From ad25d68ecd36c75046fa55bf0af32f745e00b4a8 Mon Sep 17 00:00:00 2001
From: brian <bjuradotorres2@huskers.unl.edu>
Date: Sun, 16 Mar 2025 20:47:24 -0500
Subject: [PATCH] Coverage report and related files finalized
---
.coverage | Bin 0 -> 69632 bytes
htmlcov/class_index.html | 153 ++++++
htmlcov/coverage_html_cb_497bf287.js | 733 +++++++++++++++++++++++++++
htmlcov/favicon_32_cb_58284776.png | Bin 0 -> 1732 bytes
htmlcov/function_index.html | 373 ++++++++++++++
htmlcov/index.html | 128 +++++
htmlcov/keybd_closed_cb_ce680311.png | Bin 0 -> 9004 bytes
htmlcov/sentiment_py.html | 384 ++++++++++++++
htmlcov/status.json | 1 +
htmlcov/style_cb_718ce007.css | 337 ++++++++++++
htmlcov/test_main_py.html | 370 ++++++++++++++
tests/test_main.py => test_main.py | 19 +-
tests/output.txt | 51 --
13 files changed, 2484 insertions(+), 65 deletions(-)
create mode 100644 .coverage
create mode 100644 htmlcov/class_index.html
create mode 100644 htmlcov/coverage_html_cb_497bf287.js
create mode 100644 htmlcov/favicon_32_cb_58284776.png
create mode 100644 htmlcov/function_index.html
create mode 100644 htmlcov/index.html
create mode 100644 htmlcov/keybd_closed_cb_ce680311.png
create mode 100644 htmlcov/sentiment_py.html
create mode 100644 htmlcov/status.json
create mode 100644 htmlcov/style_cb_718ce007.css
create mode 100644 htmlcov/test_main_py.html
rename tests/test_main.py => test_main.py (96%)
delete mode 100644 tests/output.txt
diff --git a/.coverage b/.coverage
new file mode 100644
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diff --git a/htmlcov/class_index.html b/htmlcov/class_index.html
new file mode 100644
index 0000000..a01884a
--- /dev/null
+++ b/htmlcov/class_index.html
@@ -0,0 +1,153 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+ <title>Coverage report</title>
+ <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
+ <link rel="stylesheet" href="style_cb_718ce007.css" type="text/css">
+ <script src="coverage_html_cb_497bf287.js" defer></script>
+</head>
+<body class="indexfile">
+<header>
+ <div class="content">
+ <h1>Coverage report:
+ <span class="pc_cov">58%</span>
+ </h1>
+ <aside id="help_panel_wrapper">
+ <input id="help_panel_state" type="checkbox">
+ <label for="help_panel_state">
+ <img id="keyboard_icon" src="keybd_closed_cb_ce680311.png" alt="Show/hide keyboard shortcuts">
+ </label>
+ <div id="help_panel">
+ <p class="legend">Shortcuts on this page</p>
+ <div class="keyhelp">
+ <p>
+ <kbd>f</kbd>
+ <kbd>n</kbd>
+ <kbd>s</kbd>
+ <kbd>m</kbd>
+ <kbd>x</kbd>
+ <kbd>b</kbd>
+ <kbd>p</kbd>
+ <kbd>c</kbd>
+ change column sorting
+ </p>
+ <p>
+ <kbd>[</kbd>
+ <kbd>]</kbd>
+ prev/next file
+ </p>
+ <p>
+ <kbd>?</kbd> show/hide this help
+ </p>
+ </div>
+ </div>
+ </aside>
+ <form id="filter_container">
+ <input id="filter" type="text" value="" placeholder="filter...">
+ <div>
+ <input id="hide100" type="checkbox" >
+ <label for="hide100">hide covered</label>
+ </div>
+ </form>
+ <h2>
+ <a class="button" href="index.html">Files</a>
+ <a class="button" href="function_index.html">Functions</a>
+ <a class="button current">Classes</a>
+ </h2>
+ <p class="text">
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+</header>
+<main id="index">
+ <table class="index" data-sortable>
+ <thead>
+ <tr class="tablehead" title="Click to sort">
+ <th id="file" class="name left" aria-sort="none" data-shortcut="f">File<span class="arrows"></span></th>
+ <th id="region" class="name left" aria-sort="none" data-default-sort-order="ascending" data-shortcut="n">class<span class="arrows"></span></th>
+ <th id="statements" aria-sort="none" data-default-sort-order="descending" data-shortcut="s">statements<span class="arrows"></span></th>
+ <th id="missing" aria-sort="none" data-default-sort-order="descending" data-shortcut="m">missing<span class="arrows"></span></th>
+ <th id="excluded" aria-sort="none" data-default-sort-order="descending" data-shortcut="x">excluded<span class="arrows"></span></th>
+ <th id="branches" aria-sort="none" data-default-sort-order="descending" data-shortcut="b">branches<span class="arrows"></span></th>
+ <th id="partial" aria-sort="none" data-default-sort-order="descending" data-shortcut="p">partial<span class="arrows"></span></th>
+ <th id="coverage" class="right" aria-sort="none" data-shortcut="c">coverage<span class="arrows"></span></th>
+ </tr>
+ </thead>
+ <tbody>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t5">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t5"><data value='MenuOption'>MenuOption</data></a></td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 0">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
+ <td>223</td>
+ <td>140</td>
+ <td>0</td>
+ <td>110</td>
+ <td>5</td>
+ <td class="right" data-ratio="118 333">35%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t6">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t6"><data value='TestGetTokens'>TestGetTokens</data></a></td>
+ <td>152</td>
+ <td>4</td>
+ <td>0</td>
+ <td>40</td>
+ <td>8</td>
+ <td class="right" data-ratio="180 192">94%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
+ <td>18</td>
+ <td>1</td>
+ <td>0</td>
+ <td>2</td>
+ <td>1</td>
+ <td class="right" data-ratio="18 20">90%</td>
+ </tr>
+ </tbody>
+ <tfoot>
+ <tr class="total">
+ <td class="name left">Total</td>
+ <td class="name left"> </td>
+ <td>393</td>
+ <td>145</td>
+ <td>0</td>
+ <td>152</td>
+ <td>14</td>
+ <td class="right" data-ratio="316 545">58%</td>
+ </tr>
+ </tfoot>
+ </table>
+ <p id="no_rows">
+ No items found using the specified filter.
+ </p>
+</main>
+<footer>
+ <div class="content">
+ <p>
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+ <aside class="hidden">
+ <a id="prevFileLink" class="nav" href=""></a>
+ <a id="nextFileLink" class="nav" href=""></a>
+ <button type="button" class="button_prev_file" data-shortcut="["></button>
+ <button type="button" class="button_next_file" data-shortcut="]"></button>
+ <button type="button" class="button_show_hide_help" data-shortcut="?"></button>
+ </aside>
+</footer>
+</body>
+</html>
diff --git a/htmlcov/coverage_html_cb_497bf287.js b/htmlcov/coverage_html_cb_497bf287.js
new file mode 100644
index 0000000..1face13
--- /dev/null
+++ b/htmlcov/coverage_html_cb_497bf287.js
@@ -0,0 +1,733 @@
+// Licensed under the Apache License: http://www.apache.org/licenses/LICENSE-2.0
+// For details: https://github.com/nedbat/coveragepy/blob/master/NOTICE.txt
+
+// Coverage.py HTML report browser code.
+/*jslint browser: true, sloppy: true, vars: true, plusplus: true, maxerr: 50, indent: 4 */
+/*global coverage: true, document, window, $ */
+
+coverage = {};
+
+// General helpers
+function debounce(callback, wait) {
+ let timeoutId = null;
+ return function(...args) {
+ clearTimeout(timeoutId);
+ timeoutId = setTimeout(() => {
+ callback.apply(this, args);
+ }, wait);
+ };
+};
+
+function checkVisible(element) {
+ const rect = element.getBoundingClientRect();
+ const viewBottom = Math.max(document.documentElement.clientHeight, window.innerHeight);
+ const viewTop = 30;
+ return !(rect.bottom < viewTop || rect.top >= viewBottom);
+}
+
+function on_click(sel, fn) {
+ const elt = document.querySelector(sel);
+ if (elt) {
+ elt.addEventListener("click", fn);
+ }
+}
+
+// Helpers for table sorting
+function getCellValue(row, column = 0) {
+ const cell = row.cells[column] // nosemgrep: eslint.detect-object-injection
+ if (cell.childElementCount == 1) {
+ var child = cell.firstElementChild;
+ if (child.tagName === "A") {
+ child = child.firstElementChild;
+ }
+ if (child instanceof HTMLDataElement && child.value) {
+ return child.value;
+ }
+ }
+ return cell.innerText || cell.textContent;
+}
+
+function rowComparator(rowA, rowB, column = 0) {
+ let valueA = getCellValue(rowA, column);
+ let valueB = getCellValue(rowB, column);
+ if (!isNaN(valueA) && !isNaN(valueB)) {
+ return valueA - valueB;
+ }
+ return valueA.localeCompare(valueB, undefined, {numeric: true});
+}
+
+function sortColumn(th) {
+ // Get the current sorting direction of the selected header,
+ // clear state on other headers and then set the new sorting direction.
