results were obtained using the latest development versions on June 30, 2023. If you find any issue, or you are not able to reproduce the results shown here, we'd love if you could open an issue on [the inseq Github repository](https://github.com/inseq-team/inseq) so that we could update the tutorial accordingly! 🙂\n",
+    "\n",
+    "# Introduction: Feature Attribution for NLP\n",
+    "\n",
+    "*See [Madsen et al. 2022](https://dl.acm.org/doi/10.1145/3546577) for a survey on feature attribution methods for NLP applications.*\n",
+    "\n",
+    "**Feature attribution methods** leverage the internal information (e.g. gradients, attention) or predictions of a model to quantify the relationship between its inputs and its predictions.\n",
+    "\n",
+    "Attribution methods produce **importance scores** (or *saliency scores*) for every element of the input, reflecting the importance of every input element in driving the model prediction. These scores are often presented using <span style=\"background:#A85E9E\">highlights</span> (or *attribution maps*) to facilitate comprehension, although recent research showed the risks of textual highlights misinterpretation caused by human cognitive biases ([Jacovi et al. 2022](https://dl.acm.org/doi/abs/10.1145/3531146.3533127), [Jacovi et al. 2023](https://arxiv.org/abs/2305.02679))\n",
+    "\n",
+    "<img alt=\"Example of attribution map for sentiment analysis\" src=\"https://dl.acm.org/cms/asset/b4fe400e-9eb7-4f10-ab49-ac6a31a8a5cf/csur-2021-0674-f03.jpg\" height=\"150\"/>\n",
+    "\n",
+    "*Hypothetical example of attribution map for sentiment analysis from [Madsen et al. 2022](https://dl.acm.org/doi/10.1145/3546577). c represents the explained (predicted) class, while y is the correct label for the example.*\n",
+    "\n",
+    "We can categorize feature attribution approaches in three major families:\n",
+    "\n",
+    "- **Gradient-based methods** such as [Integrated gradients]() use gradients as a natural source of information to motivate model predictions. Gradients for model parameters computed in relation to a loss function are commonly used during training to update model parameters, since they represent *the magnitude of change needed for a parameter such that the prediction matches the target label*. In the case of feature attribution, gradients computed with respect to a model prediction logit or probability are instead taken as *how much the parameter is contributing towards the prediction*.\n",
+    "\n",
+    "<img alt=\"How gradient attribution is computed\" src=\"../docs/source/images/lm_gradient_attribution.png\" height=400/>\n",
+    "\n",
+    "*Overview of feature attribution using gradient information. Adapted from Jay Alammar blog post \"[Interfaces for Explaining Transformer Language Models](https://jalammar.github.io/explaining-transformers/)\"*\n",
+    "\n",
+    "- **Perturbation-based methods** such as [Occlusion](https://captum.ai/api/occlusion.html) estimate importance of inputs by introducing noise in the prediction process, usually by masking or removing either input features or network components, and verifying the downstream effect on model predictions. Intuitively, these can also be used to determine the importance of layers in the neural network.\n",
+    "\n",
+    "<img alt=\"How occlusion attribution is computed\" src=\"../docs/source/images/lm_perturbation_attribution.png\" height=400/>\n",
+    "\n",
+    "- **Internals-based methods** use quantities computed naturally by the network during their predictions to motivate its internal computations. For Transformers-based model, [attention weights](https://aclanthology.org/D19-1002/) are commonly used, by themselves or multiplied with other quantities, as indications of feature importance.\n",
+    "\n",
+    "<img alt=\"Aligning words across source and target sentences in translation with attention\" src=\"https://jalammar.github.io/images/attention_sentence.png\" height=400/>\n",
+    "\n",
+    "*Example of attention weights aligning source and target words in a translation task. From Bahdanau et al. 2015 \"[Neural Machine Translation by Jointly Learning to Align and Translate](https://arxiv.org/abs/1409.0473)\"*\n",
+    "\n",
+    "\n",
+    "<details>\n",
+    "    <summary><b>Additional details about feature attribution methods</b></summary>\n",
+    "    <ol>\n",
+    "        <li> We distinguish gradient and internals methods since gradient methods require a <i>prediction target</i> (e.g. the predicted class label, the next generated word) to compute importance scores, while internals-based one generally do not rely on the predicted output to determine importance.</li>\n",
+    "        </br>\n",
+    "        <li> Feature importance is generally computed for input tokens, but most methods can also be used to compute importance of intermediate representations (or <i>activations</i>) computed by the model (e.g. stopping at an intermediate layer when backpropagating gradients).</li>\n",
+    "        </br>\n",
+    "        <li> Methods using layer-specific quantities like attention weights usually aggregate those across layers to obtain a proxy importance for input features, either averaging naively or with more reasonable methods such as <a href=\"https://aclanthology.org/2020.acl-main.385/\">rollout and flow</a>.</li>\n",
+    "        </br>\n",
+    "        <li>The granularity of importance scores depend on the attribution method that is being used. For example, the attention mechanism operates at a token level, so attention weights used as importance scores will be one per token in the input sequence. Gradients, on the contrary, are computed for all the dimensions of each token embedding, so an aggregation strategy should be used to obtain a single score per token.</li>\n",
+    "    </ol>\n",
+    "</details>"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Attributing Generative Language Models with Inseq\n",
+    "\n",
+    "*Adapted in part from the [Inseq documentation](https://inseq.readthedocs.io/)*\n",
+    "\n",
+    "[Inseq](https://github.com/inseq-team/inseq) ([Sarti et al., 2023](https://arxiv.org/abs/2302.13942)) is a toolkit based on the [🤗 Transformers](https//github.com/huggingface/transformers) and [Captum](https://captum.ai/docs/introduction) libraries for intepreting language generation models using feature attribution methods. Inseq allows you to analyze the behavior of a language generation model by computing the importance of each input token for each token in the generated output using the various categories of attribution methods like those described in the previous section (use `inseq.list_feature_attribution_methods()` to list all available methods). You can refer to the [Inseq paper](https://arxiv.org/abs/2302.13942) for an overview of the tool and some usage examples.\n",
+    "\n",
+    "The current version of the library (v0.5.0, June 2023) supports all [`AutoModelForSeq2SeqLM`](https://huggingface.co/docs/transformers/model_doc/auto#transformers.AutoModelForSeq2SeqLM) (among others, [T5](https://huggingface.co/docs/transformers/model_doc/t5), [Bart](https://huggingface.co/docs/transformers/model_doc/bart) and all >1000 [MarianNMT](https://huggingface.co/docs/transformers/model_doc/marian) MT models) and [AutoModelForCausalLM](https://huggingface.co/docs/transformers/model_doc/auto#transformers.AutoModelForCausalLM) (among others, [GPT-2](https://huggingface.co/docs/transformers/model_doc/gpt2), [Bloom](https://huggingface.co/docs/transformers/model_doc/bloom) and [LLaMa](https://huggingface.co/docs/transformers/model_doc/llama)), including advanced tools for custom attribution targets and post-processing of attribution matrices.\n",
+    "\n",
+    "The following code is a \"Hello world\" equivalent in Inseq: in three lines of code, an English-to-Italian machine translation model is loaded alongside an attribution method, attribution is performed, and results are visualized:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/gsarti/.cache/pypoetry/virtualenvs/inseq-PzwjmCYf-py3.9/lib/python3.9/site-packages/transformers/models/marian/tokenization_marian.py:194: UserWarning: Recommended: pip install sacremoses.\n",
+      "  warnings.warn(\"Recommended: pip install sacremoses.\")\n",
+      "/home/gsarti/.cache/pypoetry/virtualenvs/inseq-PzwjmCYf-py3.9/lib/python3.9/site-packages/transformers/generation/utils.py:1255: UserWarning: You have modified the pretrained model configuration to control generation. This is a deprecated strategy to control generation and will be removed soon, in a future version. Please use a generation configuration file (see https://huggingface.co/docs/transformers/main_classes/text_generation)\n",
+      "  warnings.warn(\n",
+      "/home/gsarti/.cache/pypoetry/virtualenvs/inseq-PzwjmCYf-py3.9/lib/python3.9/site-packages/transformers/generation/utils.py:1349: UserWarning: Using `max_length`'s default (512) to control the generation length. This behaviour is deprecated and will be removed from the config in v5 of Transformers -- we recommend using `max_new_tokens` to control the maximum length of the generation.\n",
+      "  warnings.warn(\n",
+      "Attributing with input_x_gradient...: 100%|██████████| 20/20 [00:00<00:00, 24.44it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"nzjovqwpsbfhcgchqjjf_viz_container\">\n",
+       "    <div id=\"nzjovqwpsbfhcgchqjjf_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"nzjovqwpsbfhcgchqjjf_saliency_plot_container\" class=\"nzjovqwpsbfhcgchqjjf_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"afqofpvausieyiccwpus_saliency_plot\" class=\"afqofpvausieyiccwpus_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ci</th><th>a</th><th>o</th><th>▁a</th><th>▁tutti</th><th>,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stia</th><th>te</th><th>▁gode</th><th>ndo</th><th>▁il</th><th>▁tu</th><th>tori</th><th>al</th><th>!</th><th>&lt;/s&gt;</th></tr><tr><th>▁H</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3457318280847692)\">0.115</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.096</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.061</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.076</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.051</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.086</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.046</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.063</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.063</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.065</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.034</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.046</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.071</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.065</th></tr><tr><th>ello</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4560903149138443)\">0.151</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.137</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.088</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.33784907902554967)\">0.112</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.081</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29843533372945136)\">0.101</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.05</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.077</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.082</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.073</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.055</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2511388393741335)\">0.085</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.077</th></tr><tr><th>▁everyone</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3299663299663301)\">0.111</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.093</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.066</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44032481679540497)\">0.147</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44820756585462457)\">0.15</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.065</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.054</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.058</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.064</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.059</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.057</th></tr><tr><th>,</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.062</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.05</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.05</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.05</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.037</th></tr><tr><th>▁hope</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.082</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.06</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.034</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.056</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.048</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.055</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6846900376312143)\">0.227</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.23537334125569415)\">0.079</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.05</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.046</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th></tr><tr><th>▁you</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th></tr><tr><th>'</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.045</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.048</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.046</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.034</th></tr><tr><th>re</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.034</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.032</th></tr><tr><th>▁enjoying</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.091</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.066</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.066</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.052</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.093</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.096</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29843533372945136)\">0.101</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.159</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5112695583283818)\">0.17</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5428005545652606)\">0.181</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9211725094078035)\">0.305</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.26690433749257286)\">0.089</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.049</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.052</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.088</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.078</th></tr><tr><th>▁the</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.062</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.025</th></tr><tr><th>▁tutor</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.093</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.071</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.045</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.066</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.26690433749257286)\">0.089</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.059</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.07</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.094</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.087</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.067</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3693800752624282)\">0.122</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.051</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8738760150524857)\">0.289</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7714002772826303)\">0.255</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.332</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.46397306397306415)\">0.154</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2511388393741335)\">0.085</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.073</th></tr><tr><th>ial</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.054</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.046</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.068</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44032481679540497)\">0.146</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2511388393741335)\">0.085</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5270350564468211)\">0.174</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7083382848088731)\">0.236</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th></tr><tr><th>!</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.054</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.054</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.071</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.048</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.051</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.05</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.045</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.048</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.051</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.047</th></tr><tr style=\"outline: thin solid\"><th><b>probability</b></th><th>0.47</th><th><b>0.911</b></th><th><b>0.91</b></th><th><b>0.87</b></th><th><b>0.914</b></th><th><b>0.74</b></th><th><b>0.512</b></th><th>0.489</th><th><b>0.666</b></th><th><b>0.713</b></th><th><b>0.655</b></th><th><b>0.742</b></th><th><b>0.945</b></th><th><b>0.798</b></th><th><b>0.876</b></th><th><b>0.941</b></th><th><b>0.956</b></th><th><b>0.874</b></th><th><b>0.894</b></th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n",
