{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id !== undefined) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var element_id = msg.content.text.trim();\n", " Bokeh.index[element_id].model.document.clear();\n", " delete Bokeh.index[element_id];\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[0]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"
\\n\"+\n",
" \"\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"\n", " | x | \n", "y | \n", "counts | \n", "
---|---|---|---|
term | \n", "\n", " | \n", " | \n", " |
not well | \n", "-0.060523 | \n", "-0.060523 | \n", "23 | \n", "
observations | \n", "-0.056245 | \n", "-0.056245 | \n", "52 | \n", "
case for | \n", "-0.054141 | \n", "-0.054141 | \n", "14 | \n", "
it ’s | \n", "-0.053300 | \n", "-0.053300 | \n", "40 | \n", "
doing | \n", "-0.046216 | \n", "-0.046216 | \n", "53 | \n", "
networks as | \n", "-0.043832 | \n", "-0.043832 | \n", "15 | \n", "
here the | \n", "-0.043551 | \n", "-0.043551 | \n", "19 | \n", "
be the | \n", "-0.042359 | \n", "-0.042359 | \n", "62 | \n", "
from table | \n", "-0.040466 | \n", "-0.040466 | \n", "11 | \n", "
natural language | \n", "-0.040466 | \n", "-0.040466 | \n", "13 | \n", "
observed | \n", "-0.039624 | \n", "-0.039624 | \n", "39 | \n", "
generated data | \n", "-0.037240 | \n", "-0.037240 | \n", "7 | \n", "
unable to | \n", "-0.037170 | \n", "-0.037170 | \n", "8 | \n", "
ensemble | \n", "-0.037170 | \n", "-0.037170 | \n", "12 | \n", "
unclear whether | \n", "-0.037170 | \n", "-0.037170 | \n", "8 | \n", "
are pretty | \n", "-0.037170 | \n", "-0.037170 | \n", "8 | \n", "
for improving | \n", "-0.037029 | \n", "-0.037029 | \n", "14 | \n", "
vanilla | \n", "-0.036959 | \n", "-0.036959 | \n", "19 | \n", "
are just | \n", "-0.036889 | \n", "-0.036889 | \n", "18 | \n", "
evaluating | \n", "-0.036889 | \n", "-0.036889 | \n", "24 | \n", "
besides | \n", "-0.036819 | \n", "-0.036819 | \n", "23 | \n", "
benefit of | \n", "-0.036538 | \n", "-0.036538 | \n", "31 | \n", "
properties of | \n", "-0.036398 | \n", "-0.036398 | \n", "37 | \n", "
to add | \n", "-0.036328 | \n", "-0.036328 | \n", "42 | \n", "
properties | \n", "-0.035697 | \n", "-0.035697 | \n", "63 | \n", "
are of | \n", "-0.033943 | \n", "-0.033943 | \n", "6 | \n", "
machines | \n", "-0.033803 | \n", "-0.033803 | \n", "12 | \n", "
observations and | \n", "-0.033803 | \n", "-0.033803 | \n", "8 | \n", "
closer to | \n", "-0.033803 | \n", "-0.033803 | \n", "12 | \n", "
even the | \n", "-0.033663 | \n", "-0.033663 | \n", "10 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "
tasks | \n", "0.201908 | \n", "0.201908 | \n", "152 | \n", "
clearly | \n", "0.202819 | \n", "0.202819 | \n", "192 | \n", "
's | \n", "0.203100 | \n", "0.203100 | \n", "194 | \n", "
their | \n", "0.204573 | \n", "0.204573 | \n", "282 | \n", "
interesting | \n", "0.205695 | \n", "0.205695 | \n", "371 | \n", "
easy to | \n", "0.211235 | \n", "0.211235 | \n", "118 | \n", "
bit | \n", "0.211866 | \n", "0.211866 | \n", "143 | \n", "
4 | \n", "0.214181 | \n", "0.214181 | \n", "236 | \n", "
network | \n", "0.214391 | \n", "0.214391 | \n", "265 | \n", "
loss | \n", "0.215092 | \n", "0.215092 | \n", "137 | \n", "
i am | \n", "0.219020 | \n", "0.219020 | \n", "150 | \n", "
am | \n", "0.219160 | \n", "0.219160 | \n", "155 | \n", "
you | \n", "0.223648 | \n", "0.223648 | \n", "203 | \n", "
further | \n", "0.224770 | \n", "0.224770 | \n", "117 | \n", "
particular | \n", "0.225682 | \n", "0.225682 | \n", "141 | \n", "
easy | \n", "0.231994 | \n", "0.231994 | \n", "130 | \n", "
makes | \n", "0.232274 | \n", "0.232274 | \n", "140 | \n", "
previous | \n", "0.232555 | \n", "0.232555 | \n", "153 | \n", "
given | \n", "0.237674 | \n", "0.237674 | \n", "216 | \n", "
is well | \n", "0.239287 | \n", "0.239287 | \n", "153 | \n", "
both | \n", "0.240830 | \n", "0.240830 | \n", "215 | \n", "
way | \n", "0.243986 | \n", "0.243986 | \n", "197 | \n", "
new | \n", "0.244828 | \n", "0.244828 | \n", "247 | \n", "
novel | \n", "0.247002 | \n", "0.247002 | \n", "188 | \n", "
first | \n", "0.247984 | \n", "0.247984 | \n", "226 | \n", "
well written | \n", "0.253945 | \n", "0.253945 | \n", "200 | \n", "
/ | \n", "0.258363 | \n", "0.258363 | \n", "232 | \n", "
written | \n", "0.279473 | \n", "0.279473 | \n", "290 | \n", "
about | \n", "0.319798 | \n", "0.319798 | \n", "249 | \n", "
to see | \n", "0.328775 | \n", "0.328775 | \n", "185 | \n", "
31640 rows × 3 columns
\n", "\n", " | loridp | \n", "rankdiff | \n", "sfs | \n", "sfs_p | \n", "
---|---|---|---|---|
0 | \n", "_ | \n", "_ _ | \n", "_ _ | \n", "_ _ | \n", "
1 | \n", "$ $ | \n", "_ | \n", "_ | \n", "_ | \n", "
2 | \n", "dialog | \n", "novelty | \n", "time series | \n", "time series | \n", "
3 | \n", "medical | \n", "i do | \n", "autoencoder | \n", "autoencoder | \n", "
4 | \n", "word2vec | \n", "layers | \n", "series | \n", "reconstruction | \n", "
5 | \n", "mutual | \n", "graph | \n", "connections | \n", "series | \n", "
6 | \n", "mutual information | \n", "limited | \n", "reconstruction | \n", "$ $ | \n", "
7 | \n", "_ _ | \n", "claim | \n", "novelty | \n", "connections | \n", "
8 | \n", "mi | \n", "class | \n", "$ $ | \n", "classes | \n", "
9 | \n", "auto encoders | \n", "is no | \n", "classes | \n", "novelty | \n", "