+ const currentSortOrder = th.getAttribute("aria-sort");
+ [...th.parentElement.cells].forEach(header => header.setAttribute("aria-sort", "none"));
+ var direction;
+ if (currentSortOrder === "none") {
+ direction = th.dataset.defaultSortOrder || "ascending";
+ }
+ else if (currentSortOrder === "ascending") {
+ direction = "descending";
+ }
+ else {
+ direction = "ascending";
+ }
+ th.setAttribute("aria-sort", direction);
+
+ const column = [...th.parentElement.cells].indexOf(th)
+
+ // Sort all rows and afterwards append them in order to move them in the DOM.
+ Array.from(th.closest("table").querySelectorAll("tbody tr"))
+ .sort((rowA, rowB) => rowComparator(rowA, rowB, column) * (direction === "ascending" ? 1 : -1))
+ .forEach(tr => tr.parentElement.appendChild(tr));
+
+ // Save the sort order for next time.
+ if (th.id !== "region") {
+ let th_id = "file"; // Sort by file if we don't have a column id
+ let current_direction = direction;
+ const stored_list = localStorage.getItem(coverage.INDEX_SORT_STORAGE);
+ if (stored_list) {
+ ({th_id, direction} = JSON.parse(stored_list))
+ }
+ localStorage.setItem(coverage.INDEX_SORT_STORAGE, JSON.stringify({
+ "th_id": th.id,
+ "direction": current_direction
+ }));
+ if (th.id !== th_id || document.getElementById("region")) {
+ // Sort column has changed, unset sorting by function or class.
+ localStorage.setItem(coverage.SORTED_BY_REGION, JSON.stringify({
+ "by_region": false,
+ "region_direction": current_direction
+ }));
+ }
+ }
+ else {
+ // Sort column has changed to by function or class, remember that.
+ localStorage.setItem(coverage.SORTED_BY_REGION, JSON.stringify({
+ "by_region": true,
+ "region_direction": direction
+ }));
+ }
+}
+
+// Find all the elements with data-shortcut attribute, and use them to assign a shortcut key.
+coverage.assign_shortkeys = function () {
+ document.querySelectorAll("[data-shortcut]").forEach(element => {
+ document.addEventListener("keypress", event => {
+ if (event.target.tagName.toLowerCase() === "input") {
+ return; // ignore keypress from search filter
+ }
+ if (event.key === element.dataset.shortcut) {
+ element.click();
+ }
+ });
+ });
+};
+
+// Create the events for the filter box.
+coverage.wire_up_filter = function () {
+ // Populate the filter and hide100 inputs if there are saved values for them.
+ const saved_filter_value = localStorage.getItem(coverage.FILTER_STORAGE);
+ if (saved_filter_value) {
+ document.getElementById("filter").value = saved_filter_value;
+ }
+ const saved_hide100_value = localStorage.getItem(coverage.HIDE100_STORAGE);
+ if (saved_hide100_value) {
+ document.getElementById("hide100").checked = JSON.parse(saved_hide100_value);
+ }
+
+ // Cache elements.
+ const table = document.querySelector("table.index");
+ const table_body_rows = table.querySelectorAll("tbody tr");
+ const no_rows = document.getElementById("no_rows");
+
+ // Observe filter keyevents.
+ const filter_handler = (event => {
+ // Keep running total of each metric, first index contains number of shown rows
+ const totals = new Array(table.rows[0].cells.length).fill(0);
+ // Accumulate the percentage as fraction
+ totals[totals.length - 1] = { "numer": 0, "denom": 0 }; // nosemgrep: eslint.detect-object-injection
+
+ var text = document.getElementById("filter").value;
+ // Store filter value
+ localStorage.setItem(coverage.FILTER_STORAGE, text);
+ const casefold = (text === text.toLowerCase());
+ const hide100 = document.getElementById("hide100").checked;
+ // Store hide value.
+ localStorage.setItem(coverage.HIDE100_STORAGE, JSON.stringify(hide100));
+
+ // Hide / show elements.
+ table_body_rows.forEach(row => {
+ var show = false;
+ // Check the text filter.
+ for (let column = 0; column < totals.length; column++) {
+ cell = row.cells[column];
+ if (cell.classList.contains("name")) {
+ var celltext = cell.textContent;
+ if (casefold) {
+ celltext = celltext.toLowerCase();
+ }
+ if (celltext.includes(text)) {
+ show = true;
+ }
+ }
+ }
+
+ // Check the "hide covered" filter.
+ if (show && hide100) {
+ const [numer, denom] = row.cells[row.cells.length - 1].dataset.ratio.split(" ");
+ show = (numer !== denom);
+ }
+
+ if (!show) {
+ // hide
+ row.classList.add("hidden");
+ return;
+ }
+
+ // show
+ row.classList.remove("hidden");
+ totals[0]++;
+
+ for (let column = 0; column < totals.length; column++) {
+ // Accumulate dynamic totals
+ cell = row.cells[column] // nosemgrep: eslint.detect-object-injection
+ if (cell.classList.contains("name")) {
+ continue;
+ }
+ if (column === totals.length - 1) {
+ // Last column contains percentage
+ const [numer, denom] = cell.dataset.ratio.split(" ");
+ totals[column]["numer"] += parseInt(numer, 10); // nosemgrep: eslint.detect-object-injection
+ totals[column]["denom"] += parseInt(denom, 10); // nosemgrep: eslint.detect-object-injection
+ }
+ else {
+ totals[column] += parseInt(cell.textContent, 10); // nosemgrep: eslint.detect-object-injection
+ }
+ }
+ });
+
+ // Show placeholder if no rows will be displayed.
+ if (!totals[0]) {
+ // Show placeholder, hide table.
+ no_rows.style.display = "block";
+ table.style.display = "none";
+ return;
+ }
+
+ // Hide placeholder, show table.
+ no_rows.style.display = null;
+ table.style.display = null;
+
+ const footer = table.tFoot.rows[0];
+ // Calculate new dynamic sum values based on visible rows.
+ for (let column = 0; column < totals.length; column++) {
+ // Get footer cell element.
+ const cell = footer.cells[column]; // nosemgrep: eslint.detect-object-injection
+ if (cell.classList.contains("name")) {
+ continue;
+ }
+
+ // Set value into dynamic footer cell element.
+ if (column === totals.length - 1) {
+ // Percentage column uses the numerator and denominator,
+ // and adapts to the number of decimal places.
+ const match = /\.([0-9]+)/.exec(cell.textContent);
+ const places = match ? match[1].length : 0;
+ const { numer, denom } = totals[column]; // nosemgrep: eslint.detect-object-injection
+ cell.dataset.ratio = `${numer} ${denom}`;
+ // Check denom to prevent NaN if filtered files contain no statements
+ cell.textContent = denom
+ ? `${(numer * 100 / denom).toFixed(places)}%`
+ : `${(100).toFixed(places)}%`;
+ }
+ else {
+ cell.textContent = totals[column]; // nosemgrep: eslint.detect-object-injection
+ }
+ }
+ });
+
+ document.getElementById("filter").addEventListener("input", debounce(filter_handler));
+ document.getElementById("hide100").addEventListener("input", debounce(filter_handler));
+
+ // Trigger change event on setup, to force filter on page refresh
+ // (filter value may still be present).
+ document.getElementById("filter").dispatchEvent(new Event("input"));
+ document.getElementById("hide100").dispatchEvent(new Event("input"));
+};
+coverage.FILTER_STORAGE = "COVERAGE_FILTER_VALUE";
+coverage.HIDE100_STORAGE = "COVERAGE_HIDE100_VALUE";
+
+// Set up the click-to-sort columns.
+coverage.wire_up_sorting = function () {
+ document.querySelectorAll("[data-sortable] th[aria-sort]").forEach(
+ th => th.addEventListener("click", e => sortColumn(e.target))
+ );
+
+ // Look for a localStorage item containing previous sort settings:
+ let th_id = "file", direction = "ascending";
+ const stored_list = localStorage.getItem(coverage.INDEX_SORT_STORAGE);
+ if (stored_list) {
+ ({th_id, direction} = JSON.parse(stored_list));
+ }
+ let by_region = false, region_direction = "ascending";
+ const sorted_by_region = localStorage.getItem(coverage.SORTED_BY_REGION);
+ if (sorted_by_region) {
+ ({
+ by_region,
+ region_direction
+ } = JSON.parse(sorted_by_region));
+ }
+
+ const region_id = "region";
+ if (by_region && document.getElementById(region_id)) {
+ direction = region_direction;
+ }
+ // If we are in a page that has a column with id of "region", sort on
+ // it if the last sort was by function or class.
+ let th;
+ if (document.getElementById(region_id)) {
+ th = document.getElementById(by_region ? region_id : th_id);
+ }
+ else {
+ th = document.getElementById(th_id);
+ }
+ th.setAttribute("aria-sort", direction === "ascending" ? "descending" : "ascending");
+ th.click()
+};
+
+coverage.INDEX_SORT_STORAGE = "COVERAGE_INDEX_SORT_2";
+coverage.SORTED_BY_REGION = "COVERAGE_SORT_REGION";
+
+// Loaded on index.html
+coverage.index_ready = function () {
+ coverage.assign_shortkeys();
+ coverage.wire_up_filter();
+ coverage.wire_up_sorting();
+
+ on_click(".button_prev_file", coverage.to_prev_file);
+ on_click(".button_next_file", coverage.to_next_file);
+
+ on_click(".button_show_hide_help", coverage.show_hide_help);
+};
+
+// -- pyfile stuff --
+
+coverage.LINE_FILTERS_STORAGE = "COVERAGE_LINE_FILTERS";
+
+coverage.pyfile_ready = function () {
+ // If we're directed to a particular line number, highlight the line.