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"wirkxlggogpxkfzncbcq_viz_container\">\n",
+       "    <div id=\"wirkxlggogpxkfzncbcq_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"wirkxlggogpxkfzncbcq_saliency_plot_container\" class=\"wirkxlggogpxkfzncbcq_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"gyqpesejzqorvufaigfy_saliency_plot\" class=\"gyqpesejzqorvufaigfy_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ci</th><th>a</th><th>o</th><th>▁a</th><th>▁tutti</th><th>,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stia</th><th>te</th><th>▁gode</th><th>ndo</th><th>▁il</th><th>▁tu</th><th>tori</th><th>al</th><th>!</th><th>&lt;/s&gt;</th></tr><tr><th>▁Ci</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6295107942166767)\">0.209</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7162210338680925)\">0.238</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.065</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.077</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.02</th></tr><tr><th>a</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8108140225787285)\">0.268</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.061</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.086</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th></tr><tr><th>o</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.078</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.33784907902554967)\">0.113</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.034</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.016</th></tr><tr><th>▁a</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.094</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.01</th></tr><tr><th>▁tutti</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th></tr><tr><th>,</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th></tr><tr><th>▁spero</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.134</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.058</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.055</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th></tr><tr><th>▁che</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th></tr><tr><th>▁vi</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3457318280847692)\">0.117</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.045</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.013</th></tr><tr><th>▁stia</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5664488017429193)\">0.188</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.077</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.023</th></tr><tr><th>te</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.049</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.013</th></tr><tr><th>▁gode</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8029312735195088)\">0.265</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.03</th></tr><tr><th>ndo</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.011</th></tr><tr><th>▁il</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th></tr><tr><th>▁tu</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.46397306397306415)\">0.154</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.43244206773618543)\">0.145</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.016</th></tr><tr><th>tori</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5585660526836996)\">0.186</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.013</th></tr><tr><th>al</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.017</th></tr><tr><th>!</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.053</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr><tr style=\"outline: thin solid\"><th><b>probability</b></th><th>0.47</th><th><b>0.911</b></th><th><b>0.91</b></th><th><b>0.87</b></th><th><b>0.914</b></th><th><b>0.74</b></th><th><b>0.512</b></th><th>0.489</th><th><b>0.666</b></th><th><b>0.713</b></th><th><b>0.655</b></th><th><b>0.742</b></th><th><b>0.945</b></th><th><b>0.798</b></th><th><b>0.876</b></th><th><b>0.941</b></th><th><b>0.956</b></th><th><b>0.874</b></th><th><b>0.894</b></th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import inseq\n",
+    "\n",
+    "# Load the model Helsinki-NLP/opus-mt-en-fr (6-layer encoder-decoder transformer) from the \n",
+    "# Huggingface Hub and hook it with the Input X Gradient feature attribution method\n",
+    "model = inseq.load_model(\"Helsinki-NLP/opus-mt-en-it\", \"input_x_gradient\")\n",
+    "\n",
+    "# Generate the translation for input_texts and attribute inputs at every steps of the generation\n",
+    "# attribute_target=True is used to include the target prefix in the attributed inputs (2nd matrix)\n",
+    "# step scores are computed at every step and returned alongsides attribution scores\n",
+    "out = model.attribute(\n",
+    "    input_texts=\"Hello everyone, hope you're enjoying the tutorial!\",\n",
+    "    attribute_target=True,\n",
+    "    step_scores=[\"probability\"]\n",
+    ")\n",
+    "# Visualize the attributions and step scores\n",
+    "out.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The `attribute` method supports a wide range of customizations. Among others:\n",
+    "\n",
+    "- Specifying one string in `generated_texts` for every sentence in `input_texts` allows attributing custom generation outputs (i.e. *constrained decoding*). This can be useful to answer questions such as *\"How would the following output be justified in light of the inputs by the model?\"*, or to analyze minimal pairs.\n",
+    "\n",
+    "- `attribute_target`: Specific to encoder-decoder models, can be used to specify that target-side prefix should also be attributed besides the original source-to-target attribution. This would populate the `target_attribution` filed in the output, which would otherwise be left empty. In the decoder-only case, the parameter is not used since only the prefix is attributed by default, and there is no source sequence.\n",
+    "\n",
+    "- `step_scores` allows for computing custom scores at every generation step, with some such as token `probability` and output distribution `entropy` being defined by default in Inseq.\n",
+    "\n",
+    "- `attributed_fn` allows defining a custom output function for the model, enabling advanced use cases such as [contrastive explanations](https://arxiv.org/abs/2202.10419).\n",
+    "\n",
+    "### The FeatureAttributionOutput class\n",
+    "\n",
+    "The output returned by the `model.attribute` function contains attribution tensors, plus rich information regarding the attribution settings:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "FeatureAttributionOutput({\n",
+       "    sequence_attributions: list with 1 elements of type GranularFeatureAttributionSequenceOutput:[\n",
+       "        GranularFeatureAttributionSequenceOutput({\n",
+       "            source: list with 14 elements of type TokenWithId:[\n",
+       "                '▁H', 'ello', '▁everyone', ',', '▁hope', '▁you', ''', 're', '▁enjoying', '▁the', '▁tutor', 'ial', '!', '</s>'\n",
+       "            ],\n",
+       "            target: list with 19 elements of type TokenWithId:[\n",
+       "                '▁Ci', 'a', 'o', '▁a', '▁tutti', ',', '▁spero', '▁che', '▁vi', '▁stia', 'te', '▁gode', 'ndo', '▁il', '▁tu', 'tori', 'al', '!', '</s>'\n",
+       "            ],\n",
+       "            source_attributions: torch.float32 tensor of shape [14, 19, 512] on cpu,\n",
+       "            target_attributions: torch.float32 tensor of shape [19, 19, 512] on cpu,\n",
+       "            step_scores: {\n",
+       "                probability: torch.float32 tensor of shape [19] on cpu: [\n",
+       "                     0.47,  0.91,  0.91,  0.87,  0.91,  0.74,  0.51,  0.49,  0.67,  0.71,  0.65,  0.74,  0.95,  0.80,  0.88,  0.94,  0.96,  0.87,  0.89\n",
+       "                ],\n",
+       "            },\n",
+       "            sequence_scores: {},\n",
+       "            attr_pos_start: 0,\n",
+       "            attr_pos_end: 19,\n",
+       "        })\n",
+       "    ],\n",
+       "    step_attributions: None,\n",
+       "    info: {\n",
+       "        attribution_method: input_x_gradient,\n",
+       "        attr_pos_start: 1,\n",
+       "        attr_pos_end: 20,\n",
+       "        output_step_attributions: False,\n",
+       "        attribute_target: True,\n",
+       "        step_scores: list with 1 elements of type str:[\n",
+       "            'probability'\n",
+       "        ],\n",
+       "        exec_time: 0.777145,\n",
+       "        model_name: Helsinki-NLP/opus-mt-en-it,\n",
+       "        model_class: MarianMTModel,\n",
+       "        tokenizer_name: None,\n",
+       "        tokenizer_class: MarianTokenizer,\n",
+       "        include_eos_baseline: False,\n",
+       "        attributed_fn: probability_fn,\n",
+       "        attribution_args: {},\n",
+       "        attributed_fn_args: {},\n",
+       "        step_scores_args: {},\n",
+       "        input_texts: list with 1 elements of type str:[\n",
+       "            'Hello everyone, hope you're enjoying the tutorial!'\n",
+       "        ],\n",
+       "        generated_texts: list with 1 elements of type str:[\n",
+       "            'Ciao a tutti, spero che vi stiate godendo il tutorial!'\n",
+       "        ],\n",
+       "        generation_args: {},\n",
+       "        constrained_decoding: False,\n",
+       "        generate_from_target_prefix: False,\n",
+       "    },\n",
+       "})"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "out"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here is an explanation of the various fields:\n",
+    "\n",
+    "- `sequence_attributions` is a list containing a `FeatureAttributionSequenceOutput` per attributed sequence (in this case just one). These object contain the main information derived from the attribution process, including `source_attributions` and `target_attributions`, the tokenized `source` and `target` sequences and all `step_scores` that were computed for the generation.\n",
+    "\n",
+    "- `step_scores` are usually empty, but can be filled with `FeatureAttributionStepOutput` (per-step attributions across all examples instead of per-example attributions across all-steps, like `sequence_attributions`) by passing the parameter `output_step_attributions=True` to `model.attribute()`.\n",
+    "\n",
+    "- `info` is a dictionary containing a lot of information about the overall process, including attributed model and attribution methods, execution time and all parameters that were used for generation and attribution.\n",
+    "\n",
+    "Both the `FeatureAttributionSequenceOutput` class and the visualization can be easily serialized as follows, to be reloaded later on for analysis:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "out.save(\"marian_en_it_attribution.json\")\n",
+    "\n",
+    "# Reload the saved output\n",
+    "reloaded_out = inseq.FeatureAttributionOutput.load(\"marian_en_it_attribution.json\")\n",
+    "\n",
+    "html = reloaded_out.show(display=False, return_html=True)\n",
+    "\n",
+    "with open(\"marian_en_it_attribution.html\", \"w\") as f:\n",
+    "    f.write(html)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Post-processing Attributions with Aggregators\n",
+    "\n",
+    "You might have noticed that the shape of the `source_attributions` tensor in `out` is [12, 17, 512] (source length x target length x hidden size) because we are using a gradient-based attribution method returning one importance score per hidden dimension, but when calling `out.show()` the output is a matrix of shape [12, 17].\n",
+    "\n",
+    "This is because every attribution method is automatically assigned an appropriate default `Aggregator`, which is called implicitly on `out.show()` to ensure that attributions can be visualized out-of-the-box. In this case the default aggregation involves taking the L2 norm of the hidden size (i.e. the *magnitude* of the importance score vector, strictly positive) and then normalize scores to ensure that all importance scores for every generated token (columns) across `source_attributions` and `target_attributions` sum to one. The normalization step is included since it allows us to express the *relative importance* of input features when generating the target token at every step.\n",
+    "\n",
+    "We can see now another example using the `attention` attribution method, returning simply attention weights for the model (note that we do not need to reload the model, but it is sufficient to pass a new `method` identifier to `model.attribute`):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Attributing with attention...: 100%|██████████| 20/20 [00:00<00:00, 98.32it/s] \n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "torch.Size([14, 19, 6, 8])"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "out = model.attribute(\n",
+    "    input_texts=\"Hello everyone, hope you're enjoying the tutorial!\",\n",
+    "    attribute_target=True,\n",
+    "    method=\"attention\"\n",
+    ")\n",
+    "# out[0] is a shortcut for out.sequence_attributions[0]\n",
+    "out[0].source_attributions.shape"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The attribution matrix produced by `attention` has dimensions (source length, sequence length, # layers, # attention heads), so `out[0].source_attributions[:, 2, 3, 4]` are attention weights associated to source tokens by the 4th attention head of the 3rd layer, produced when generating the 2nd target token. We can see the aggregation strategy employed by default as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"usieyiccwpusnzjovqwp_viz_container\">\n",
