diff --git a/examples/lime/LIME.ipynb b/examples/lime/LIME.ipynb
index f1a97d2..e16477b 100644
--- a/examples/lime/LIME.ipynb
+++ b/examples/lime/LIME.ipynb
@@ -108,7 +108,7 @@
{
"data": {
"text/plain": [
- "MultinomialNB(alpha=0.01, class_prior=None, fit_prior=True)"
+ "MultinomialNB(alpha=0.01)"
]
},
"execution_count": 6,
@@ -230,20 +230,20 @@
"output_type": "stream",
"text": [
"Explanation for class atheism\n",
- "('Caused', 0.2598306611703779)\n",
- "('Rice', 0.1476407287363688)\n",
- "('Genocide', 0.13182300286384235)\n",
- "('scri', -0.09419412002335747)\n",
- "('certainty', -0.09272741554383297)\n",
- "('owlnet', -0.08993298975187172)\n",
+ "('Caused', 0.26238077066590293)\n",
+ "('Rice', 0.13518306047536863)\n",
+ "('Genocide', 0.13057135539747292)\n",
+ "('scri', -0.08935717895685585)\n",
+ "('owlnet', -0.0866086512211189)\n",
+ "('Semitic', -0.08450085710232705)\n",
"\n",
"Explanation for class mideast\n",
- "('fsu', -0.05535199329931831)\n",
- "('Theism', -0.05150493402341905)\n",
- "('Luther', -0.04742295494991691)\n",
- "('jews', 0.03810985477960863)\n",
- "('Caused', -0.037706845450166455)\n",
- "('PBS', 0.031228586744514376)\n"
+ "('fsu', -0.05515369453392734)\n",
+ "('Theism', -0.054747456372004545)\n",
+ "('Luther', -0.0470171558437435)\n",
+ "('Caused', -0.03726710714147818)\n",
+ "('jews', 0.03390695559844592)\n",
+ "('PBS', 0.032592761622772665)\n"
]
}
],
@@ -255,74292 +255,6 @@
"print ('\\n'.join(map(str, exp.as_list(label=17))))"
]
},
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[0, 15]\n"
- ]
- }
- ],
- "source": [
- "# aix360 style for explaining input instances\n",
- "exp = limeexplainer.explain_instance(newsgroups_test.data[idx], c.predict_proba, num_features=6, top_labels=2)\n",
- "print(exp.available_labels())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "exp.show_in_notebook(text=False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "exp.show_in_notebook(text=newsgroups_test.data[idx], labels=(0,))"
- ]
- },
{
"cell_type": "markdown",
"metadata": {},
@@ -74552,7 +266,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -74569,7 +283,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -74587,7 +301,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
@@ -74602,7 +316,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -74619,7 +333,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
@@ -74630,16 +344,16 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "MultinomialNB(alpha=0.01, class_prior=None, fit_prior=True)"
+ "MultinomialNB(alpha=0.01)"
]
},
- "execution_count": 21,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
@@ -74652,10 +366,8 @@
},
{
"cell_type": "code",
- "execution_count": 22,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": 19,
+ "metadata": {},
"outputs": [
{
"data": {
@@ -74663,7 +375,7 @@
"0.8350184193998174"
]
},
- "execution_count": 22,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -74682,7 +394,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
@@ -74692,10 +404,8 @@
},
{
"cell_type": "code",
- "execution_count": 24,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": 21,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -74712,7 +422,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -74730,7 +440,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
@@ -74754,7 +464,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -74762,20 +472,20 @@
"output_type": "stream",
"text": [
"Explanation for class atheism\n",
- "('Caused', 0.2601154192014532)\n",
- "('Rice', 0.14380270774013457)\n",
- "('Genocide', 0.12202776283712338)\n",
- "('owlnet', -0.0894833391913411)\n",
- "('scri', -0.08839334155116563)\n",
- "('certainty', -0.08588797496264497)\n",
+ "('Caused', 0.25632751113248026)\n",
+ "('Rice', 0.14626237282926857)\n",
+ "('Genocide', 0.13133950204310213)\n",
+ "('owlnet', -0.0905864608741577)\n",
+ "('scri', -0.08526752642948768)\n",
+ "('Semitic', -0.08287079245253995)\n",
"\n",
"Explanation for class mideast\n",
- "('fsu', -0.053283740516256506)\n",
- "('Theism', -0.05103765776729127)\n",
- "('Luther', -0.04556208403350433)\n",
- "('jews', 0.03472601688974457)\n",
- "('Caused', -0.03463184676401465)\n",
- "('PBS', 0.02914905322207845)\n"
+ "('fsu', -0.05714575197470851)\n",
+ "('Theism', -0.05248892887178565)\n",
+ "('Luther', -0.05034586274638904)\n",
+ "('Rice', -0.03470048019899408)\n",
+ "('jews', 0.03372175158157365)\n",
+ "('PBS', 0.030816731955572742)\n"
]
}
],
@@ -74786,74294 +496,6 @@
"print ('Explanation for class %s' % class_names[17])\n",
"print ('\\n'.join(map(str, exp.as_list(label=17))))"
]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[0, 15]\n"
- ]
- }
- ],
- "source": [
- "# LIME original style for explaining input instances\n",
- "exp = explainer.explain_instance(newsgroups_test.data[idx], c.predict_proba, num_features=6, top_labels=2)\n",
- "print(exp.available_labels())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "exp.show_in_notebook(text=False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "exp.show_in_notebook(text=newsgroups_test.data[idx], labels=(0,))"
- ]
}
],
"metadata": {
@@ -149092,9 +514,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.7"
+ "version": "3.6.10"
}
},
"nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
}