+ var frag = location.hash;
+ if (frag.length > 2 && frag[1] === "t") {
+ document.querySelector(frag).closest(".n").classList.add("highlight");
+ coverage.set_sel(parseInt(frag.substr(2), 10));
+ }
+ else {
+ coverage.set_sel(0);
+ }
+
+ on_click(".button_toggle_run", coverage.toggle_lines);
+ on_click(".button_toggle_mis", coverage.toggle_lines);
+ on_click(".button_toggle_exc", coverage.toggle_lines);
+ on_click(".button_toggle_par", coverage.toggle_lines);
+
+ on_click(".button_next_chunk", coverage.to_next_chunk_nicely);
+ on_click(".button_prev_chunk", coverage.to_prev_chunk_nicely);
+ on_click(".button_top_of_page", coverage.to_top);
+ on_click(".button_first_chunk", coverage.to_first_chunk);
+
+ on_click(".button_prev_file", coverage.to_prev_file);
+ on_click(".button_next_file", coverage.to_next_file);
+ on_click(".button_to_index", coverage.to_index);
+
+ on_click(".button_show_hide_help", coverage.show_hide_help);
+
+ coverage.filters = undefined;
+ try {
+ coverage.filters = localStorage.getItem(coverage.LINE_FILTERS_STORAGE);
+ } catch(err) {}
+
+ if (coverage.filters) {
+ coverage.filters = JSON.parse(coverage.filters);
+ }
+ else {
+ coverage.filters = {run: false, exc: true, mis: true, par: true};
+ }
+
+ for (cls in coverage.filters) {
+ coverage.set_line_visibilty(cls, coverage.filters[cls]); // nosemgrep: eslint.detect-object-injection
+ }
+
+ coverage.assign_shortkeys();
+ coverage.init_scroll_markers();
+ coverage.wire_up_sticky_header();
+
+ document.querySelectorAll("[id^=ctxs]").forEach(
+ cbox => cbox.addEventListener("click", coverage.expand_contexts)
+ );
+
+ // Rebuild scroll markers when the window height changes.
+ window.addEventListener("resize", coverage.build_scroll_markers);
+};
+
+coverage.toggle_lines = function (event) {
+ const btn = event.target.closest("button");
+ const category = btn.value
+ const show = !btn.classList.contains("show_" + category);
+ coverage.set_line_visibilty(category, show);
+ coverage.build_scroll_markers();
+ coverage.filters[category] = show;
+ try {
+ localStorage.setItem(coverage.LINE_FILTERS_STORAGE, JSON.stringify(coverage.filters));
+ } catch(err) {}
+};
+
+coverage.set_line_visibilty = function (category, should_show) {
+ const cls = "show_" + category;
+ const btn = document.querySelector(".button_toggle_" + category);
+ if (btn) {
+ if (should_show) {
+ document.querySelectorAll("#source ." + category).forEach(e => e.classList.add(cls));
+ btn.classList.add(cls);
+ }
+ else {
+ document.querySelectorAll("#source ." + category).forEach(e => e.classList.remove(cls));
+ btn.classList.remove(cls);
+ }
+ }
+};
+
+// Return the nth line div.
+coverage.line_elt = function (n) {
+ return document.getElementById("t" + n)?.closest("p");
+};
+
+// Set the selection. b and e are line numbers.
+coverage.set_sel = function (b, e) {
+ // The first line selected.
+ coverage.sel_begin = b;
+ // The next line not selected.
+ coverage.sel_end = (e === undefined) ? b+1 : e;
+};
+
+coverage.to_top = function () {
+ coverage.set_sel(0, 1);
+ coverage.scroll_window(0);
+};
+
+coverage.to_first_chunk = function () {
+ coverage.set_sel(0, 1);
+ coverage.to_next_chunk();
+};
+
+coverage.to_prev_file = function () {
+ window.location = document.getElementById("prevFileLink").href;
+}
+
+coverage.to_next_file = function () {
+ window.location = document.getElementById("nextFileLink").href;
+}
+
+coverage.to_index = function () {
+ location.href = document.getElementById("indexLink").href;
+}
+
+coverage.show_hide_help = function () {
+ const helpCheck = document.getElementById("help_panel_state")
+ helpCheck.checked = !helpCheck.checked;
+}
+
+// Return a string indicating what kind of chunk this line belongs to,
+// or null if not a chunk.
+coverage.chunk_indicator = function (line_elt) {
+ const classes = line_elt?.className;
+ if (!classes) {
+ return null;
+ }
+ const match = classes.match(/\bshow_\w+\b/);
+ if (!match) {
+ return null;
+ }
+ return match[0];
+};
+
+coverage.to_next_chunk = function () {
+ const c = coverage;
+
+ // Find the start of the next colored chunk.
+ var probe = c.sel_end;
+ var chunk_indicator, probe_line;
+ while (true) {
+ probe_line = c.line_elt(probe);
+ if (!probe_line) {
+ return;
+ }
+ chunk_indicator = c.chunk_indicator(probe_line);
+ if (chunk_indicator) {
+ break;
+ }
+ probe++;
+ }
+
+ // There's a next chunk, `probe` points to it.
+ var begin = probe;
+
+ // Find the end of this chunk.
+ var next_indicator = chunk_indicator;
+ while (next_indicator === chunk_indicator) {
+ probe++;
+ probe_line = c.line_elt(probe);
+ next_indicator = c.chunk_indicator(probe_line);
+ }
+ c.set_sel(begin, probe);
+ c.show_selection();
+};
+
+coverage.to_prev_chunk = function () {
+ const c = coverage;
+
+ // Find the end of the prev colored chunk.
+ var probe = c.sel_begin-1;
+ var probe_line = c.line_elt(probe);
+ if (!probe_line) {
+ return;
+ }
+ var chunk_indicator = c.chunk_indicator(probe_line);
+ while (probe > 1 && !chunk_indicator) {
+ probe--;
+ probe_line = c.line_elt(probe);
+ if (!probe_line) {
+ return;
+ }
+ chunk_indicator = c.chunk_indicator(probe_line);
+ }
+
+ // There's a prev chunk, `probe` points to its last line.
+ var end = probe+1;
+
+ // Find the beginning of this chunk.
+ var prev_indicator = chunk_indicator;
+ while (prev_indicator === chunk_indicator) {
+ probe--;
+ if (probe <= 0) {
+ return;
+ }
+ probe_line = c.line_elt(probe);
+ prev_indicator = c.chunk_indicator(probe_line);
+ }
+ c.set_sel(probe+1, end);
+ c.show_selection();
+};
+
+// Returns 0, 1, or 2: how many of the two ends of the selection are on
+// the screen right now?
+coverage.selection_ends_on_screen = function () {
+ if (coverage.sel_begin === 0) {
+ return 0;
+ }
+
+ const begin = coverage.line_elt(coverage.sel_begin);
+ const end = coverage.line_elt(coverage.sel_end-1);
+
+ return (
+ (checkVisible(begin) ? 1 : 0)
+ + (checkVisible(end) ? 1 : 0)
+ );
+};
+
+coverage.to_next_chunk_nicely = function () {
+ if (coverage.selection_ends_on_screen() === 0) {
+ // The selection is entirely off the screen:
+ // Set the top line on the screen as selection.
+
+ // This will select the top-left of the viewport
+ // As this is most likely the span with the line number we take the parent
+ const line = document.elementFromPoint(0, 0).parentElement;
+ if (line.parentElement !== document.getElementById("source")) {
+ // The element is not a source line but the header or similar
+ coverage.select_line_or_chunk(1);
+ }
+ else {
+ // We extract the line number from the id
+ coverage.select_line_or_chunk(parseInt(line.id.substring(1), 10));
+ }
+ }
+ coverage.to_next_chunk();
+};
+
+coverage.to_prev_chunk_nicely = function () {
+ if (coverage.selection_ends_on_screen() === 0) {
+ // The selection is entirely off the screen:
+ // Set the lowest line on the screen as selection.
+
+ // This will select the bottom-left of the viewport
+ // As this is most likely the span with the line number we take the parent
+ const line = document.elementFromPoint(document.documentElement.clientHeight-1, 0).parentElement;
+ if (line.parentElement !== document.getElementById("source")) {
+ // The element is not a source line but the header or similar
+ coverage.select_line_or_chunk(coverage.lines_len);
+ }
+ else {
+ // We extract the line number from the id
+ coverage.select_line_or_chunk(parseInt(line.id.substring(1), 10));
+ }
+ }
+ coverage.to_prev_chunk();
+};
+
+// Select line number lineno, or if it is in a colored chunk, select the
+// entire chunk
+coverage.select_line_or_chunk = function (lineno) {
+ var c = coverage;
+ var probe_line = c.line_elt(lineno);
+ if (!probe_line) {
+ return;
+ }
+ var the_indicator = c.chunk_indicator(probe_line);
+ if (the_indicator) {
+ // The line is in a highlighted chunk.