+       "    <div id=\"usieyiccwpusnzjovqwp_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"usieyiccwpusnzjovqwp_saliency_plot_container\" class=\"usieyiccwpusnzjovqwp_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"qahftrxckafnafqofpva_saliency_plot\" class=\"qahftrxckafnafqofpva_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ci</th><th>a</th><th>o</th><th>▁a</th><th>▁tutti</th><th>,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stia</th><th>te</th><th>▁gode</th><th>ndo</th><th>▁il</th><th>▁tu</th><th>tori</th><th>al</th><th>!</th><th>&lt;/s&gt;</th></tr><tr><th>▁H</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.23537334125569415)\">0.106</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.144</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.063</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.056</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th></tr><tr><th>ello</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.086</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.36149732620320857)\">0.16</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.091</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.082</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th></tr><tr><th>▁everyone</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.065</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.052</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4560903149138443)\">0.201</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4245593186769657)\">0.188</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3457318280847692)\">0.155</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th></tr><tr><th>,</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.091</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.092</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3457318280847692)\">0.153</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.015</th></tr><tr><th>▁hope</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.06</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4718558130322837)\">0.209</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.144</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.086</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th></tr><tr><th>▁you</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.079</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.095</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.129</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th></tr><tr><th>'</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th></tr><tr><th>re</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.063</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.034</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th></tr><tr><th>▁enjoying</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.081</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.11</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5033868092691621)\">0.223</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.142</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4245593186769657)\">0.189</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.135</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.098</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th></tr><tr><th>▁the</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.09</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3142008318478907)\">0.138</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th></tr><tr><th>▁tutor</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.46397306397306415)\">0.207</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.49550406020994264)\">0.218</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.087</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.051</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th></tr><tr><th>ial</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.054</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.075</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.125</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.07</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th></tr><tr><th>!</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.099</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.034</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3142008318478907)\">0.14</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.182</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8738760150524857)\">0.386</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8029312735195088)\">0.352</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.442</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5900970489205783)\">0.259</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.865993265993266)\">0.381</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5664488017429193)\">0.248</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.135</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5191523073876015)\">0.229</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.179</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4560903149138443)\">0.202</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6295107942166767)\">0.278</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5428005545652606)\">0.239</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.976351752822341)\">0.429</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6689245395127748)\">0.296</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.182</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.889641513170925)\">0.393</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9684690037631213)\">0.427</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6373935432758963)\">0.282</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8817587641117054)\">0.388</th></tr></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n",
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"zqorvufaigfywirkxlgg_viz_container\">\n",
+       "    <div id=\"zqorvufaigfywirkxlgg_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"zqorvufaigfywirkxlgg_saliency_plot_container\" class=\"zqorvufaigfywirkxlgg_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"sbfhcgchqjjfgyqpesej_saliency_plot\" class=\"sbfhcgchqjjfgyqpesej_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ci</th><th>a</th><th>o</th><th>▁a</th><th>▁tutti</th><th>,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stia</th><th>te</th><th>▁gode</th><th>ndo</th><th>▁il</th><th>▁tu</th><th>tori</th><th>al</th><th>!</th><th>&lt;/s&gt;</th></tr><tr><th>▁Ci</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.18</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3142008318478907)\">0.138</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.069</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th></tr><tr><th>a</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.33784907902554967)\">0.15</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.109</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th></tr><tr><th>o</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.122</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29843533372945136)\">0.132</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th></tr><tr><th>▁a</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.092</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.079</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th></tr><tr><th>▁tutti</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3457318280847692)\">0.154</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.094</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th></tr><tr><th>,</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.136</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.064</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th></tr><tr><th>▁spero</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.182</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3851455733808676)\">0.171</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.051</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.008</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th></tr><tr><th>▁che</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.23537334125569415)\">0.106</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.103</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.045</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th></tr><tr><th>▁vi</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.11</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.138</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.093</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th></tr><tr><th>▁stia</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.129</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.26690433749257286)\">0.119</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th></tr><tr><th>te</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.103</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.102</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.045</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th></tr><tr><th>▁gode</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.144</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3536145771439889)\">0.158</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.068</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.006</th></tr><tr><th>ndo</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.077</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.058</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th></tr><tr><th>▁il</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.135</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.058</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.014</th></tr><tr><th>▁tu</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3299663299663301)\">0.148</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.138</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th></tr><tr><th>tori</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.109</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.086</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.011</th></tr><tr><th>al</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.096</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.042</th></tr><tr><th>!</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44820756585462457)\">0.198</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "out[0]._aggregator\n",
+    "out.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This means that the `mean` of weights across all heads and layers is computed before showing the attributions. Let's now try to customize the aggregation strategy to return a more specific view of the outputs using `out.aggregate` \n",
+    "\n",
+    "*Note: the list of `Aggregator` classes is available using `inseq.list_aggregators()`. The `mean` is an aggregation function (the list of aggregation functions is available using `inseq.list_aggregation_functions()`) which can be associated to an aggregator, but if not specified is used to aggregate the list dimension of the attribution by default (aggregator `scores`)*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Aggregators: ['spans', 'pair', 'subwords', 'scores']\n",
+      "Aggregation functions: ['vnorm', 'absmax', 'prod', 'sum', 'max', 'min', 'mean']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Aggregators:\", inseq.list_aggregators())\n",
+    "print(\"Aggregation functions:\", inseq.list_aggregation_functions())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "aggregated_heads_seq_attr_out: torch.Size([14, 19, 6])\n",
+      "aggregated_layer_seq_attr_out: torch.Size([14, 19])\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"asrngqcllywgnexwhqpd_viz_container\">\n",
+       "    <div id=\"asrngqcllywgnexwhqpd_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"asrngqcllywgnexwhqpd_saliency_plot_container\" class=\"asrngqcllywgnexwhqpd_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"ogpxkfzncbcqukbjznzw_saliency_plot\" class=\"ogpxkfzncbcqukbjznzw_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ci</th><th>a</th><th>o</th><th>▁a</th><th>▁tutti</th><th>,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stia</th><th>te</th><th>▁gode</th><th>ndo</th><th>▁il</th><th>▁tu</th><th>tori</th><th>al</th><th>!</th><th>&lt;/s&gt;</th></tr><tr><th>▁H</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.13</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.027</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>ello</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.093</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.024</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.024</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>▁everyone</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.076</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.074</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.154</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.41667656961774624)\">0.39</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.09</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.119</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.076</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th></tr><tr><th>,</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.079</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.065</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.03</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th></tr><tr><th>▁hope</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.26</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.087</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.374</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5428005545652606)\">0.502</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th></tr><tr><th>▁you</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.071</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.008</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th></tr><tr><th>'</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.042</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.036</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.048</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.033</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th></tr><tr><th>re</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.055</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.07</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.055</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th></tr><tr><th>▁enjoying</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.214</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.26690433749257286)\">0.247</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.33784907902554967)\">0.318</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.45</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.448</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.016</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th></tr><tr><th>▁the</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.12</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.046</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th></tr><tr><th>▁tutor</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.033</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6925727866904339)\">0.641</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.068</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th></tr><tr><th>ial</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.059</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.082</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.15</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th></tr><tr><th>!</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.052</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.053</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.15</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.227</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.014</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.33784907902554967)\">0.315</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.77928302634185)\">0.716</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.77928302634185)\">0.721</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6531590413943356)\">0.602</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.621628045157457)\">0.573</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4245593186769657)\">0.396</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3457318280847692)\">0.325</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.377</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44032481679540497)\">0.411</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.55068330362448)\">0.509</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4245593186769657)\">0.395</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3536145771439889)\">0.329</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.755634779164191)\">0.695</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8186967716379481)\">0.754</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.2</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8502277678748268)\">0.783</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8344622697563875)\">0.772</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9605862547039017)\">0.882</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.925</th></tr></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n",
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"mogwlfosfizqlndfipff_viz_container\">\n",
