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(4.6.3)\n"]}]},{"cell_type":"code","source":["import shap\n","import transformers\n","import torch\n","import numpy as np\n","import scipy as sp\n","\n","# load a BERT sentiment analysis model\n","ft_tokenizer = transformers.DistilBertTokenizerFast.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n","ft_model = transformers.DistilBertForSequenceClassification.from_pretrained(\n","    \"distilbert-base-uncased-finetuned-sst-2-english\"\n",").cuda()\n","b_tokenizer = transformers.DistilBertTokenizerFast.from_pretrained(\"distilbert-base-uncased\")\n","b_model = transformers.DistilBertForSequenceClassification.from_pretrained(\n","    \"distilbert-base-uncased\"\n",").cuda()\n","\n","# define a prediction function\n","def ft_f(x):\n","    tv = torch.tensor([ft_tokenizer.encode(v, padding='max_length', max_length=500, truncation=True) for v in x]).cuda()\n","    outputs = ft_model(tv)[0].detach().cpu().numpy()\n","    scores = (np.exp(outputs).T / np.exp(outputs).sum(-1)).T\n","    val = sp.special.logit(scores[:,1]) # use one vs rest logit units\n","    return val\n","   \n","\n","def b_f(x):\n","    tv = torch.tensor([b_tokenizer.encode(v, padding='max_length', max_length=500, truncation=True) for v in x]).cuda()\n","    outputs = b_model(tv)[0].detach().cpu().numpy()\n","    scores = (np.exp(outputs).T / np.exp(outputs).sum(-1)).T\n","    val = sp.special.logit(scores[:,1]) # use one vs rest logit units\n","    return 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Alkadour","userId":"04026698370048795195"}},"outputId":"8b838a10-d0cd-44a8-c864-fab58ddd0a49"},"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading tokenizer_config.json:   0%|          | 0.00/48.0 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c06f7dc51ac54594917613848920fa1a"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading vocab.txt:   0%|          | 0.00/226k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f47ee5f32d3f48c0affb2647838c7325"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading config.json:   0%|          | 0.00/629 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f75d6f8d9f604ac0af348cdaa5fcf719"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading 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'vocab_layer_norm.weight']\n","- This IS expected if you are initializing DistilBertForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n","- This IS NOT expected if you are initializing DistilBertForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n","Some weights of DistilBertForSequenceClassification were not initialized from the model checkpoint at distilbert-base-uncased and are newly initialized: ['pre_classifier.weight', 'classifier.bias', 'classifier.weight', 'pre_classifier.bias']\n","You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"]}]},{"cell_type":"code","source":["# build an explainer using a token masker\n","ft_explainer = shap.Explainer(ft_f, ft_tokenizer)\n","b_explainer = shap.Explainer(b_f, b_tokenizer)\n","text = [\"the film was very cool and the players were perfect\"] # the sentence you need to analyze\n","b_shap_values = b_explainer(text)\n","ft_shap_values = ft_explainer(text)"],"metadata":{"id":"EhsNx4_eXEnY","executionInfo":{"status":"ok","timestamp":1660262855348,"user_tz":-120,"elapsed":3920,"user":{"displayName":"Abdelkader Alkadour","userId":"04026698370048795195"}}},"execution_count":41,"outputs":[]},{"cell_type":"code","source":["shap.plots.text(b_shap_values)\n","shap.plots.text(ft_shap_values)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":315},"id":"-cLpUMYkXQke","executionInfo":{"status":"ok","timestamp":1660261418511,"user_tz":-120,"elapsed":8,"user":{"displayName":"Abdelkader 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'none';document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_2').style.opacity = 0;document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_2').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /><rect x=\"91.66649295786897%\" y=\"40\" height=\"20\" width=\"0.00015026710873655702%\"      onmouseover=\"document.getElementById('_tp_lawwkjfwnkhtkvjohjdw_ind_9').style.textDecoration = 'underline';document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 1;document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_lawwkjfwnkhtkvjohjdw_ind_9').style.textDecoration = 'none';document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 0;document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div align='center'><div style=\"color: rgb(120,120,120); font-size: 12px; margin-top: -15px;\">inputs</div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_0'\n","            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_0').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_0').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_0').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_0').style.opacity = 0;\"\n","        ></div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.001</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_1'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_1').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_1').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_1').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_1').style.opacity = 0;\"\n","        >love</div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.0</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_2'\n","            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_2').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_2').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_2').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_2').style.opacity = 0;\"\n","        >, </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.001</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_3'\n","            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.022539116656763607); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_3').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_3').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_3').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_3').style.opacity = 0;\"\n","        >what </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.003</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_4'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.10924935630817992); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_4').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_4').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_4').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_4').style.opacity = 0;\"\n","        >for </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.024</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_5'\n","            style='display: inline; background: rgba(30.0, 136.0, 229.0, 1.0); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_5').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_5').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_5').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_5').style.opacity = 0;\"\n","        >a </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.001</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_6'\n","            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.014656367597544028); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_6').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_6').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_6').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_6').style.opacity = 0;\"\n","        >beautiful </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.001</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_7'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.03830461477520289); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_7').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_7').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_7').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_7').style.opacity = 0;\"\n","        >weather </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.003</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_8'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.14078035254505847); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_8').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_8').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_8').