+ // Search backward for the first line.
+ var probe = lineno;
+ var indicator = the_indicator;
+ while (probe > 0 && indicator === the_indicator) {
+ probe--;
+ probe_line = c.line_elt(probe);
+ if (!probe_line) {
+ break;
+ }
+ indicator = c.chunk_indicator(probe_line);
+ }
+ var begin = probe + 1;
+
+ // Search forward for the last line.
+ probe = lineno;
+ indicator = the_indicator;
+ while (indicator === the_indicator) {
+ probe++;
+ probe_line = c.line_elt(probe);
+ indicator = c.chunk_indicator(probe_line);
+ }
+
+ coverage.set_sel(begin, probe);
+ }
+ else {
+ coverage.set_sel(lineno);
+ }
+};
+
+coverage.show_selection = function () {
+ // Highlight the lines in the chunk
+ document.querySelectorAll("#source .highlight").forEach(e => e.classList.remove("highlight"));
+ for (let probe = coverage.sel_begin; probe < coverage.sel_end; probe++) {
+ coverage.line_elt(probe).querySelector(".n").classList.add("highlight");
+ }
+
+ coverage.scroll_to_selection();
+};
+
+coverage.scroll_to_selection = function () {
+ // Scroll the page if the chunk isn't fully visible.
+ if (coverage.selection_ends_on_screen() < 2) {
+ const element = coverage.line_elt(coverage.sel_begin);
+ coverage.scroll_window(element.offsetTop - 60);
+ }
+};
+
+coverage.scroll_window = function (to_pos) {
+ window.scroll({top: to_pos, behavior: "smooth"});
+};
+
+coverage.init_scroll_markers = function () {
+ // Init some variables
+ coverage.lines_len = document.querySelectorAll("#source > p").length;
+
+ // Build html
+ coverage.build_scroll_markers();
+};
+
+coverage.build_scroll_markers = function () {
+ const temp_scroll_marker = document.getElementById("scroll_marker")
+ if (temp_scroll_marker) temp_scroll_marker.remove();
+ // Don't build markers if the window has no scroll bar.
+ if (document.body.scrollHeight <= window.innerHeight) {
+ return;
+ }
+
+ const marker_scale = window.innerHeight / document.body.scrollHeight;
+ const line_height = Math.min(Math.max(3, window.innerHeight / coverage.lines_len), 10);
+
+ let previous_line = -99, last_mark, last_top;
+
+ const scroll_marker = document.createElement("div");
+ scroll_marker.id = "scroll_marker";
+ document.getElementById("source").querySelectorAll(
+ "p.show_run, p.show_mis, p.show_exc, p.show_exc, p.show_par"
+ ).forEach(element => {
+ const line_top = Math.floor(element.offsetTop * marker_scale);
+ const line_number = parseInt(element.querySelector(".n a").id.substr(1));
+
+ if (line_number === previous_line + 1) {
+ // If this solid missed block just make previous mark higher.
+ last_mark.style.height = `${line_top + line_height - last_top}px`;
+ }
+ else {
+ // Add colored line in scroll_marker block.
+ last_mark = document.createElement("div");
+ last_mark.id = `m${line_number}`;
+ last_mark.classList.add("marker");
+ last_mark.style.height = `${line_height}px`;
+ last_mark.style.top = `${line_top}px`;
+ scroll_marker.append(last_mark);
+ last_top = line_top;
+ }
+
+ previous_line = line_number;
+ });
+
+ // Append last to prevent layout calculation
+ document.body.append(scroll_marker);
+};
+
+coverage.wire_up_sticky_header = function () {
+ const header = document.querySelector("header");
+ const header_bottom = (
+ header.querySelector(".content h2").getBoundingClientRect().top -
+ header.getBoundingClientRect().top
+ );
+
+ function updateHeader() {
+ if (window.scrollY > header_bottom) {
+ header.classList.add("sticky");
+ }
+ else {
+ header.classList.remove("sticky");
+ }
+ }
+
+ window.addEventListener("scroll", updateHeader);
+ updateHeader();
+};
+
+coverage.expand_contexts = function (e) {
+ var ctxs = e.target.parentNode.querySelector(".ctxs");
+
+ if (!ctxs.classList.contains("expanded")) {
+ var ctxs_text = ctxs.textContent;
+ var width = Number(ctxs_text[0]);
+ ctxs.textContent = "";
+ for (var i = 1; i < ctxs_text.length; i += width) {
+ key = ctxs_text.substring(i, i + width).trim();
+ ctxs.appendChild(document.createTextNode(contexts[key]));
+ ctxs.appendChild(document.createElement("br"));
+ }
+ ctxs.classList.add("expanded");
+ }
+};
+
+document.addEventListener("DOMContentLoaded", () => {
+ if (document.body.classList.contains("indexfile")) {
+ coverage.index_ready();
+ }
+ else {
+ coverage.pyfile_ready();
+ }
+});
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diff --git a/htmlcov/function_index.html b/htmlcov/function_index.html
new file mode 100644
index 0000000..436025f
--- /dev/null
+++ b/htmlcov/function_index.html
@@ -0,0 +1,373 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+ <title>Coverage report</title>
+ <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
+ <link rel="stylesheet" href="style_cb_718ce007.css" type="text/css">
+ <script src="coverage_html_cb_497bf287.js" defer></script>
+</head>
+<body class="indexfile">
+<header>
+ <div class="content">
+ <h1>Coverage report:
+ <span class="pc_cov">58%</span>
+ </h1>
+ <aside id="help_panel_wrapper">
+ <input id="help_panel_state" type="checkbox">
+ <label for="help_panel_state">
+ <img id="keyboard_icon" src="keybd_closed_cb_ce680311.png" alt="Show/hide keyboard shortcuts">
+ </label>
+ <div id="help_panel">
+ <p class="legend">Shortcuts on this page</p>
+ <div class="keyhelp">
+ <p>
+ <kbd>f</kbd>
+ <kbd>n</kbd>
+ <kbd>s</kbd>
+ <kbd>m</kbd>
+ <kbd>x</kbd>
+ <kbd>b</kbd>
+ <kbd>p</kbd>
+ <kbd>c</kbd>
+ change column sorting
+ </p>
+ <p>
+ <kbd>[</kbd>
+ <kbd>]</kbd>
+ prev/next file
+ </p>
+ <p>
+ <kbd>?</kbd> show/hide this help
+ </p>
+ </div>
+ </div>
+ </aside>
+ <form id="filter_container">
+ <input id="filter" type="text" value="" placeholder="filter...">
+ <div>
+ <input id="hide100" type="checkbox" >
+ <label for="hide100">hide covered</label>
+ </div>
+ </form>
+ <h2>
+ <a class="button" href="index.html">Files</a>
+ <a class="button current">Functions</a>
+ <a class="button" href="class_index.html">Classes</a>
+ </h2>
+ <p class="text">
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+</header>
+<main id="index">
+ <table class="index" data-sortable>
+ <thead>
+ <tr class="tablehead" title="Click to sort">
+ <th id="file" class="name left" aria-sort="none" data-shortcut="f">File<span class="arrows"></span></th>
+ <th id="region" class="name left" aria-sort="none" data-default-sort-order="ascending" data-shortcut="n">function<span class="arrows"></span></th>
+ <th id="statements" aria-sort="none" data-default-sort-order="descending" data-shortcut="s">statements<span class="arrows"></span></th>
+ <th id="missing" aria-sort="none" data-default-sort-order="descending" data-shortcut="m">missing<span class="arrows"></span></th>
+ <th id="excluded" aria-sort="none" data-default-sort-order="descending" data-shortcut="x">excluded<span class="arrows"></span></th>
+ <th id="branches" aria-sort="none" data-default-sort-order="descending" data-shortcut="b">branches<span class="arrows"></span></th>
+ <th id="partial" aria-sort="none" data-default-sort-order="descending" data-shortcut="p">partial<span class="arrows"></span></th>
+ <th id="coverage" class="right" aria-sort="none" data-shortcut="c">coverage<span class="arrows"></span></th>
+ </tr>
+ </thead>
+ <tbody>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t15">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t15"><data value='main'>main</data></a></td>
+ <td>38</td>
+ <td>38</td>
+ <td>0</td>
+ <td>22</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 60">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t58">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t58"><data value='read_file'>read_file</data></a></td>
+ <td>7</td>
+ <td>7</td>
+ <td>0</td>
+ <td>2</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 9">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t68">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t68"><data value='get_stop_words'>get_stop_words</data></a></td>
+ <td>8</td>
+ <td>2</td>
+ <td>0</td>
+ <td>2</td>
+ <td>0</td>
+ <td class="right" data-ratio="8 10">80%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t79">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t79"><data value='adjusted_sentence_statistics'>adjusted_sentence_statistics</data></a></td>
+ <td>23</td>
+ <td>23</td>
+ <td>0</td>
+ <td>14</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 37">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t114">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t114"><data value='save_stop_words'>save_stop_words</data></a></td>
+ <td>20</td>
+ <td>4</td>
+ <td>0</td>
+ <td>8</td>
+ <td>1</td>
+ <td class="right" data-ratio="23 28">82%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t142">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t142"><data value='sentence_statistics'>sentence_statistics</data></a></td>
+ <td>21</td>
+ <td>21</td>
+ <td>0</td>
+ <td>14</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 35">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t172">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t172"><data value='token_statistics'>token_statistics</data></a></td>
+ <td>7</td>
+ <td>7</td>
+ <td>0</td>
+ <td>2</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 9">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t187">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t187"><data value='score_compute'>score_compute</data></a></td>
+ <td>17</td>
+ <td>1</td>
+ <td>0</td>
+ <td>18</td>
+ <td>2</td>