+       "    <div id=\"mogwlfosfizqlndfipff_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"mogwlfosfizqlndfipff_saliency_plot_container\" class=\"mogwlfosfizqlndfipff_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"tounaiaywvhbwycmbttd_saliency_plot\" class=\"tounaiaywvhbwycmbttd_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ci</th><th>a</th><th>o</th><th>▁a</th><th>▁tutti</th><th>,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stia</th><th>te</th><th>▁gode</th><th>ndo</th><th>▁il</th><th>▁tu</th><th>tori</th><th>al</th><th>!</th><th>&lt;/s&gt;</th></tr><tr><th>▁Ci</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.352</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.03</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th></tr><tr><th>a</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44032481679540497)\">0.41</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.008</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th></tr><tr><th>o</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5033868092691621)\">0.463</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th></tr><tr><th>▁a</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.24</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th></tr><tr><th>▁tutti</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5349178055060405)\">0.498</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.094</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.142</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.132</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>,</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.49550406020994264)\">0.456</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.016</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th></tr><tr><th>▁spero</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6295107942166767)\">0.584</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.112</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.096</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.025</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.022</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.023</th></tr><tr><th>▁che</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5664488017429193)\">0.523</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2511388393741335)\">0.233</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.055</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.049</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th></tr><tr><th>▁vi</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.102</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.198</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.092</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.021</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th></tr><tr><th>▁stia</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5664488017429193)\">0.522</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.115</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.104</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th></tr><tr><th>te</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3851455733808676)\">0.358</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.215</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th></tr><tr><th>▁gode</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.36149732620320857)\">0.336</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th></tr><tr><th>ndo</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5112695583283818)\">0.47</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.049</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>▁il</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.298</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>▁tu</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.448</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th></tr><tr><th>tori</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.269</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th></tr><tr><th>al</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.449</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.068</th></tr><tr><th>!</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44820756585462457)\">0.416</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Gets the mean weights of the first three attention heads only, no normalization\n",
+    "# do_post_aggregation_checks=False is needed since the output has >2 dimensions and \n",
+    "# could not be visualized\n",
+    "aggregated_heads_seq_attr_out = out[0].aggregate(\n",
+    "    \"mean\", select_idx=(0,3), normalize=False, do_post_aggregation_checks=False\n",
+    ")\n",
+    "\n",
+    "# (source_len, target_len, num_layers)\n",
+    "print(\"aggregated_heads_seq_attr_out:\", aggregated_heads_seq_attr_out.source_attributions.shape)\n",
+    "\n",
+    "# Shortcut for aggregate(\"scores\", aggregate_fn=\"max\", ...)\n",
+    "# Selects attention weights for the last layer of the model, no normalization\n",
+    "aggregated_layer_seq_attr_out = aggregated_heads_seq_attr_out.aggregate(\"scores\", select_idx=-1, normalize=False)\n",
+    "\n",
+    "# (source_len, target_len)\n",
+    "print(\"aggregated_layer_seq_attr_out:\", aggregated_layer_seq_attr_out.source_attributions.shape)\n",
+    "\n",
+    "# do_aggregation=False to prevent automatic default aggregation since we did a custom one manually\n",
+    "aggregated_layer_seq_attr_out.show(do_aggregation=False)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can now use a `SubwordAggregator` to aggregate these scores at the word level to facilitate interpretation:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"srzckiwgelkhgylwobzv_viz_container\">\n",
+       "    <div id=\"srzckiwgelkhgylwobzv_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"srzckiwgelkhgylwobzv_saliency_plot_container\" class=\"srzckiwgelkhgylwobzv_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"bqfxwbgrfdyomuuecllm_saliency_plot\" class=\"bqfxwbgrfdyomuuecllm_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ciao</th><th>▁a</th><th>▁tutti,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stiate</th><th>▁godendo</th><th>▁il</th><th>▁tutorial!</th><th>&lt;/s&gt;</th></tr><tr><th>▁Hello</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.13</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.027</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>▁everyone,</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.079</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.154</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.41667656961774624)\">0.39</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.119</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.076</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th></tr><tr><th>▁hope</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.26</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.087</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.374</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5428005545652606)\">0.502</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th></tr><tr><th>▁you're</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.032</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.071</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.07</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.055</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th></tr><tr><th>▁enjoying</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.007</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.214</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.26690433749257286)\">0.247</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.45</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.448</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.012</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th></tr><tr><th>▁the</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.037</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.12</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.046</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th></tr><tr><th>▁tutorial!</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.15</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.041</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.019</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.227</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.035</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6925727866904339)\">0.641</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.014</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.77928302634185)\">0.721</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6531590413943356)\">0.602</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.621628045157457)\">0.573</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3457318280847692)\">0.325</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.377</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44032481679540497)\">0.411</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.55068330362448)\">0.509</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.755634779164191)\">0.695</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8186967716379481)\">0.754</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9605862547039017)\">0.882</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.925</th></tr></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n",
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"zpotbpnweyceprgdxgpq_viz_container\">\n",
+       "    <div id=\"zpotbpnweyceprgdxgpq_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"zpotbpnweyceprgdxgpq_saliency_plot_container\" class=\"zpotbpnweyceprgdxgpq_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"zywemfkbjzgulkyzoseh_saliency_plot\" class=\"zywemfkbjzgulkyzoseh_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ciao</th><th>▁a</th><th>▁tutti,</th><th>▁spero</th><th>▁che</th><th>▁vi</th><th>▁stiate</th><th>▁godendo</th><th>▁il</th><th>▁tutorial!</th><th>&lt;/s&gt;</th></tr><tr><th>▁Ciao</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5033868092691621)\">0.463</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.005</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.003</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.004</th></tr><tr><th>▁a</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.24</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.006</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th></tr><tr><th>▁tutti,</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.49550406020994264)\">0.456</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.142</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.132</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.027</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th></tr><tr><th>▁spero</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6295107942166767)\">0.584</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.112</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.096</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.038</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.023</th></tr><tr><th>▁che</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5664488017429193)\">0.523</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2511388393741335)\">0.233</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.049</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.011</th></tr><tr><th>▁vi</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.198</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.092</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.021</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.007</th></tr><tr><th>▁stiate</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3851455733808676)\">0.358</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.01</th></tr><tr><th>▁godendo</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5112695583283818)\">0.47</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.049</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>▁il</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.298</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.009</th></tr><tr><th>▁tutorial!</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44820756585462457)\">0.416</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "aggregated_layer_seq_attr_out.aggregate(\"subwords\").show(do_aggregation=False)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Applied Example: Does my QA Model Behave in a Plausible Way?\n",
+    "\n",
+    "In this example, we use an [IT5 model](https://github.com/gsarti/it5) ([Sarti et al., 2022](https://arxiv.org/abs/2203.03759)) fine-tuned on the [SQUAD-IT](https://github.com/crux82/squad-it) QA dataset ([Croce et al., 2018](https://link.springer.com/chapter/10.1007/978-3-030-03840-3_29)) to do question answering in Italian. Using Inseq, we visualize whether the model prediction use input information that is plausible according to human intuition."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/gsarti/projects/lcl23-xnlm-lab/venv/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n",
+      "/home/gsarti/projects/lcl23-xnlm-lab/venv/lib/python3.9/site-packages/transformers/generation/utils.py:1349: UserWarning: Using `max_length`'s default (20) to control the generation length. This behaviour is deprecated and will be removed from the config in v5 of Transformers -- we recommend using `max_new_tokens` to control the maximum length of the generation.\n",
+      "  warnings.warn(\n",
+      "Attributing with input_x_gradient...: 100%|██████████| 6/6 [00:01<00:00,  3.24it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"usieyiccwpusnzjovqwp_viz_container\">\n",
+       "    <div id=\"usieyiccwpusnzjovqwp_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"usieyiccwpusnzjovqwp_saliency_plot_container\" class=\"usieyiccwpusnzjovqwp_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"qahftrxckafnafqofpva_saliency_plot\" class=\"qahftrxckafnafqofpva_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁</th><th>2</th><th>0</th><th>0</th><th>&lt;/s&gt;</th></tr><tr><th>▁nel</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.022</th></tr><tr><th>▁2023,</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.26690433749257286)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5270350564468211)\">0.056</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.043</th></tr><tr><th>▁le</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁lectures</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.025</th></tr><tr><th>▁on</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th></tr><tr><th>▁computational</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th></tr><tr><th>▁linguistics</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th></tr><tr><th>▁(lcl)</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁dell'associazione</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.008</th></tr><tr><th>▁italiana</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th></tr><tr><th>▁di</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th></tr><tr><th>▁linguistica</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th></tr><tr><th>▁computazionale</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th></tr><tr><th>▁(ailc)</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁hanno</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th></tr><tr><th>▁raccolto</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th></tr><tr><th>▁una</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁partecipazione</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.36149732620320857)\">0.039</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.018</th></tr><tr><th>▁senza</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.106</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th></tr><tr><th>▁precedenti.