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_8').style.opacity = 0;\"\n","        >today</div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.0</div\n","        ><div id='_tp_lawwkjfwnkhtkvjohjdw_ind_9'\n","            style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 1; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 0; document.getElementById('_fs_lawwkjfwnkhtkvjohjdw_ind_9').style.opacity = 0;\"\n","        ></div></div></div>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <br>\n","    <hr style=\"height: 1px; background-color: #fff; border: none; margin-top: 18px; margin-bottom: 18px; border-top: 1px dashed #ccc;\"\">\n","    <div align=\"center\" style=\"margin-top: -35px;\"><div style=\"display: inline-block; background: #fff; padding: 5px; color: #999; font-family: 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x=\"90.33170868727272%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(208, 230, 250);stroke-width:2\" />  </svg></g><rect x=\"82.91025830034368%\" y=\"40\" height=\"20\" width=\"7.421450386929038%\"      onmouseover=\"document.getElementById('_tp_jnrvlqtbaphgeksicjan_ind_3').style.textDecoration = 'underline';document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 1;document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_jnrvlqtbaphgeksicjan_ind_3').style.textDecoration = 'none';document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 0;document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /><g transform=\"translate(-6.0,0)\">  <svg x=\"91.44535433995226%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(208, 230, 250);stroke-width:2\" />  </svg></g><rect x=\"90.33170868727272%\" y=\"40\" height=\"20\" width=\"1.113645652679537%\"      onmouseover=\"document.getElementById('_tp_jnrvlqtbaphgeksicjan_ind_7').style.textDecoration = 'underline';document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 1;document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_jnrvlqtbaphgeksicjan_ind_7').style.textDecoration = 'none';document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 0;document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /><rect x=\"91.44535433995226%\" y=\"40\" height=\"20\" width=\"0.22131057863167314%\"      onmouseover=\"document.getElementById('_tp_jnrvlqtbaphgeksicjan_ind_8').style.textDecoration = 'underline';document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 1;document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_jnrvlqtbaphgeksicjan_ind_8').style.textDecoration = 'none';document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 0;document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div align='center'><div style=\"color: rgb(120,120,120); font-size: 12px; margin-top: -15px;\">inputs</div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_0'\n","            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_0').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_0').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_0').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_0').style.opacity = 0;\"\n","        ></div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.119</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_1'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.9448207565854626); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_1').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_1').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_1').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_1').style.opacity = 0;\"\n","        >love</div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.068</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_2'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.5349178055060405); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_2').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_2').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_2').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_2').style.opacity = 0;\"\n","        >, </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.039</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_3'\n","            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.30631808278867095); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_3').style.opacity = 0;\"\n","        >what </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.073</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_4'\n","            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.5743315508021389); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_4').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_4').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_4').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_4').style.opacity = 0;\"\n","        >for </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.006</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_5'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.03830461477520289); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_5').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_5').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_5').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_5').style.opacity = 0;\"\n","        >a </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.126</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_6'\n","            style='display: inline; background: rgba(255.0, 13.0, 87.0, 1.0); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_6').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_6').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_6').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_6').style.opacity = 0;\"\n","        >beautiful </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.006</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_7'\n","            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.03830461477520309); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_7').style.opacity = 0;\"\n","        >weather </div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.001</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_8'\n","            style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.006773618538324436); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_8').style.opacity = 0;\"\n","        >today</div></div><div style='display: inline; text-align: center;'\n","    ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n","        ><div id='_tp_jnrvlqtbaphgeksicjan_ind_9'\n","            style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n","            onclick=\"\n","            if (this.previousSibling.style.display == 'none') {\n","                this.previousSibling.style.display = 'block';\n","                this.parentNode.style.display = 'inline-block';\n","            } else {\n","                this.previousSibling.style.display = 'none';\n","                this.parentNode.style.display = 'inline';\n","            }\"\n","            onmouseover=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_9').style.opacity = 1; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_9').style.opacity = 1;\"\n","            onmouseout=\"document.getElementById('_fb_jnrvlqtbaphgeksicjan_ind_9').style.opacity = 0; document.getElementById('_fs_jnrvlqtbaphgeksicjan_ind_9').style.opacity = 0;\"\n","        ></div></div></div>"]},"metadata":{}}]},{"cell_type":"code","source":["string = shap.plots.text(b_shap_values, display=False).replace(\"[0]\", \"Distilbert base\") + \"<br>\" + shap.plots.text(ft_shap_values, display=False).replace(\"[0]\", \"Distilbert fine-tuned\")\n","\n","string = string.replace(\"margin-top: -15px;\", \"margin-top: -10px;\") # margin between the line chart and the text\n","string = string.replace(\"dashed\", \"#FFFFFF\") # remove upper dashd line \n","string = string.replace(\"background: #fff\", \"\") # title background color\n","string = string.replace(\"#ffffff\", \"#FBFBFE\") # start of the plot color\n","from bs4 import BeautifulSoup\n","try: \n","    from BeautifulSoup import BeautifulSoup\n","except ImportError:\n","    from bs4 import BeautifulSoup\n","\n","html = BeautifulSoup(string)\n","\n","for text in html.find_all(\"text\", {'dominant-baseline':'bottom'}):  # remove upper words\n","    text.decompose()\n","\n","for line in html.find_all(\"line\", {'y1':'33'}): # remove remove upper ticks \n","    line.decompose()\n","parsed_html = str(html)\n","f = open(\"/content/drive/MyDrive/NI2.html\", \"w\") # the file name as htnl\n","f.write(parsed_html)\n","f.close"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nCBRpSYaJ0yf","executionInfo":{"status":"ok","timestamp":1660262856892,"user_tz":-120,"elapsed":264,"user":{"displayName":"Abdelkader Alkadour","userId":"04026698370048795195"}},"outputId":"28422bf7-9728-4498-bf1c-95fbed5a8b42"},"execution_count":42,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<function TextIOWrapper.close>"]},"metadata":{},"execution_count":42}]},{"cell_type":"code","source":[""],"metadata":{"id":"isUXp5Q0IGqW"},"execution_count":null,"outputs":[]}]}