+ <td class="right" data-ratio="32 35">91%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t209">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t209"><data value='word_frequencies'>word_frequencies</data></a></td>
+ <td>6</td>
+ <td>6</td>
+ <td>0</td>
+ <td>4</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 10">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t218">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t218"><data value='check_token'>check_token</data></a></td>
+ <td>4</td>
+ <td>4</td>
+ <td>0</td>
+ <td>2</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 6">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t226">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t226"><data value='show_reviews'>show_reviews</data></a></td>
+ <td>24</td>
+ <td>24</td>
+ <td>0</td>
+ <td>10</td>
+ <td>0</td>
+ <td class="right" data-ratio="0 34">0%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t257">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t257"><data value='get_tokens'>get_tokens</data></a></td>
+ <td>13</td>
+ <td>0</td>
+ <td>0</td>
+ <td>8</td>
+ <td>1</td>
+ <td class="right" data-ratio="20 21">95%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html#t275">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html#t275"><data value='read_file'>read_file</data></a></td>
+ <td>7</td>
+ <td>2</td>
+ <td>0</td>
+ <td>2</td>
+ <td>0</td>
+ <td class="right" data-ratio="7 9">78%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html">sentiment.py</a></td>
+ <td class="name left"><a href="sentiment_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
+ <td>28</td>
+ <td>1</td>
+ <td>0</td>
+ <td>2</td>
+ <td>1</td>
+ <td class="right" data-ratio="28 30">93%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t9">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t9"><data value='setUp'>TestGetTokens.setUp</data></a></td>
+ <td>9</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="9 9">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t27">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t27"><data value='test_01_token_count'>TestGetTokens.test_01_token_count</data></a></td>
+ <td>8</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="8 8">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t44">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t44"><data value='test_02_word_frequencies'>TestGetTokens.test_02_word_frequencies</data></a></td>
+ <td>5</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="5 5">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t53">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t53"><data value='test_03_token_statistics'>TestGetTokens.test_03_token_statistics</data></a></td>
+ <td>9</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="9 9">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t71">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t71"><data value='test_04_token_classification'>TestGetTokens.test_04_token_classification</data></a></td>
+ <td>5</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="5 5">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t82">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t82"><data value='test_05_token_score'>TestGetTokens.test_05_token_score</data></a></td>
+ <td>5</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="5 5">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t93">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t93"><data value='test_06_sentence_statistics_classifications'>TestGetTokens.test_06_sentence_statistics_classifications</data></a></td>
+ <td>26</td>
+ <td>1</td>
+ <td>0</td>
+ <td>10</td>
+ <td>2</td>
+ <td class="right" data-ratio="33 36">92%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t134">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t134"><data value='test_07_token_statistics_score'>TestGetTokens.test_07_token_statistics_score</data></a></td>
+ <td>21</td>
+ <td>1</td>
+ <td>0</td>
+ <td>10</td>
+ <td>2</td>
+ <td class="right" data-ratio="28 31">90%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t167">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t167"><data value='test_08_save_stop_words'>TestGetTokens.test_08_save_stop_words</data></a></td>
+ <td>7</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td>0</td>
+ <td class="right" data-ratio="7 7">100%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t178">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t178"><data value='test_09_non_stop_stats_classifications'>TestGetTokens.test_09_non_stop_stats_classifications</data></a></td>
+ <td>32</td>
+ <td>1</td>
+ <td>0</td>
+ <td>10</td>
+ <td>2</td>
+ <td class="right" data-ratio="39 42">93%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html#t227">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html#t227"><data value='test_10_non_stop_stats_score'>TestGetTokens.test_10_non_stop_stats_score</data></a></td>
+ <td>25</td>
+ <td>1</td>
+ <td>0</td>
+ <td>10</td>
+ <td>2</td>
+ <td class="right" data-ratio="32 35">91%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html">test_main.py</a></td>
+ <td class="name left"><a href="test_main_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
+ <td>18</td>
+ <td>1</td>
+ <td>0</td>
+ <td>2</td>
+ <td>1</td>
+ <td class="right" data-ratio="18 20">90%</td>
+ </tr>
+ </tbody>
+ <tfoot>
+ <tr class="total">
+ <td class="name left">Total</td>
+ <td class="name left"> </td>
+ <td>393</td>
+ <td>145</td>
+ <td>0</td>
+ <td>152</td>
+ <td>14</td>
+ <td class="right" data-ratio="316 545">58%</td>
+ </tr>
+ </tfoot>
+ </table>
+ <p id="no_rows">
+ No items found using the specified filter.
+ </p>
+</main>
+<footer>
+ <div class="content">
+ <p>
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+ <aside class="hidden">
+ <a id="prevFileLink" class="nav" href=""></a>
+ <a id="nextFileLink" class="nav" href=""></a>
+ <button type="button" class="button_prev_file" data-shortcut="["></button>
+ <button type="button" class="button_next_file" data-shortcut="]"></button>
+ <button type="button" class="button_show_hide_help" data-shortcut="?"></button>
+ </aside>
+</footer>
+</body>
+</html>
diff --git a/htmlcov/index.html b/htmlcov/index.html
new file mode 100644
index 0000000..df25685
--- /dev/null
+++ b/htmlcov/index.html
@@ -0,0 +1,128 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+ <title>Coverage report</title>
+ <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
+ <link rel="stylesheet" href="style_cb_718ce007.css" type="text/css">
+ <script src="coverage_html_cb_497bf287.js" defer></script>
+</head>
+<body class="indexfile">
+<header>
+ <div class="content">
+ <h1>Coverage report:
+ <span class="pc_cov">58%</span>
+ </h1>
+ <aside id="help_panel_wrapper">
+ <input id="help_panel_state" type="checkbox">
+ <label for="help_panel_state">
+ <img id="keyboard_icon" src="keybd_closed_cb_ce680311.png" alt="Show/hide keyboard shortcuts">
+ </label>
+ <div id="help_panel">
+ <p class="legend">Shortcuts on this page</p>
+ <div class="keyhelp">
+ <p>
+ <kbd>f</kbd>
+ <kbd>s</kbd>
+ <kbd>m</kbd>
+ <kbd>x</kbd>
+ <kbd>b</kbd>
+ <kbd>p</kbd>
+ <kbd>c</kbd>
+ change column sorting
+ </p>
+ <p>
+ <kbd>[</kbd>
+ <kbd>]</kbd>
+ prev/next file
+ </p>
+ <p>
+ <kbd>?</kbd> show/hide this help
+ </p>
+ </div>
+ </div>
+ </aside>
+ <form id="filter_container">
+ <input id="filter" type="text" value="" placeholder="filter...">
+ <div>
+ <input id="hide100" type="checkbox" >
+ <label for="hide100">hide covered</label>
+ </div>
+ </form>
+ <h2>
+ <a class="button current">Files</a>
+ <a class="button" href="function_index.html">Functions</a>
+ <a class="button" href="class_index.html">Classes</a>
+ </h2>
+ <p class="text">
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+</header>
+<main id="index">
+ <table class="index" data-sortable>
+ <thead>
+ <tr class="tablehead" title="Click to sort">
+ <th id="file" class="name left" aria-sort="none" data-shortcut="f">File<span class="arrows"></span></th>
+ <th id="statements" aria-sort="none" data-default-sort-order="descending" data-shortcut="s">statements<span class="arrows"></span></th>
+ <th id="missing" aria-sort="none" data-default-sort-order="descending" data-shortcut="m">missing<span class="arrows"></span></th>
+ <th id="excluded" aria-sort="none" data-default-sort-order="descending" data-shortcut="x">excluded<span class="arrows"></span></th>
+ <th id="branches" aria-sort="none" data-default-sort-order="descending" data-shortcut="b">branches<span class="arrows"></span></th>
+ <th id="partial" aria-sort="none" data-default-sort-order="descending" data-shortcut="p">partial<span class="arrows"></span></th>
+ <th id="coverage" class="right" aria-sort="none" data-shortcut="c">coverage<span class="arrows"></span></th>
+ </tr>
+ </thead>
+ <tbody>
+ <tr class="region">
+ <td class="name left"><a href="sentiment_py.html">sentiment.py</a></td>
+ <td>223</td>
+ <td>140</td>
+ <td>0</td>
+ <td>110</td>
+ <td>5</td>
+ <td class="right" data-ratio="118 333">35%</td>
+ </tr>
+ <tr class="region">
+ <td class="name left"><a href="test_main_py.html">test_main.py</a></td>
+ <td>170</td>
+ <td>5</td>
+ <td>0</td>
+ <td>42</td>
+ <td>9</td>
+ <td class="right" data-ratio="198 212">93%</td>
+ </tr>
+ </tbody>
+ <tfoot>
+ <tr class="total">
+ <td class="name left">Total</td>
+ <td>393</td>
+ <td>145</td>
+ <td>0</td>
+ <td>152</td>
+ <td>14</td>
+ <td class="right" data-ratio="316 545">58%</td>
+ </tr>
+ </tfoot>
+ </table>
+ <p id="no_rows">
+ No items found using the specified filter.