</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7083382848088731)\">0.075</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.03</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.021</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th></tr><tr><th>▁più</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.23537334125569415)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th></tr><tr><th>▁di</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th></tr><tr><th>▁200</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5585660526836996)\">0.059</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7083382848088731)\">0.075</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8344622697563875)\">0.088</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.051</th></tr><tr><th>▁studenti</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44032481679540497)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5822142998613588)\">0.062</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.49550406020994264)\">0.053</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.41667656961774624)\">0.044</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.044</th></tr><tr><th>▁da</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th></tr><tr><th>▁tutta</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th></tr><tr><th>▁europa</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.26690433749257286)\">0.028</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.23537334125569415)\">0.025</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.024</th></tr><tr><th>▁hanno</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th></tr><tr><th>▁visitato</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.024</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.015</th></tr><tr><th>▁la</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.003</th></tr><tr><th>▁magnifica</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th></tr><tr><th>▁città</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th></tr><tr><th>▁di</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th></tr><tr><th>▁pisa</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.219607843137255)\">0.024</th></tr><tr><th>▁per</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th></tr><tr><th>▁spendere</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th></tr><tr><th>▁3</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th></tr><tr><th>▁produttive</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.13289760348583876)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th></tr><tr><th>▁giornate</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th></tr><tr><th>▁all'insegna</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.009</th></tr><tr><th>▁del</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th></tr><tr><th>▁trattamento</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th></tr><tr><th>▁automatico</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th></tr><tr><th>▁del</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th></tr><tr><th>▁linguaggio.</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th></tr><tr><th>▁iniziative</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10136660724896006)\">0.011</th></tr><tr><th>▁come</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁le</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th></tr><tr><th>▁lcl</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th></tr><tr><th>▁sono</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁di</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th></tr><tr><th>▁importanza</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th></tr><tr><th>▁fondamentale</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.006</th></tr><tr><th>▁per</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th></tr><tr><th>▁unire</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁e</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th></tr><tr><th>▁dirigere</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th></tr><tr><th>▁gli</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th></tr><tr><th>▁sforzi</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁della</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.001</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th></tr><tr><th>▁comunità</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th></tr><tr><th>▁italiana</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁di</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th></tr><tr><th>▁ricercatori</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th></tr><tr><th>▁in</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.02253911665676371)\">0.003</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.014656367597544035)\">0.002</th></tr><tr><th>▁linguistica</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.005</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.03830461477520289)\">0.004</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁computazionale.</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.01</th></tr><tr><th>▁domanda:</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.015</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.021</th></tr><tr><th>▁quanti</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.029</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.033</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.03</th></tr><tr><th>▁studenti</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5349178055060405)\">0.056</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44820756585462457)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.031</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.028</th></tr><tr><th>▁hanno</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.012</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.013</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th></tr><tr><th>▁partecipato</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.016</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.018</th></tr><tr><th>▁alle</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06195286195286207)\">0.007</th></tr><tr><th>▁lcl</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.04618736383442265)\">0.006</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.006</th></tr><tr><th>▁nel</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.06983561101208159)\">0.008</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.01</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th></tr><tr><th>▁2023?</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.017</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.02</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.023</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.022</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.023</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.043</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.026</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.018</th></tr><tr style=\"outline: thin solid\"><th><b>probability</b></th><th><b>0.989</b></th><th><b>1.0</b></th><th><b>1.0</b></th><th><b>1.0</b></th><th><b>1.0</b></th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n",
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"zqorvufaigfywirkxlgg_viz_container\">\n",
+       "    <div id=\"zqorvufaigfywirkxlgg_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"zqorvufaigfywirkxlgg_saliency_plot_container\" class=\"zqorvufaigfywirkxlgg_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"sbfhcgchqjjfgyqpesej_saliency_plot\" class=\"sbfhcgchqjjfgyqpesej_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁</th><th>2</th><th>0</th><th>0</th><th>&lt;/s&gt;</th></tr><tr><th>▁</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.018</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.009</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.014</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.09348385818974037)\">0.011</th></tr><tr><th>2</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.04</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.43244206773618543)\">0.046</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3299663299663301)\">0.036</th></tr><tr><th>0</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.44032481679540497)\">0.047</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.035</th></tr><tr><th>0</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.051</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr><tr style=\"outline: thin solid\"><th><b>probability</b></th><th><b>0.989</b></th><th><b>1.0</b></th><th><b>1.0</b></th><th><b>1.0</b></th><th><b>1.0</b></th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import inseq\n",
+    "\n",
+    "question = (\n",
+    "    \"Nel 2023, le Lectures on Computational Linguistics (LCL) dell'Associazione Italiana di \"\n",
+    "    \"Linguistica Computazionale (AILC) hanno raccolto una partecipazione senza precedenti. Più \"\n",
+    "    \"di 200 studenti da tutta Europa hanno visitato la magnifica città di Pisa per spendere 3 produttive \"\n",
+    "    \"giornate all'insegna del trattamento automatico del linguaggio. Iniziative come le LCL sono di importanza \"\n",
+    "    \"fondamentale per unire e dirigere gli sforzi della comunità italiana di ricercatori in linguistica computazionale. \"\n",
+    "    \"Domanda: Quanti studenti hanno partecipato alle LCL nel 2023?\"\n",
+    ")\n",
+    "\n",
+    "qa_model =  inseq.load_model(\"it5/it5-base-question-answering\", \"input_x_gradient\")\n",
+    "out = qa_model.attribute(question, attribute_target=True, step_scores=[\"probability\"])\n",
+    "\n",
+    "# Aggregate only source tokens, leave target tokens as they are\n",
+    "out.aggregate(\"subwords\", aggregate_target=False).show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Some comments on the results:\n",
+    "\n",
+    "- The answer produced by the model is correct and probability is extremely high, so we can assume that the model is confident in its correct prediction and that it is reasonable to evaluate how it uses inputs to produce the answer.\n",
+    "\n",
+    "- The magnitude of importance scores is quite low. This points to the known issue of gradient-based methods of producing explanations that are not **sparse** (i.e. only some tokens are highlighted). This makes analysis less intuitive, so methods inducing sparse explanations should be preferred, *especially given long inputs*.\n",
+    "\n",
+    "- The model seems to rely on reasonable cues (`200 studenti` in the context, `quanti studenti` in the question) while generating an answer. However, some attended inputs might be surprising (`2023`, `senza precedenti`). Previous research showed that these might be good starting points to craft **adversarial attacks** to test the robustness of model predictions."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Using PairAggregator for Minimal Pair Comparison\n",
+    "\n",
+    "The `PairAggregator` class allows to compare the attributions of two sequences, and is useful to compare the attributions of two similar sentences, or to compare the attributions of two different models. In this example, we'll see how to use it alongside **constrained decoding** of target sequences (i.e. forcing the generation of a target sequence of our choice) in Inseq to analyze how attributions differ across different cases.\n",
+    "\n",
+    "⚠️ **Attention:** Analyzing model behavior when doing constrained decoding doesn't always make sense, and ideally we would want to work on natural model generations to remain faithful to plausible model behavior (see [Vamvas and Sennrich (2021)](https://aclanthology.org/2021.blackboxnlp-1.5/) for a discussion on this topic). However, constrained decoding is a useful tool to analyze minimal examples that differ from natural model outputs.\n",
+    "\n",
+    "⚠️ **Attention x 2:** Two attribution maps need to have exactly the same number of rows and columns to be compared using `PairAggregator`. You might have to aggregate subwords beforehand like shown above to make sure that this is the case. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Natural output: The manager went home because he was sick.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Attributing with integrated_gradients...: 100%|██████████| 9/9 [00:00<00:00,  9.99it/s]\n",
+      "Attributing with integrated_gradients...: 100%|██████████| 9/9 [00:00<00:00, 10.60it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"usieyiccwpusnzjovqwp_viz_container\">\n",
+       "    <div id=\"usieyiccwpusnzjovqwp_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"usieyiccwpusnzjovqwp_saliency_plot_container\" class=\"usieyiccwpusnzjovqwp_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"qahftrxckafnafqofpva_saliency_plot\" class=\"qahftrxckafnafqofpva_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>Ġhe</th><th>Ġwas</th><th>Ġsick</th><th>.</th></tr><tr><th>The</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5191523073876015)\">0.201</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5822142998613588)\">0.224</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.147</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.157</th></tr><tr><th>Ġmanager</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.385</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3851455733808676)\">0.149</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.187</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.144</th></tr><tr><th>Ġwent</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.124</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.145</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29055258467023165)\">0.113</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.33784907902554967)\">0.131</th></tr><tr><th>Ġhome</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4245593186769657)\">0.165</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.12</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6846900376312143)\">0.262</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3693800752624282)\">0.143</th></tr><tr><th>Ġbecause</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.125</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.43244206773618543)\">0.168</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3142008318478907)\">0.123</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.075</th></tr><tr><th>Ġhe</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5033868092691621)\">0.194</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.18019409784115661)\">0.071</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.044</th></tr><tr><th>Ġwas</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2511388393741335)\">0.097</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.062</th></tr><tr><th>Ġsick</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.6373935432758963)\">0.244</th></tr><tr><th>.</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr><tr style=\"outline: thin solid\"><th><b>probability</b></th><th>0.43</th><th>0.251</th><th>0.067</th><th>0.282</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"zqorvufaigfywirkxlgg_viz_container\">\n",
+       "    <div id=\"zqorvufaigfywirkxlgg_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"zqorvufaigfywirkxlgg_saliency_plot_container\" class=\"zqorvufaigfywirkxlgg_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"sbfhcgchqjjfgyqpesej_saliency_plot\" class=\"sbfhcgchqjjfgyqpesej_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>Ġshe</th><th>Ġwas</th><th>Ġsick</th><th>.</th></tr><tr><th>The</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5743315508021392)\">0.27</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5112695583283818)\">0.241</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.152</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3299663299663301)\">0.158</th></tr><tr><th>Ġmanager</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.472</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3142008318478907)\">0.148</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.18</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.29843533372945136)\">0.143</th></tr><tr><th>Ġwent</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.077</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.135</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2590215884333532)\">0.122</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.153</th></tr><tr><th>Ġhome</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.102</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.095</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5822142998613588)\">0.276</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.33784907902554967)\">0.16</th></tr><tr><th>Ġbecause</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.079</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.32208358090711037)\">0.154</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.22749059219647458)\">0.109</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.15654585066349747)\">0.076</th></tr><tr><th>Ġshe</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.227</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14866310160427795)\">0.072</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.068</th></tr><tr><th>Ġwas</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.089</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.057</th></tr><tr><th>Ġsick</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.39302832244008706)\">0.186</th></tr><tr><th>.</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr><tr style=\"outline: thin solid\"><th><b>probability</b></th><th>0.08</th><th>0.281</th><th>0.071</th><th>0.29</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import inseq\n",