+ </p>
+</main>
+<footer>
+ <div class="content">
+ <p>
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+ <aside class="hidden">
+ <a id="prevFileLink" class="nav" href="test_main_py.html"></a>
+ <a id="nextFileLink" class="nav" href="sentiment_py.html"></a>
+ <button type="button" class="button_prev_file" data-shortcut="["></button>
+ <button type="button" class="button_next_file" data-shortcut="]"></button>
+ <button type="button" class="button_show_hide_help" data-shortcut="?"></button>
+ </aside>
+</footer>
+</body>
+</html>
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diff --git a/htmlcov/sentiment_py.html b/htmlcov/sentiment_py.html
new file mode 100644
index 0000000..fc6a8f9
--- /dev/null
+++ b/htmlcov/sentiment_py.html
@@ -0,0 +1,384 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+ <title>Coverage for sentiment.py: 35%</title>
+ <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
+ <link rel="stylesheet" href="style_cb_718ce007.css" type="text/css">
+ <script src="coverage_html_cb_497bf287.js" defer></script>
+</head>
+<body class="pyfile">
+<header>
+ <div class="content">
+ <h1>
+ <span class="text">Coverage for </span><b>sentiment.py</b>:
+ <span class="pc_cov">35%</span>
+ </h1>
+ <aside id="help_panel_wrapper">
+ <input id="help_panel_state" type="checkbox">
+ <label for="help_panel_state">
+ <img id="keyboard_icon" src="keybd_closed_cb_ce680311.png" alt="Show/hide keyboard shortcuts">
+ </label>
+ <div id="help_panel">
+ <p class="legend">Shortcuts on this page</p>
+ <div class="keyhelp">
+ <p>
+ <kbd>r</kbd>
+ <kbd>m</kbd>
+ <kbd>x</kbd>
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+ toggle line displays
+ </p>
+ <p>
+ <kbd>j</kbd>
+ <kbd>k</kbd>
+ next/prev highlighted chunk
+ </p>
+ <p>
+ <kbd>0</kbd> (zero) top of page
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+ <p>
+ <kbd>1</kbd> (one) first highlighted chunk
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+ prev/next file
+ </p>
+ <p>
+ <kbd>u</kbd> up to the index
+ </p>
+ <p>
+ <kbd>?</kbd> show/hide this help
+ </p>
+ </div>
+ </div>
+ </aside>
+ <h2>
+ <span class="text">223 statements </span>
+ <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">83<span class="text"> run</span></button>
+ <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">140<span class="text"> missing</span></button>
+ <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">0<span class="text"> excluded</span></button>
+ <button type="button" class="par run show_par button_toggle_par" value="par" data-shortcut="p" title="Toggle lines partially run">5<span class="text"> partial</span></button>
+ </h2>
+ <p class="text">
+ <a id="prevFileLink" class="nav" href="index.html">« prev</a>
+ <a id="indexLink" class="nav" href="index.html">^ index</a>
+ <a id="nextFileLink" class="nav" href="test_main_py.html">» next</a>
+
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ <aside class="hidden">
+ <button type="button" class="button_next_chunk" data-shortcut="j"></button>
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+ <button type="button" class="button_to_index" data-shortcut="u"></button>
+ <button type="button" class="button_show_hide_help" data-shortcut="?"></button>
+ </aside>
+ </div>
+</header>
+<main id="source">
+ <p class="run"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="key">import</span> <span class="nam">math</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"><span class="key">import</span> <span class="nam">os</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="key">from</span> <span class="nam">enum</span> <span class="key">import</span> <span class="nam">Enum</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="key">from</span> <span class="nam">collections</span> <span class="key">import</span> <span class="nam">Counter</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">class</span> <span class="nam">MenuOption</span><span class="op">(</span><span class="nam">Enum</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"> <span class="nam">SHOW_REVIEWS</span> <span class="op">=</span> <span class="str">'Show reviews'</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"> <span class="nam">CHECK_TOKEN</span> <span class="op">=</span> <span class="str">'Check if a token is present'</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"> <span class="nam">SHOW_DOCUMENT_FREQUENCY</span> <span class="op">=</span> <span class="str">'Show the document frequency for a particular token'</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"> <span class="nam">SHOW_TOKEN_STATISTICS</span> <span class="op">=</span> <span class="str">'Show all statistics for a particular token'</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"> <span class="nam">SHOW_SENTENCE_STATISTICS</span> <span class="op">=</span> <span class="str">'Show the statistics for a sentence'</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"> <span class="nam">SAVE_STOP_WORD_LIST</span> <span class="op">=</span> <span class="str">'Save the list of stop words to a file'</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"> <span class="nam">SHOW_ADJUSTED_SENTENCE_STATISTICS</span> <span class="op">=</span> <span class="str">'Show the statistics for a sentence with stop words ignored'</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"> <span class="nam">EXIT</span> <span class="op">=</span> <span class="str">'Exit the program'</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="key">def</span> <span class="nam">main</span><span class="op">(</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"> <span class="nam">recall</span> <span class="op">=</span> <span class="key">True</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"> <span class="nam">menu_options</span> <span class="op">=</span> <span class="nam">tuple</span><span class="op">(</span><span class="nam">MenuOption</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"> <span class="nam">reviews</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"> <span class="nam">review_tokens_set</span> <span class="op">=</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"> <span class="nam">review_tokens_list</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"> <span class="nam">positive_reviews_list</span><span class="op">,</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">negative_reviews_list</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"> <span class="nam">positive_reviews_set</span><span class="op">,</span> <span class="nam">neutral_reviews_set</span><span class="op">,</span> <span class="nam">negative_reviews_set</span> <span class="op">=</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> <span class="nam">read_file</span><span class="op">(</span><span class="nam">reviews</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"> <span class="nam">get_tokens</span><span class="op">(</span><span class="nam">reviews</span><span class="op">,</span> <span class="nam">review_tokens_set</span><span class="op">,</span> <span class="nam">review_tokens_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">negative_reviews_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"> <span class="nam">positive_reviews_set</span><span class="op">,</span> <span class="nam">neutral_reviews_set</span><span class="op">,</span> <span class="nam">negative_reviews_set</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"> <span class="nam">stop_words</span> <span class="op">=</span> <span class="nam">get_stop_words</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"> <span class="key">while</span> <span class="nam">recall</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> <span class="nam">menu_choice</span> <span class="op">=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nChoose an option: "</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"> <span class="key">for</span> <span class="nam">option</span> <span class="key">in</span> <span class="nam">menu_options</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"{menu_choice}. "</span> <span class="op">+</span> <span class="nam">option</span><span class="op">.</span><span class="nam">value</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"> <span class="nam">menu_choice</span> <span class="op">=</span> <span class="nam">menu_choice</span> <span class="op">+</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"> <span class="nam">input_number</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter a number 1 to 8: "</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> <span class="key">except</span> <span class="op">(</span><span class="nam">ValueError</span><span class="op">,</span> <span class="nam">IndexError</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nInvalid input - please input number between 1 and 8"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"> <span class="key">if</span> <span class="nam">input_number</span> <span class="op"><</span> <span class="num">1</span> <span class="key">or</span> <span class="nam">input_number</span> <span class="op">></span> <span class="num">8</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nInvalid input - please input number between 1 and 8"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"> <span class="nam">show_reviews</span><span class="op">(</span><span class="nam">reviews</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">2</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"> <span class="nam">check_token</span><span class="op">(</span><span class="nam">review_tokens_set</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">3</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> <span class="nam">word_frequencies</span><span class="op">(</span><span class="nam">review_tokens_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"> <span class="nam">token_statistics</span><span class="op">(</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">negative_reviews_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> <span class="nam">review_tokens_set</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"> <span class="nam">sentence_statistics</span><span class="op">(</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">negative_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">6</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"> <span class="nam">save_stop_words</span><span class="op">(</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">positive_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">7</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"> <span class="nam">adjusted_sentence_statistics</span><span class="op">(</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">stop_words</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"> <span class="key">elif</span> <span class="nam">input_number</span> <span class="op">==</span> <span class="num">8</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"> <span class="nam">exit</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"><span class="key">def</span> <span class="nam">read_file</span><span class="op">(</span><span class="nam">reviews</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"> <span class="nam">file_path</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">dirname</span><span class="op">(</span><span class="nam">__file__</span><span class="op">)</span><span class="op">,</span> <span class="str">"sentiment.txt"</span><span class="op">)</span> <span class="com"># Adjust if needed</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">file_path</span><span class="op">,</span> <span class="str">"r"</span><span class="op">,</span> <span class="nam">encoding</span><span class="op">=</span><span class="str">"utf-8"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"> <span class="nam">reviews</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="str">"\t\n"</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"> <span class="key">except</span> <span class="nam">FileNotFoundError</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"> <span class="key">raise</span> <span class="nam">FileNotFoundError</span><span class="op">(</span><span class="str">f"Error - No file found at {file_path}. Ensure sentiment.txt is in the correct directory."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"><span class="com">#gets list of stop words</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"><span class="key">def</span> <span class="nam">get_stop_words</span><span class="op">(</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"> <span class="nam">stop_words</span> <span class="op">=</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="str">"output.txt"</span><span class="op">,</span> <span class="str">"r"</span><span class="op">,</span> <span class="nam">encoding</span><span class="op">=</span><span class="str">"utf-8"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"> <span class="nam">stop_words</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="com"># Remove newlines and extra spaces</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t"> <span class="key">except</span> <span class="nam">FileNotFoundError</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"Warning: Stop words file not found. Using an empty set."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"> <span class="key">return</span> <span class="nam">stop_words</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"><span class="com">#finds the statistics for a series of inputs, ignoring stop words</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"><span class="key">def</span> <span class="nam">adjusted_sentence_statistics</span><span class="op">(</span><span class="nam">negative_reviews</span><span class="op">,</span> <span class="nam">neutral_reviews</span><span class="op">,</span> <span class="nam">positive_reviews</span><span class="op">,</span> <span class="nam">stop_words</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"> <span class="nam">input_tokens</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter a sentence as space-seperated tokens: "</span><span class="op">)</span><span class="op">)</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> <span class="nam">nonstop_tokens</span> <span class="op">=</span> <span class="op">[</span><span class="nam">token</span> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">input_tokens</span> <span class="key">if</span> <span class="nam">token</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">stop_words</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"> <span class="nam">stop_word_count</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">input_tokens</span><span class="op">)</span> <span class="op">-</span> <span class="nam">len</span><span class="op">(</span><span class="nam">nonstop_tokens</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">unknown_counter</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"> <span class="nam">total_positive_reviews</span><span class="op">,</span> <span class="nam">total_neutral_reviews</span><span class="op">,</span> <span class="nam">total_negative_reviews</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">valid_tokens</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">""</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">nonstop_tokens</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">positive_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">neutral_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">negative_reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span><span class="nam">token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"> <span class="nam">negative_reviews</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"> <span class="nam">neutral_reviews</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"> <span class="nam">positive_reviews</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"> <span class="nam">score_con</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"> <span class="key">if</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"positive"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"> <span class="nam">total_positive_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"neutral"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"> <span class="nam">total_neutral_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"negative"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"> <span class="nam">total_negative_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">positive_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">neutral_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">negative_reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"> <span class="nam">total_score</span> <span class="op">+=</span> <span class="nam">score</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"> <span class="nam">valid_tokens</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"> <span class="nam">unknown_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"> <span class="key">if</span> <span class="nam">valid_tokens</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"> <span class="nam">avg_score</span> <span class="op">=</span> <span class="nam">total_score</span> <span class="op">/</span> <span class="nam">valid_tokens</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nThe sentence has {stop_word_count} stop-word token(s), and it has {total_negative_reviews} negative, {total_neutral_reviews} neutral, {total_positive_reviews} positive, and {unknown_counter}"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"> <span class="str">f" unknown non-stop-word token(s).\nThe sentence has an average tf-idf score of {avg_score}."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nThe sentence contains only {stop_word_count} stop-word token(s) and {unknown_counter} unknown non-stop-word token(s).\n"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"> <span class="str">f"Therefore, its average tf-idf score is undefined."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"><span class="com">#saves stop words to a file</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"><span class="key">def</span> <span class="nam">save_stop_words</span><span class="op">(</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">positive_reviews_list</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="nam">positive_reviews</span> <span class="op">=</span> <span class="nam">Counter</span><span class="op">(</span><span class="nam">positive_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="nam">neutral_reviews</span> <span class="op">=</span> <span class="nam">Counter</span><span class="op">(</span><span class="nam">neutral_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="nam">negative_reviews</span> <span class="op">=</span> <span class="nam">Counter</span><span class="op">(</span><span class="nam">negative_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="op">(</span><span class="nam">negative_reviews_list</span> <span class="key">or</span> <span class="nam">neutral_reviews_list</span> <span class="key">or</span> <span class="nam">positive_reviews_list</span><span class="op">)</span><span class="op">:</span> </span><span class="r"><span class="annotate short">119 ↛ 120</span><span class="annotate long">line 119 didn't jump to line 120 because the condition on line 119 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"No data available to compute stop words."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="str">"output.txt"</span><span class="op">,</span> <span class="str">"w"</span><span class="op">,</span> <span class="nam">encoding</span><span class="op">=</span><span class="str">"utf-8"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="nam">file</span><span class="op">.</span><span class="nam">write</span><span class="op">(</span><span class="str">""</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="key">return</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"> <span class="nam">token_frequencies</span> <span class="op">=</span> <span class="nam">Counter</span><span class="op">(</span><span class="nam">positive_reviews</span><span class="op">)</span> <span class="op">+</span> <span class="nam">Counter</span><span class="op">(</span><span class="nam">neutral_reviews</span><span class="op">)</span> <span class="op">+</span> <span class="nam">Counter</span><span class="op">(</span><span class="nam">negative_reviews</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"> <span class="key">for</span> <span class="nam">token_dict</span> <span class="key">in</span> <span class="op">[</span><span class="nam">negative_reviews</span><span class="op">,</span> <span class="nam">neutral_reviews</span><span class="op">,</span> <span class="nam">positive_reviews</span><span class="op">]</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span><span class="op">,</span> <span class="nam">count</span> <span class="key">in</span> <span class="nam">token_dict</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"> <span class="nam">token_frequencies</span><span class="op">[</span><span class="nam">token</span><span class="op">]</span> <span class="op">=</span> <span class="nam">token_frequencies</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">token</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span> <span class="op">+</span> <span class="nam">count</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="nam">total_tokens</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="nam">token_frequencies</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"> <span class="nam">threshold</span> <span class="op">=</span> <span class="num">0.002</span> <span class="op">*</span> <span class="nam">total_tokens</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"> <span class="nam">stop_words</span> <span class="op">=</span> <span class="op">[</span><span class="nam">token</span> <span class="key">for</span> <span class="nam">token</span><span class="op">,</span> <span class="nam">freq</span> <span class="key">in</span> <span class="nam">token_frequencies</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">freq</span> <span class="op">>=</span> <span class="nam">threshold</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"> <span class="nam">stop_words</span><span class="op">.</span><span class="nam">sort</span><span class="op">(</span><span class="nam">key</span><span class="op">=</span><span class="nam">len</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="str">"output.txt"</span><span class="op">,</span> <span class="str">"w"</span><span class="op">,</span> <span class="nam">encoding</span><span class="op">=</span><span class="str">"utf-8"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">stop_words</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"> <span class="nam">file</span><span class="op">.</span><span class="nam">write</span><span class="op">(</span><span class="str">f"{token}\n"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nStop word list saved to "output.txt".'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"><span class="com">#finds the statistics for a series of inputs</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"><span class="key">def</span> <span class="nam">sentence_statistics</span><span class="op">(</span><span class="nam">positive_reviews</span><span class="op">,</span> <span class="nam">neutral_reviews</span><span class="op">,</span> <span class="nam">negative_reviews</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"> <span class="nam">input_tokens</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter a sentence as space-seperated tokens: "</span><span class="op">)</span><span class="op">)</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">unknown_counter</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"> <span class="nam">total_positive_reviews</span><span class="op">,</span> <span class="nam">total_neutral_reviews</span><span class="op">,</span> <span class="nam">total_negative_reviews</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">valid_tokens</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">""</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">input_tokens</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">positive_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">neutral_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">negative_reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span><span class="nam">token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">negative_reviews</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"> <span class="nam">neutral_reviews</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">positive_reviews</span><span class="op">,</span> <span class="nam">score_con</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t"> <span class="key">if</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"positive"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"> <span class="nam">total_positive_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"neutral"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"> <span class="nam">total_neutral_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"negative"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"> <span class="nam">total_negative_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">positive_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">neutral_reviews</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">negative_reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"> <span class="nam">total_score</span> <span class="op">+=</span> <span class="nam">score</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t"> <span class="nam">valid_tokens</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"> <span class="nam">unknown_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"> <span class="nam">avg_score</span> <span class="op">=</span> <span class="nam">total_score</span> <span class="op">/</span> <span class="nam">valid_tokens</span> <span class="key">if</span> <span class="nam">valid_tokens</span> <span class="op">></span> <span class="num">0</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"> <span class="key">if</span> <span class="nam">unknown_counter</span> <span class="op">!=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">input_tokens</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nThe sentence has {total_negative_reviews} negative, {total_neutral_reviews} neutral, {total_positive_reviews} positive, and {unknown_counter}"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"> <span class="str">f" unknown token(s).\nThe sentence has an average tf-idf score of {avg_score}."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nThe sentence contains only unknown tokens; therefore, its average tf-idf score is undefined."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="com">#finds the statistics of a token</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"><span class="key">def</span> <span class="nam">token_statistics</span><span class="op">(</span><span class="nam">positive_reviews</span><span class="op">,</span> <span class="nam">neutral_reviews</span><span class="op">,</span> <span class="nam">negative_reviews</span><span class="op">,</span> <span class="nam">review_tokens_set</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"> <span class="nam">input_token</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter a token: "</span><span class="op">)</span><span class="op">)</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"> <span class="nam">positive_counter</span><span class="op">,</span><span class="nam">neutral_counter</span><span class="op">,</span><span class="nam">negative_counter</span><span class="op">,</span><span class="nam">score</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span><span class="num">0</span><span class="op">,</span><span class="num">0</span><span class="op">,</span><span class="num">0</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">""</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span><span class="nam">input_token</span><span class="op">,</span> <span class="nam">negative_counter</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"> <span class="nam">negative_reviews</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">neutral_reviews</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">positive_reviews</span><span class="op">,</span> <span class="nam">score_con</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t"> <span class="key">if</span> <span class="nam">input_token</span> <span class="key">in</span> <span class="nam">review_tokens_set</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"The token {input_token} has {negative_counter} negative, {neutral_counter} neutral, and {positive_counter} "</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"> <span class="str">f"positive appearance(s) in the training data.