+    "\n",
+    "model = inseq.load_model(\"gpt2\", \"integrated_gradients\")\n",
+    "\n",
+    "# Uses Huggingface generate method + automatically decodes outputs\n",
+    "natural_generation = model.generate(\"The manager went home because\", max_new_tokens=4)[0]\n",
+    "\n",
+    "print(\"Natural output:\", natural_generation)\n",
+    "\n",
+    "# Why \"he\" rather than \"she\"?\n",
+    "out = model.attribute(\n",
+    "    input_texts=[\"The manager went home because\", \"The manager went home because\"],\n",
+    "    # generated_texts is used to force the attribution of the specified texts\n",
+    "    generated_texts=[\"The manager went home because he was sick.\", \"The manager went home because she was sick.\"],\n",
+    "    step_scores=[\"probability\"],\n",
+    ")\n",
+    "\n",
+    "out.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"asrngqcllywgnexwhqpd_viz_container\">\n",
+       "    <div id=\"asrngqcllywgnexwhqpd_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"asrngqcllywgnexwhqpd_saliency_plot_container\" class=\"asrngqcllywgnexwhqpd_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"ogpxkfzncbcqukbjznzw_saliency_plot\" class=\"ogpxkfzncbcqukbjznzw_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>Ġhe → Ġshe</th><th>Ġwas</th><th>Ġsick</th><th>.</th></tr><tr><th>The</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5349178055060405)\">0.248</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.306318082788671)\">0.144</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2826698356110118)\">0.131</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1880768469003763)\">0.09</th></tr><tr><th>Ġmanager</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.462</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.46397306397306415)\">0.213</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3536145771439889)\">0.165</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.175</th></tr><tr><th>Ġwent</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.095</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.053</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2747870865517925)\">0.127</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.095</th></tr><tr><th>Ġhome</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.24325609031491383)\">0.114</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.077</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.49550406020994264)\">0.229</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.094</th></tr><tr><th>Ġbecause</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.081</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3693800752624282)\">0.173</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.20384234501881549)\">0.094</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.16442859972271742)\">0.077</th></tr><tr><th>Ġhe → Ġshe</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7398692810457518)\">0.34</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.186</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.175</th></tr><tr><th>Ġwas</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.068</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.057</th></tr><tr><th>Ġsick</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5112695583283818)\">0.237</th></tr><tr><th>.</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr><tr style=\"outline: thin solid\"><th><b>probability</b></th><th>-0.35</th><th>0.03</th><th>0.004</th><th>0.008</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Note: this takes the per-hidden dimension diff between the two options and then performs L2 aggregation at token level + normalization\n",
+    "out[0].aggregate(\"pair\", paired_attr=out[1], do_post_aggregation_checks=False).show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "From the example, we can see that the model is 35% more likely to generate the masculine pronoun `he` when referring to the noun `the manager` compared to its feminine counterpart `she`, while probabilities of all subsequent tokens are much less affected. The pattern of the previous attributions is mostly preserved, with `manager` influencing the generation of the pronoun and `home` influencing the choice of word `sick`."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Understanding Inseq utilities with `explain`\n",
+    "\n",
+    "Like Hugging Face, Inseq uses strings to identify many of its components (attribution methods, aggregators, aggregation functions, ...). \n",
+    "\n",
+    "Besides the `list_XXX` functions mentioned above that can be used to show available values, `inseq` also provides an `explain` utility to visualize the docstring of the class associated to the string identifier: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Integrated Gradients attribution method.\n",
+      "\n",
+      "    Reference implementation:\n",
+      "    `https://captum.ai/api/integrated_gradients.html <https://captum.ai/api/integrated_gradients.html>`__.\n",
+      "    \n"
+     ]
+    }
+   ],
+   "source": [
+    "import inseq\n",
+    "\n",
+    "inseq.explain(\"integrated_gradients\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Aggregates two FeatureAttributionSequenceOutput object into a single one containing the diff.\n",
+      "\n",
+      "    Args:\n",
+      "        attr (:class:`~inseq.data.FeatureAttributionSequenceOutput`): The starting attribution object.\n",
+      "        paired_attr (:class:`~inseq.data.FeatureAttributionSequenceOutput`): The attribution object with whom\n",
+      "            the diff is computed, representing a change from `attr_start` (e.g. minimal pair edit).\n",
+      "        aggregate_fn (:obj:`Callable`, optional): Function to aggregate elementwise values of the pair.\n",
+      "            Defaults to the difference between the two elements.\n",
+      "    \n"
+     ]
+    }
+   ],
+   "source": [
+    "inseq.explain(\"pair\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Contrastive Explanations using Inseq\n",
+    "\n",
+    "Gradient-based feature attribution methods commonly compute gradients of feature vectors with respect to a prediction target (logits or probabilities), and use those as proxies of an explanation answering the question **\"How is this feature X influencing this model prediction P?\"**. However, in some cases we might want to compute attributions with respect to a different target to explain other properties of the prediction, e.g. the entropy (i.e. flatness/sharpness) of the probability distribution over the vocabulary.\n",
+    "\n",
+    "While `PairAggregator` can be used to visualize the difference between two attribution outputs, using the difference in probability between an option A (e.g. `he` in the previous example) and option B (e.g. `she`) as a target for gradient-based attribution methods is a more principled way to obtain **contrastive explanations** answering the question **\"How is this feature X contributing to the prediction of A rather than B?\"**.\n",
+    "\n",
+    "The importance scores produced by this method, introduced by [Yin and Neubig, (2022)](https://aclanthology.org/2022.emnlp-main.14/), is better to disentagle different factors that might play a role in the prediction, and can be used to explain the model behavior in a more nuanced way:\n",
+    "\n",
+    "<img alt=\"Contrastive attribution examples for generation and machine translation\" src=\"../docs/source/images/contrastive_attribution.png\" height=350/>\n",
+    "\n",
+    "Inseq allows users to specify custom attribution targets using the `attributed_fn` parameter. Attributed functions are simply step scores like `probability` values we extracted above (default attribution target). Custom scores can be registered using `inseq.register_step_function` for more advanced use cases (tutorial [in the documentation](https://inseq.readthedocs.io/en/latest/examples/custom_attribute_target.html)), but many including contrastive explanations (`contrast_prob_diff`) are already available out-of-the-box in the library:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Attributing with saliency...: 100%|██████████| 7/7 [00:00<00:00, 13.78it/s]\n",
+      "/home/gsarti/projects/inseq/inseq/data/attribution.py:304: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3571.)\n",
+      "  Args:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"esejzqorvufaigfywirk_viz_container\">\n",
+       "    <div id=\"esejzqorvufaigfywirk_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"esejzqorvufaigfywirk_saliency_plot_container\" class=\"esejzqorvufaigfywirk_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"vqwpsbfhcgchqjjfgyqp_saliency_plot\" class=\"vqwpsbfhcgchqjjfgyqp_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ho</th><th>▁saluta</th><th>to</th><th>▁la → ▁il</th><th>▁manager</th><th>&lt;/s&gt;</th></tr><tr><th>▁I</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.038</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0)\">-0.001</th></tr><tr><th>▁said</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.048</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0)\">-0.001</th></tr><tr><th>▁hi</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.17231134878193693)\">0.056</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0)\">-0.002</th></tr><tr><th>▁to</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.07771836007130124)\">0.026</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0)\">-0.001</th></tr><tr><th>▁the</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1959595959595959)\">0.066</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0)\">-0.002</th></tr><tr><th>▁manager</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.325</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.00677361853832443)\">0.005</th><th style=\"background:rgba(30.0, 136.0, 229.0, 0.014656367597544028)\">-0.007</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.2117250940780353)\">0.07</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0)\">-0.002</th></tr><tr style=\"outline: thin solid\"><th><b>contrast_prob_diff</b></th><th>0.0</th><th>0.0</th><th>0.0</th><th><b>0.707</b></th><th>0.013</th><th>-0.043</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n",
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"znzwasrngqcllywgnexw_viz_container\">\n",
+       "    <div id=\"znzwasrngqcllywgnexw_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"znzwasrngqcllywgnexw_saliency_plot_container\" class=\"znzwasrngqcllywgnexw_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"xlggogpxkfzncbcqukbj_saliency_plot\" class=\"xlggogpxkfzncbcqukbj_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Ho</th><th>▁saluta</th><th>to</th><th>▁la → ▁il</th><th>▁manager</th><th>&lt;/s&gt;</th></tr><tr><th>▁Ho</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.030421865715983164)\">0.012</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(30.0, 136.0, 229.0, 0.014656367597544028)\">-0.005</th></tr><tr><th>▁saluta</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.047</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.002</th><th style=\"background:rgba(30.0, 136.0, 229.0, 0.022539116656763607)\">-0.008</th></tr><tr><th>to</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.05407011289364243)\">0.019</th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.0</th><th style=\"background:rgba(30.0, 136.0, 229.0, 0.006773618538324436)\">-0.003</th></tr><tr><th>▁la → ▁il</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0)\">0.001</th><th style=\"background:rgba(30.0, 136.0, 229.0, 0.006773618538324436)\">-0.003</th></tr><tr><th>▁manager</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(30.0, 136.0, 229.0, 0.022539116656763607)\">-0.008</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th><th style=\"background:rgba(0.0, 0.0, 0.0, 0.0)\"></th></tr><tr style=\"outline: thin solid\"><th><b>contrast_prob_diff</b></th><th>0.0</th><th>0.0</th><th>0.0</th><th><b>0.707</b></th><th>0.013</th><th>-0.043</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import inseq\n",
+    "\n",
+    "attribution_model = inseq.load_model(\"Helsinki-NLP/opus-mt-en-it\", \"saliency\")\n",
+    "\n",
+    "# Perform the contrastive attribution:\n",
+    "# Regular (forced) target -> \"Ho salutato il manager\"\n",
+    "# Contrastive target      -> \"Ho salutato la manager\"\n",
+    "out = attribution_model.attribute(\n",
+    "    \"I said hi to the manager\",\n",
+    "    \"Ho salutato il manager\",\n",
+    "    attributed_fn=\"contrast_prob_diff\",\n",
+    "    # Special argument to specify the contrastive target, used by the contrast_prob_diff function\n",
+    "    contrast_targets=\"Ho salutato la manager\",\n",
+    "    attribute_target=True,\n",
+    "    # We also visualize the score used as target using the same function as step score\n",
+    "    step_scores=[\"contrast_prob_diff\"]\n",
+    ")\n",
+    "\n",
+    "# Weight attribution scores by the difference in probabilities\n",
+    "out.weight_attributions(\"contrast_prob_diff\")\n",
+    "out.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This new example paints an even clearer picture in which the model is clearly biased in producing masculine when presented with gender-stereotypical professions.\n",
+    "\n",
+    "⚠️ **Attention:** Since `contrast_prob_diff` considers the difference in probabilities between 2 options (i.e. token A rather than token B), not all comparisons are meaningful. For example, `helpless` could be tokenized as `_hel` and `pless`, while helpful as `_hel`, `pf` and `ul`. Using contrastive attribution in this scenarios is not impossible, but remains an open research question.\n",
+    "\n",
+    "### Contrastive attribution with different context\n",
+    "\n",
+    "While `contrast_targets` allows us to compute the *difference between two predictions given same context*, `contrast_sources` and `contrast_target_prefixes` can be instead used to compute the *difference for the same prediction given different contexts*. This is useful to analyze how the model behavior changes when presented with different inputs, and can be used to analyze the effect of different prefixes on the generation of the same target sequence.\n",
+    "\n",
+    "In this example, we'll use a multilingual MT model to showcase the difference in probabilities given additional context:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/gsarti/.cache/pypoetry/virtualenvs/inseq-PzwjmCYf-py3.9/lib/python3.9/site-packages/transformers/generation/utils.py:1349: UserWarning: Using `max_length`'s default (200) to control the generation length. This behaviour is deprecated and will be removed from the config in v5 of Transformers -- we recommend using `max_new_tokens` to control the maximum length of the generation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generation without context: ['Sapete già quando tornerete?']\n",
+      "Generation with context: [\"Grazie per l'aiuto, amico, mi hai davvero salvato la vita. Sapete già quando tornerete?\"]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Attributing with dummy...: 100%|██████████| 9/9 [00:00<00:00, 15.78it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"cgchqjjfgyqpesejzqor_viz_container\">\n",
+       "    <div id=\"cgchqjjfgyqpesejzqor_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"cgchqjjfgyqpesejzqor_saliency_plot_container\" class=\"cgchqjjfgyqpesejzqor_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"yiccwpusnzjovqwpsbfh_saliency_plot\" class=\"yiccwpusnzjovqwpsbfh_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Target Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>it_IT</th><th>▁Sai</th><th>▁già</th><th>▁quando</th><th>▁torne</th><th>rai</th><th>?</th><th>&lt;/s&gt;</th></tr><tr style=\"outline: thin solid\"><th><b>pcxmi</b></th><th><b>-8.093</b></th><th><b>2.096</b></th><th>-0.214</th><th>0.007</th><th>0.158</th><th>0.044</th><th>-0.068</th><th>-0.02</th><tr style=\"outline: thin solid\"><th><b>probability</b></th><th>0.0</th><th>0.02</th><th><b>0.834</b></th><th><b>0.927</b></th><th>0.475</th><th><b>0.93</b></th><th><b>0.645</b></th><th><b>0.897</b></th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import inseq\n",
+    "\n",
+    "# Use \"dummy\" to extract only step scores without attributions\n",
+    "model = inseq.load_model(\n",
+    "    \"facebook/mbart-large-50-one-to-many-mmt\",\n",
+    "    \"dummy\",\n",
+    "    # These arguments are used by Huggingface to specify the source and target languages used by the model\n",
+    "    tokenizer_kwargs={\"src_lang\": \"en_XX\", \"tgt_lang\": \"it_IT\"},\n",
+    ")\n",
+    "\n",
+    "source_without_context = \"Do you already know when you'll be back?\"\n",
+    "source_with_context = \"Thank you for your help, my friend, you really saved my life. Do you already know when you'll be back?\"\n",
+    "\n",
+    "print(\"Generation without context:\", model.generate(source_without_context, forced_bos_token_id=model.tokenizer.lang_code_to_id[\"it_IT\"]))\n",
+    "print(\"Generation with context:\", model.generate(source_with_context, forced_bos_token_id=model.tokenizer.lang_code_to_id[\"it_IT\"]))\n",
+    "\n",
+    "out = model.attribute(\n",
+    "    source_without_context,\n",
+    "    \"Sai già quando tornerai?\",\n",
+    "    contrast_sources=source_with_context,\n",
+    "    contrast_target_prefixes=\"Grazie per il tuo aiuto, mi hai davvero salvato la vita.\",\n",
+    "    attribute_target=True,\n",
+    "    # We also visualize the score used as target using the same function as step score\n",
+    "    step_scores=[\"pcxmi\", \"probability\"]\n",
+    ")\n",
+    "\n",
+    "out.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The high value of P-CXMI step score for `Sai` here points to the fact that given the full context, the model is twice as likely to predict `Sai` rather than other options.\n",
+    "\n",
+    "### Providing custom alignments for contrastive targets\n",
+    "\n",
+    "When providing `contrast_targets` to the `attribute` function, the original target tokens are normally matched with contrast tokens at the same position. While this could not pose a problem for minimal pair with slight changes, it can lead to unusable alignments for more extensive updates, limiting the applicability of such methods for real-world contrastive pairs in which differences are not necessarily minimal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/gsarti/.cache/pypoetry/virtualenvs/inseq-PzwjmCYf-py3.9/lib/python3.9/site-packages/transformers/models/marian/tokenization_marian.py:194: UserWarning: Recommended: pip install sacremoses.\n",
+      "  warnings.warn(\"Recommended: pip install sacremoses.\")\n",
+      "Attributing with saliency...: 100%|██████████| 8/8 [00:01<00:00,  5.91it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"esejzqorvufaigfywirk_viz_container\">\n",
+       "    <div id=\"esejzqorvufaigfywirk_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"esejzqorvufaigfywirk_saliency_plot_container\" class=\"esejzqorvufaigfywirk_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"vqwpsbfhcgchqjjfgyqp_saliency_plot\" class=\"vqwpsbfhcgchqjjfgyqp_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Le → ▁Les</th><th>▁forces → ▁soldats</th><th>▁militaires → ▁de</th><th>▁de → ▁la</th><th>▁paix</th><th>▁des → ▁ONU</th><th>▁Nations → &lt;/s&gt;</th></tr><tr><th>▁UN</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.09</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.10924935630817992)\">0.07</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.081</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.075</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4009110714993067)\">0.253</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.3772628243216479)\">0.241</th></tr><tr><th>▁peacekeepers</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8975242622301447)\">0.568</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.632</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.629</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.976351752822341)\">0.615</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9842345018815607)\">0.618</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7635175282234107)\">0.484</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7477520301049713)\">0.47</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5428005545652606)\">0.342</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.311</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4718558130322837)\">0.301</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.304</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.307</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.41667656961774624)\">0.263</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4560903149138443)\">0.289</th></tr><tr style=\"outline: thin solid\"><th><b>contrast_prob_diff</b></th><th>0.031</th><th>0.138</th><th><b>0.886</b></th><th>0.156</th><th><b>0.954</b></th><th>-0.434</th><th>-0.039</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import inseq\n",
+    "\n",
+    "model = inseq.load_model(\"Helsinki-NLP/opus-mt-en-fr\", \"saliency\")\n",
+    "\n",
+    "source = \"UN peacekeepers\"\n",
+    "mt_target = \"Les soldats de la paix ONU\"\n",
+    "pe_target = \"Le forces militaires de paix des Nations Unies\"\n",
+    "\n",
+    "out = model.attribute(\n",
+    "    source,\n",
+    "    mt_target,\n",
+    "    attributed_fn=\"contrast_prob_diff\",\n",
+    "    step_scores=[\"contrast_prob_diff\"],\n",
+    "    contrast_targets=pe_target,\n",
+    ")\n",
+    "\n",
+    "# Unreasonable alignments\n",
+    "out.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A custom sequence of aligned index pairs between the original and contrastive targets can be passed to the `contrast_targets_alignments` parameter to manage these situations (refer to PR [#195](https://github.com/inseq-team/inseq/pull/195) for caveats):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(0, '<pad>'), (1, '▁Les'), (2, '▁soldats'), (3, '▁de'), (4, '▁la'), (5, '▁paix'), (6, '▁ONU'), (7, '</s>')]\n",
+      "[(0, '<pad>'), (1, '▁Le'), (2, '▁forces'), (3, '▁militaires'), (4, '▁de'), (5, '▁paix'), (6, '▁des'), (7, '▁Nations'), (8, '▁Unies'), (9, '</s>')]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Print tokens to get token indices\n",
+    "print([(i, x) for i, x in enumerate(model.encode(mt_target, as_targets=True).input_tokens[0])])\n",
+    "print([(i, x) for i, x in enumerate(model.encode(pe_target, as_targets=True).input_tokens[0])])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Attributing with saliency...: 100%|██████████| 8/8 [00:00<00:00, 14.78it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"esejzqorvufaigfywirk_viz_container\">\n",
+       "    <div id=\"esejzqorvufaigfywirk_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"esejzqorvufaigfywirk_saliency_plot_container\" class=\"esejzqorvufaigfywirk_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"vqwpsbfhcgchqjjfgyqp_saliency_plot\" class=\"vqwpsbfhcgchqjjfgyqp_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Le → ▁Les</th><th>▁forces → ▁soldats</th><th>▁de</th><th>▁de → ▁la</th><th>▁paix</th><th>▁Nations → ▁ONU</th><th>&lt;/s&gt;</th></tr><tr><th>▁UN</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.09</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.082</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.081</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.075</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.257</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.092</th></tr><tr><th>▁peacekeepers</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8975242622301447)\">0.568</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.632</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.976351752822341)\">0.616</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.976351752822341)\">0.615</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9842345018815607)\">0.618</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7162210338680925)\">0.454</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9369380075262429)\">0.589</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5428005545652606)\">0.342</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.311</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.302</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.304</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.307</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4560903149138443)\">0.289</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5033868092691621)\">0.319</th></tr><tr style=\"outline: thin solid\"><th><b>contrast_prob_diff</b></th><th>0.031</th><th>0.138</th><th>0.142</th><th>0.156</th><th><b>0.954</b></th><th><b>-0.92</b></th><th>0.015</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "out = model.attribute(\n",
+    "    source,\n",
+    "    mt_target,\n",
+    "    attributed_fn=\"contrast_prob_diff\",\n",
+    "    step_scores=[\"contrast_prob_diff\"],\n",
+    "    contrast_targets=pe_target,\n",
+    "    contrast_targets_alignments=[(0,0), (1,1), (2,2), (3,4), (4,4), (5,5), (6,7), (7,9)],\n",
+    ")\n",
+    "\n",
+    "# Reasonable alignments\n",
+    "out.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Since providing manual alignment would require a lot of manual work, `inseq` also provides an `contrast_targets_alignments=\"auto\"` option to perform automatic alignment. In that case, the words between the original and contrastive target sequences are aligned automatically using cosine similarity of the embeddings formed by a massively multilingual encoder model covering 109 languages (sentence-transformers/LaBSE)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "You're using a BertTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n",
+      "Provided alignments do not cover all 8 tokens from the original sequence.\n",
+      "Filling missing position with 1:1 position alignments.\n",
+      "Using sentence-transformers/LaBSE for automatic alignments. Provide custom alignments for non-linguistic sequences, or for languages not covered by the aligner.\n",
+      "Generated alignments: [(0, 0), (1, 1), (2, 2), (3, 4), (4, 4), (5, 5), (6, 7), (7, 9)]\n",
+      "Attributing with saliency...: 100%|██████████| 8/8 [00:00<00:00, 11.73it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<br/><b>0th instance:</b><br/>\n",
+       "<html>\n",
+       "<div id=\"esejzqorvufaigfywirk_viz_container\">\n",
+       "    <div id=\"esejzqorvufaigfywirk_content\" style=\"padding:15px;border-style:solid;margin:5px;\">\n",
+       "        <div id = \"esejzqorvufaigfywirk_saliency_plot_container\" class=\"esejzqorvufaigfywirk_viz_container\" style=\"display:block\">\n",
+       "            \n",
+       "<div id=\"vqwpsbfhcgchqjjfgyqp_saliency_plot\" class=\"vqwpsbfhcgchqjjfgyqp_viz_content\">\n",
+       "    <div style=\"margin:5px;font-family:sans-serif;font-weight:bold;\">\n",
+       "        <span style=\"font-size: 20px;\">Source Saliency Heatmap</span>\n",
+       "        <br>\n",
+       "        x: Generated tokens, y: Attributed tokens\n",
+       "    </div>\n",
+       "    \n",
+       "<table border=\"1\" cellpadding=\"5\" cellspacing=\"5\"\n",
+       "    style=\"overflow-x:scroll;display:block;\">\n",
+       "    <tr><th></th>\n",
+       "<th>▁Le → ▁Les</th><th>▁forces → ▁soldats</th><th>▁de</th><th>▁de → ▁la</th><th>▁paix</th><th>▁Nations → ▁ONU</th><th>&lt;/s&gt;</th></tr><tr><th>▁UN</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.09</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.08560110913052081)\">0.057</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.082</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.12501485442661908)\">0.081</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.1171321053673995)\">0.075</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4087938205585263)\">0.257</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.14078035254505847)\">0.092</th></tr><tr><th>▁peacekeepers</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.8975242622301447)\">0.568</th><th style=\"background:rgba(255.0, 13.0, 87.0, 1.0)\">0.632</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.976351752822341)\">0.616</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.976351752822341)\">0.615</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9842345018815607)\">0.618</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.7162210338680925)\">0.454</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.9369380075262429)\">0.589</th></tr><tr><th>&lt;/s&gt;</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5428005545652606)\">0.342</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.311</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.302</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4797385620915033)\">0.304</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.48762131115072294)\">0.307</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.4560903149138443)\">0.289</th><th style=\"background:rgba(255.0, 13.0, 87.0, 0.5033868092691621)\">0.319</th></tr><tr style=\"outline: thin solid\"><th><b>contrast_prob_diff</b></th><th>0.031</th><th>0.138</th><th>0.142</th><th>0.156</th><th><b>0.954</b></th><th><b>-0.92</b></th><th>0.015</th></table>\n",
+       "</div>\n",
+       "\n",
+       "        </div>\n",
+       "    </div>\n",
+       "</div>\n",
+       "</html>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "out = model.attribute(\n",
+    "    source,\n",
+    "    mt_target,\n",
+    "    attributed_fn=\"contrast_prob_diff\",\n",
+    "    step_scores=[\"contrast_prob_diff\"],\n",
+    "    contrast_targets=pe_target,\n",
+    "    contrast_targets_alignments=\"auto\",\n",
+    ")\n",
+    "\n",
+    "# Reasonable alignments produced automatically\n",
+    "out.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Localizing Factual Knowledge in GPT-2 with Contrastive Attribution Tracing\n",
+    "\n",
+    "In this final section, you'll see how to use contrastive attribution to localize factual knowledge in GPT-2, using the **Contrastive Attribution Tracing** method  we introduced in [(Sarti et al., 2023)](https://arxiv.org/abs/2302.13942). \n",
+    "\n",
+    "The method works by propagating importance scores (e.g. gradients) computed with contrastive attribution to intermediate representations of the model. This is different from regular contrastive attribution, which propagates importance all the way to input token embeddings as a proxy for token importance, and can be interpreted as a **\"How important is the representation of token T formed by the model at layer L in driving the prediction of prediction P?\"**.\n",
+    "\n",
+    "<img alt=\"Contrastive attribution tracing applied to a decoder-only LM\" src=\"../docs/source/images/cat.png\" height=400/>\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In the next code block, we reproduce the procedure adopted for the case study introducing Contrastive Attribution Tracing using Inseq and `bitsandbytes` to use the GPT-2 XL model more efficiently (tested on a 6GB GPU):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import inseq\n",
+    "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
+    "\n",
+    "# The model is loaded in 8-bit on available GPUs using the bitsandbytes library integrated in HF Transformers\n",
+    "# This will make the model much smaller for inference purposes, but attributions are not guaranteed to match those\n",
+    "# of the full-precision model.\n",
+    "model = AutoModelForCausalLM.from_pretrained(\"gpt2-xl\", load_in_8bit=True, device_map=\"auto\")\n",
+    "tokenizer = AutoTokenizer.from_pretrained(\"gpt2-xl\")\n",
+    "\n",
+    "# Important: adding a space after the prompt would cause problems since the final space would be tokenized separately\n",
+    "prompt = \"The Eiffel Tower is located in the city of\"\n",
+    "true_answer = \"The Eiffel Tower is located in the city of Paris\"\n",
+    "false_answer = \"The Eiffel Tower is located in the city of Rome\"\n",
+    "\n",
+    "# GPT-2 XL is a Transformer model with 48 layers\n",
+    "for layer in range(48):\n",
+    "    attrib_model = inseq.load_model(\n",
+    "        model,\n",
+    "        \"layer_gradient_x_activation\",\n",
+    "        tokenizer=\"gpt2-xl\",\n",
+    "        target_layer=model.transformer.h[layer].mlp,\n",
+    "    )\n",
+    "    # Contrastive attribution of true vs false answer\n",
+    "    out = attrib_model.attribute(\n",
+    "        prompt,\n",
+    "        true_answer,\n",
+    "        attributed_fn=\"contrast_prob_diff\",\n",
+    "        contrast_targets=false_answer,\n",
+    "        step_scores=[\"contrast_prob_diff\"],\n",
+    "        show_progress=False,\n",
+    "    )\n",
+    "    # Save aggregated attributions to disk\n",
+    "    out = out.aggregate()\n",
+    "    out.save(f\"../data/cat_outputs/layer_{layer}.json\", overwrite=True)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now that we saved attrbutions at every layer of the model, we load them and use the `get_scores_dicts` utility function to extract dictionaries of scores for every layer.\n",
+    "We convert those into a single Pandas dataframe for convenience of analysis:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>38</th>\n",
+       "      <th>39</th>\n",
+       "      <th>40</th>\n",
+       "      <th>41</th>\n",
+       "      <th>42</th>\n",
+       "      <th>43</th>\n",
+       "      <th>44</th>\n",
+       "      <th>45</th>\n",
+       "      <th>46</th>\n",
+       "      <th>47</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>The</th>\n",
+       "      <td>0.114970</td>\n",
+       "      <td>0.112049</td>\n",
+       "      <td>0.097279</td>\n",
+       "      <td>0.098705</td>\n",
+       "      <td>0.103262</td>\n",
+       "      <td>0.081201</td>\n",
+       "      <td>0.064696</td>\n",
+       "      <td>0.039593</td>\n",
+       "      <td>0.023691</td>\n",
+       "      <td>0.014623</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.001963</td>\n",
+       "      <td>0.002564</td>\n",
+       "      <td>0.004040</td>\n",
+       "      <td>0.003287</td>\n",
+       "      <td>0.003187</td>\n",
+       "      <td>0.003994</td>\n",
+       "      <td>0.008052</td>\n",
+       "      <td>0.010903</td>\n",
+       "      <td>0.031432</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ĠE</th>\n",
+       "      <td>0.084764</td>\n",
+       "      <td>0.070963</td>\n",
+       "      <td>0.071029</td>\n",
+       "      <td>0.065764</td>\n",
+       "      <td>0.057698</td>\n",
+       "      <td>0.059411</td>\n",
+       "      <td>0.056259</td>\n",
+       "      <td>0.043724</td>\n",
+       "      <td>0.048695</td>\n",
+       "      <td>0.045607</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.024910</td>\n",
+       "      <td>0.025512</td>\n",
+       "      <td>0.022277</td>\n",
+       "      <td>0.022929</td>\n",
+       "      <td>0.030234</td>\n",
+       "      <td>0.029892</td>\n",
+       "      <td>0.008052</td>\n",
+       "      <td>0.011526</td>\n",
+       "      <td>0.008484</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>iff</th>\n",
+       "      <td>0.160311</td>\n",
+       "      <td>0.178163</td>\n",
+       "      <td>0.205860</td>\n",
+       "      <td>0.196370</td>\n",
+       "      <td>0.189534</td>\n",
+       "      <td>0.187073</td>\n",
+       "      <td>0.193052</td>\n",
+       "      <td>0.158926</td>\n",
+       "      <td>0.142962</td>\n",
+       "      <td>0.155769</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.042697</td>\n",
+       "      <td>0.035851</td>\n",
+       "      <td>0.034897</td>\n",
+       "      <td>0.044016</td>\n",
+       "      <td>0.045351</td>\n",
+       "      <td>0.047375</td>\n",
+       "      <td>0.051627</td>\n",
+       "      <td>0.040190</td>\n",
+       "      <td>0.025707</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>el</th>\n",
+       "      <td>0.146465</td>\n",
+       "      <td>0.133030</td>\n",
+       "      <td>0.134302</td>\n",
+       "      <td>0.136165</td>\n",
+       "      <td>0.153691</td>\n",
+       "      <td>0.150928</td>\n",
+       "      <td>0.186720</td>\n",
+       "      <td>0.178493</td>\n",
+       "      <td>0.228001</td>\n",
+       "      <td>0.243314</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.093743</td>\n",
+       "      <td>0.071472</td>\n",
+       "      <td>0.071115</td>\n",
+       "      <td>0.051587</td>\n",
+       "      <td>0.014777</td>\n",
+       "      <td>0.017563</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ĠTower</th>\n",
+       "      <td>0.140587</td>\n",
+       "      <td>0.137475</td>\n",
+       "      <td>0.147058</td>\n",
+       "      <td>0.141195</td>\n",
+       "      <td>0.149450</td>\n",
+       "      <td>0.162261</td>\n",
+       "      <td>0.129486</td>\n",
+       "      <td>0.137138</td>\n",
+       "      <td>0.119140</td>\n",
+       "      <td>0.121860</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034061</td>\n",
+       "      <td>0.033870</td>\n",
+       "      <td>0.029359</td>\n",
+       "      <td>0.035042</td>\n",
+       "      <td>0.022648</td>\n",
+       "      <td>0.005157</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ġis</th>\n",
+       "      <td>0.034933</td>\n",
+       "      <td>0.036481</td>\n",
+       "      <td>0.031905</td>\n",
+       "      <td>0.028272</td>\n",
+       "      <td>0.032980</td>\n",
+       "      <td>0.034967</td>\n",
+       "      <td>0.032864</td>\n",
+       "      <td>0.038585</td>\n",
+       "      <td>0.031686</td>\n",
+       "      <td>0.028574</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.004390</td>\n",
+       "      <td>0.006013</td>\n",
+       "      <td>0.005111</td>\n",
+       "      <td>0.003795</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ġlocated</th>\n",
+       "      <td>0.097311</td>\n",
+       "      <td>0.099146</td>\n",
+       "      <td>0.101657</td>\n",
+       "      <td>0.102971</td>\n",
+       "      <td>0.097399</td>\n",
+       "      <td>0.080722</td>\n",
+       "      <td>0.090208</td>\n",
+       "      <td>0.093288</td>\n",
+       "      <td>0.089623</td>\n",
+       "      <td>0.081699</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.004809</td>\n",
+       "      <td>0.005128</td>\n",
+       "      <td>0.005993</td>\n",
+       "      <td>0.008487</td>\n",
+       "      <td>0.002254</td>\n",
+       "      <td>0.002306</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ġin</th>\n",
+       "      <td>0.056276</td>\n",
+       "      <td>0.067980</td>\n",
+       "      <td>0.055451</td>\n",
+       "      <td>0.053152</td>\n",
+       "      <td>0.056496</td>\n",
+       "      <td>0.063859</td>\n",
+       "      <td>0.067301</td>\n",
+       "      <td>0.090764</td>\n",
+       "      <td>0.099042</td>\n",
+       "      <td>0.105749</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.166978</td>\n",
+       "      <td>0.179903</td>\n",
+       "      <td>0.187151</td>\n",
+       "      <td>0.174460</td>\n",
+       "      <td>0.142561</td>\n",
+       "      <td>0.138237</td>\n",
+       "      <td>0.049052</td>\n",
+       "      <td>0.027608</td>\n",
+       "      <td>0.010232</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ġthe</th>\n",
+       "      <td>0.032196</td>\n",
+       "      <td>0.025242</td>\n",
+       "      <td>0.030561</td>\n",
+       "      <td>0.036763</td>\n",
+       "      <td>0.028915</td>\n",
+       "      <td>0.027731</td>\n",
+       "      <td>0.029469</td>\n",
+       "      <td>0.035213</td>\n",
+       "      <td>0.033358</td>\n",
+       "      <td>0.026387</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.031717</td>\n",
+       "      <td>0.032127</td>\n",
+       "      <td>0.032323</td>\n",
+       "      <td>0.033680</td>\n",
+       "      <td>0.035631</td>\n",
+       "      <td>0.049355</td>\n",
+       "      <td>0.051697</td>\n",
+       "      <td>0.038773</td>\n",
+       "      <td>0.042955</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ġcity</th>\n",
+       "      <td>0.076785</td>\n",
+       "      <td>0.083072</td>\n",
+       "      <td>0.084211</td>\n",
+       "      <td>0.089355</td>\n",
+       "      <td>0.079066</td>\n",
+       "      <td>0.083121</td>\n",
+       "      <td>0.080690</td>\n",
+       "      <td>0.096155</td>\n",
+       "      <td>0.082809</td>\n",
+       "      <td>0.066747</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.001963</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001898</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ġof</th>\n",
+       "      <td>0.055402</td>\n",
+       "      <td>0.056398</td>\n",
+       "      <td>0.040687</td>\n",
+       "      <td>0.051288</td>\n",
+       "      <td>0.051508</td>\n",
+       "      <td>0.068726</td>\n",
+       "      <td>0.069254</td>\n",
+       "      <td>0.088121</td>\n",
+       "      <td>0.100993</td>\n",
+       "      <td>0.109671</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.592769</td>\n",
+       "      <td>0.607561</td>\n",
+       "      <td>0.607735</td>\n",
+       "      <td>0.620819</td>\n",
+       "      <td>0.703357</td>\n",
+       "      <td>0.706121</td>\n",
+       "      <td>0.831520</td>\n",
+       "      <td>0.871000</td>\n",
+       "      <td>0.881191</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>11 rows × 48 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                0         1         2         3         4         5    \n",
+       "The       0.114970  0.112049  0.097279  0.098705  0.103262  0.081201  \\\n",
+       "ĠE        0.084764  0.070963  0.071029  0.065764  0.057698  0.059411   \n",
+       "iff       0.160311  0.178163  0.205860  0.196370  0.189534  0.187073   \n",
+       "el        0.146465  0.133030  0.134302  0.136165  0.153691  0.150928   \n",
+       "ĠTower    0.140587  0.137475  0.147058  0.141195  0.149450  0.162261   \n",
+       "Ġis       0.034933  0.036481  0.031905  0.028272  0.032980  0.034967   \n",
+       "Ġlocated  0.097311  0.099146  0.101657  0.102971  0.097399  0.080722   \n",
+       "Ġin       0.056276  0.067980  0.055451  0.053152  0.056496  0.063859   \n",
+       "Ġthe      0.032196  0.025242  0.030561  0.036763  0.028915  0.027731   \n",
+       "Ġcity     0.076785  0.083072  0.084211  0.089355  0.079066  0.083121   \n",
+       "Ġof       0.055402  0.056398  0.040687  0.051288  0.051508  0.068726   \n",
+       "\n",
+       "                6         7         8         9   ...        38        39   \n",
+       "The       0.064696  0.039593  0.023691  0.014623  ...  0.001963  0.002564  \\\n",
+       "ĠE        0.056259  0.043724  0.048695  0.045607  ...  0.024910  0.025512   \n",
+       "iff       0.193052  0.158926  0.142962  0.155769  ...  0.042697  0.035851   \n",
+       "el        0.186720  0.178493  0.228001  0.243314  ...  0.093743  0.071472   \n",
+       "ĠTower    0.129486  0.137138  0.119140  0.121860  ...  0.034061  0.033870   \n",
+       "Ġis       0.032864  0.038585  0.031686  0.028574  ...  0.004390  0.006013   \n",
+       "Ġlocated  0.090208  0.093288  0.089623  0.081699  ...  0.004809  0.005128   \n",
+       "Ġin       0.067301  0.090764  0.099042  0.105749  ...  0.166978  0.179903   \n",
+       "Ġthe      0.029469  0.035213  0.033358  0.026387  ...  0.031717  0.032127   \n",
+       "Ġcity     0.080690  0.096155  0.082809  0.066747  ...  0.001963  0.000000   \n",
+       "Ġof       0.069254  0.088121  0.100993  0.109671  ...  0.592769  0.607561   \n",
+       "\n",
+       "                40        41        42        43        44        45   \n",
+       "The       0.004040  0.003287  0.003187  0.003994  0.008052  0.010903  \\\n",
+       "ĠE        0.022277  0.022929  0.030234  0.029892  0.008052  0.011526   \n",
+       "iff       0.034897  0.044016  0.045351  0.047375  0.051627  0.040190   \n",
+       "el        0.071115  0.051587  0.014777  0.017563  0.000000  0.000000   \n",
+       "ĠTower    0.029359  0.035042  0.022648  0.005157  0.000000  0.000000   \n",
+       "Ġis       0.005111  0.003795  0.000000  0.000000  0.000000  0.000000   \n",
+       "Ġlocated  0.005993  0.008487  0.002254  0.002306  0.000000  0.000000   \n",
+       "Ġin       0.187151  0.174460  0.142561  0.138237  0.049052  0.027608   \n",
+       "Ġthe      0.032323  0.033680  0.035631  0.049355  0.051697  0.038773   \n",
+       "Ġcity     0.000000  0.001898  0.000000  0.000000  0.000000  0.000000   \n",
+       "Ġof       0.607735  0.620819  0.703357  0.706121  0.831520  0.871000   \n",
+       "\n",
+       "                46   47  \n",
+       "The       0.031432  0.0  \n",
+       "ĠE        0.008484  0.0  \n",
+       "iff       0.025707  0.0  \n",
+       "el        0.000000  0.0  \n",
+       "ĠTower    0.000000  0.0  \n",
+       "Ġis       0.000000  0.0  \n",
+       "Ġlocated  0.000000  0.0  \n",
+       "Ġin       0.010232  0.0  \n",
+       "Ġthe      0.042955  0.0  \n",
+       "Ġcity     0.000000  0.0  \n",
+       "Ġof       0.881191  1.0  \n",
+       "\n",
+       "[11 rows x 48 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from inseq import FeatureAttributionOutput\n",
+    "import pandas as pd\n",
+    "\n",
+    "scores = {}\n",
+    "\n",
+    "for layer_idx in range(48):\n",
+    "    curr_out = FeatureAttributionOutput.load(f\"../data/cat_outputs/layer_{layer_idx}.json\")\n",
+    "    out_dict = curr_out.get_scores_dicts(do_aggregation=False)[0]\n",
+    "    scores[layer_idx] = [score for score in out_dict[\"target_attributions\"][\"ĠParis\"].values()][:-1]\n",
+    "\n",
+    "prefix_tokens = list(out_dict[\"target_attributions\"][\"ĠParis\"].keys())\n",
+    "attributions_df = pd.DataFrame(scores, index=prefix_tokens[:-1])\n",
+    "\n",
+    "# Attributed prefix tokens x layers\n",
+    "attributions_df"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can conclude by visualizing the attribution scores using `matplotlib`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib import pyplot as plt\n",
+    "\n",
+    "filename = \"../img/cat_example_plot.png\"\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(6, 3), dpi=200)\n",
+    "plt.subplots_adjust(bottom=0.15, left=0.275)\n",
+    "h = ax.pcolor(\n",
+    "    attributions_df.values,\n",
+    "    cmap=\"Reds\",\n",
+    "    vmin=0,\n",
+    "    vmax=0.75,\n",
+    ")\n",
+    "ax.invert_yaxis()\n",
+    "ax.set_yticks([0.5 + i for i in range(len(attributions_df.values))])\n",
+    "ax.set_xticks([0.5 + i for i in range(0, attributions_df.values.shape[1], 4)])\n",
+    "ax.set_xticklabels(list(range(0, 48, 4)))\n",
+    "ax.set_yticklabels(attributions_df.index)\n",
+    "cb = plt.colorbar(h, ticks=[0, .15, .3, .45, .6, .75])\n",
+    "fig.suptitle(\"What activations are contributing to predicting 'Paris' over 'Rome'?\")\n",
+    "plt.savefig(filename)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can make three observations about this result:\n",
+    "\n",
+    "- The last token of the prefix `of` plays an increasingly relevant role in predicting the next token as we go deeper in the model. This is not surprising, as the model needs to rely heavily on local context to preserve fluency.\n",
+    "\n",
+    "- The representations formed by the model in its intermediate layers for some subwords composing the subject of the factual association (`iff`, `el`, `Tower`) are influencing the prediction of `Paris` over `Rome`. This can be interpreted as the emebddings formed at these layers encoding some knowledge about the association between `Eiffel Tower` and `Paris`, which is then used to correctly predict the next token.\n",
+    "\n",
+    "- The word `in`, expressing the type of relation between subject and target, is also influencing the prediction of `Paris` over `Rome` in the middle to last layers.\n",
+    "\n",
+    "In our case study, we conduct an analysis over a full corpus of factual associations, finding that **these patterns are consistent across different examples** and correspond to importance patterns shown by seminal work such as [Meng et al. (2022)](https://rome.baulab.info/) using causal interventions to obtain the same insights.\n",
+    "\n",
+    "❗ **Key takeaway**: While feature attributions have been historically used to explain local importance of input features, recent methods like our CAT approach show their potential to **explain where information is encoded in the model**, similarly to probing classifiers, but without the noise introduced by training external probes.\n",
+    "\n",
+    "## Conclusion and Let's Build Together!\n",
+    "\n",
+    "In this tutorial, we learned how to use modern 🤗-based tools to compute feature attribution for NLP models and evaluate their results. We also learned how to use contrastive attribution to analyze model behavior in more nuanced ways, and how to use contrastive attribution tracing to localize factual knowledge in GPT-2.\n",
+    "\n",
+    "We hope this tutorial will be helpful for your research! 😃\n",
+    "\n",
+    "**A final note:** the Inseq library is relatively new and born out of a concerted effort of several PhD student and interpretability researchers. Our goal is to build a toolbox that is robust, flexible and easy to use to improve the reproducibility of research in interpretability for NLP. If you want to use Inseq in your research, or even better contribute to its developments, please reach out to us! 🙏 We would be more than happy to help you out and discuss your ideas! 😃"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "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": "3.9.13"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}