\n"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"> <span class="str">f"The token {input_token} is classified as {score_con} because it has a tf-idf score of {score}."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nThe token \"{input_token}\" does not appear in the training data."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"><span class="com">#checks the score of the token</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t"><span class="key">def</span> <span class="nam">score_compute</span><span class="op">(</span><span class="nam">input_token</span><span class="op">,</span> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">negative_reviews</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">neutral_reviews</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"> <span class="nam">positive_reviews</span><span class="op">,</span> <span class="nam">score_con</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">positive_reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"> <span class="key">if</span> <span class="nam">input_token</span> <span class="op">==</span> <span class="nam">token</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"> <span class="nam">positive_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">neutral_reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"> <span class="key">if</span> <span class="nam">input_token</span> <span class="op">==</span> <span class="nam">token</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"> <span class="nam">neutral_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">negative_reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"> <span class="key">if</span> <span class="nam">input_token</span> <span class="op">==</span> <span class="nam">token</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"> <span class="nam">negative_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"> <span class="nam">score</span> <span class="op">=</span> <span class="op">(</span><span class="op">(</span><span class="nam">math</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">1</span> <span class="op">+</span> <span class="nam">positive_counter</span><span class="op">)</span> <span class="op">-</span> <span class="nam">math</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">positive_reviews</span><span class="op">)</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">)</span> <span class="op">-</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"> <span class="op">(</span><span class="nam">math</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">1</span> <span class="op">+</span> <span class="nam">negative_counter</span><span class="op">)</span> <span class="op">-</span> <span class="nam">math</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">negative_reviews</span><span class="op">)</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"> <span class="key">if</span> <span class="nam">score</span> <span class="op"><</span> <span class="op">-</span><span class="num">0.1</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">"negative"</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"> <span class="key">elif</span> <span class="op">-</span><span class="num">0.1</span> <span class="op"><=</span> <span class="nam">score</span> <span class="op"><=</span> <span class="num">0.1</span><span class="op">:</span> </span><span class="r"><span class="annotate short">202 ↛ 203</span><span class="annotate long">line 202 didn't jump to line 203 because the condition on line 202 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">"neutral"</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score</span> <span class="op">></span> <span class="num">0.1</span><span class="op">:</span> </span><span class="r"><span class="annotate short">204 ↛ 206</span><span class="annotate long">line 204 didn't jump to line 206 because the condition on line 204 was always true</span></span></p>
+ <p class="run"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">"positive"</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t"> <span class="key">return</span> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"><span class="com">#checks the amount of times a token appears in the test data</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"><span class="key">def</span> <span class="nam">word_frequencies</span><span class="op">(</span><span class="nam">review_tokens_list</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t"> <span class="nam">token_amount</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t"> <span class="nam">input_token</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter a token: "</span><span class="op">)</span><span class="op">)</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">review_tokens_list</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t"> <span class="key">if</span> <span class="nam">input_token</span> <span class="op">==</span> <span class="nam">token</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"> <span class="nam">token_amount</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nThe training data contains {token_amount} appearance(s) of the token \"{input_token}\"."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"><span class="com">#checks if a token is present in the test data</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"><span class="key">def</span> <span class="nam">check_token</span><span class="op">(</span><span class="nam">review_token_set</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t"> <span class="nam">input_token</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter a token: "</span><span class="op">)</span><span class="op">)</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"> <span class="key">if</span> <span class="nam">input_token</span> <span class="key">in</span> <span class="nam">review_token_set</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nThe token \"{input_token}\" is 1 of the "</span> <span class="op">+</span> <span class="nam">str</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">review_token_set</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span> <span class="str">" unique tokens in the training data"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nThe token \"{input_token}\" is not 1 of the "</span> <span class="op">+</span> <span class="nam">str</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">review_token_set</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span> <span class="str">" unique tokens in the training data"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"><span class="com">#prints requested reviews by user</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"><span class="key">def</span> <span class="nam">show_reviews</span><span class="op">(</span><span class="nam">reviews</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"> <span class="nam">start_recall</span><span class="op">,</span> <span class="nam">end_recall</span> <span class="op">=</span> <span class="key">True</span><span class="op">,</span> <span class="key">True</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"> <span class="nam">start_number</span><span class="op">,</span> <span class="nam">end_number</span><span class="op">,</span> <span class="nam">review_number</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"> <span class="nam">requested_reviews</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"> <span class="key">while</span> <span class="nam">start_recall</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t"> <span class="nam">start_number</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter a start review number from 1 to 8528: "</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t"> <span class="key">except</span> <span class="nam">ValueError</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nInvalid input - please input number between 1 and 8528\n"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"> <span class="key">if</span> <span class="nam">start_number</span> <span class="op"><</span> <span class="num">1</span> <span class="key">or</span> <span class="nam">start_number</span> <span class="op">></span> <span class="num">8528</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nInvalid input - please input number between 1 and 8528\n"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"> <span class="nam">start_recall</span> <span class="op">=</span> <span class="key">False</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"> <span class="key">while</span> <span class="nam">end_recall</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"> <span class="nam">end_number</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">input</span><span class="op">(</span><span class="str">"Enter an end review number from "</span> <span class="op">+</span> <span class="nam">str</span><span class="op">(</span><span class="nam">start_number</span><span class="op">+</span><span class="num">1</span><span class="op">)</span> <span class="op">+</span> <span class="str">" to 8529: "</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t"> <span class="key">except</span> <span class="nam">ValueError</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nInvalid input - please input number between "</span> <span class="op">+</span> <span class="nam">str</span><span class="op">(</span><span class="nam">start_number</span><span class="op">+</span><span class="num">1</span><span class="op">)</span> <span class="op">+</span> <span class="str">" and 8529\n"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t"> <span class="key">if</span> <span class="nam">end_number</span> <span class="op"><=</span> <span class="nam">start_number</span> <span class="key">or</span> <span class="nam">end_number</span> <span class="op">></span> <span class="num">8529</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\nInvalid input - please input number between "</span> <span class="op">+</span> <span class="nam">str</span><span class="op">(</span><span class="nam">start_number</span><span class="op">+</span><span class="num">1</span><span class="op">)</span> <span class="op">+</span> <span class="str">" and 8529\n"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t"> <span class="key">else</span> <span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t"> <span class="nam">end_recall</span> <span class="op">=</span> <span class="key">False</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t"> <span class="nam">i</span> <span class="op">=</span> <span class="nam">start_number</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"> <span class="key">while</span> <span class="nam">i</span> <span class="op"><=</span> <span class="nam">end_number</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t"> <span class="nam">requested_reviews</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">reviews</span><span class="op">[</span><span class="nam">i</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"Review # {i} : "</span> <span class="op">+</span> <span class="nam">str</span><span class="op">(</span><span class="nam">reviews</span><span class="op">[</span><span class="nam">i</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"> <span class="nam">i</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"><span class="com">#creates starting lists</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t"><span class="key">def</span> <span class="nam">get_tokens</span><span class="op">(</span><span class="nam">reviews</span><span class="op">,</span> <span class="nam">review_tokens_set</span><span class="op">,</span> <span class="nam">review_tokens_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t"> <span class="nam">positive_reviews</span><span class="op">,</span><span class="nam">neutral_reviews</span><span class="op">,</span><span class="nam">negative_reviews</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"> <span class="nam">positive_reviews_set</span><span class="op">,</span> <span class="nam">neutral_reviews_set</span><span class="op">,</span> <span class="nam">negative_reviews_set</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"> <span class="key">for</span> <span class="nam">review</span> <span class="key">in</span> <span class="nam">reviews</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t"> <span class="nam">token</span> <span class="op">=</span> <span class="nam">review</span><span class="op">[</span><span class="num">2</span><span class="op">:</span><span class="op">]</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t"> <span class="nam">review_tokens_set</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">token</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t"> <span class="nam">review_tokens_list</span> <span class="op">+=</span> <span class="nam">token</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t"> <span class="key">if</span> <span class="nam">review</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">==</span> <span class="str">"+"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t"> <span class="nam">positive_reviews</span> <span class="op">+=</span> <span class="nam">token</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t"> <span class="nam">positive_reviews_set</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">token</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t"> <span class="key">elif</span> <span class="nam">review</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">==</span> <span class="str">"0"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t"> <span class="nam">neutral_reviews</span> <span class="op">+=</span> <span class="nam">token</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t"> <span class="nam">neutral_reviews_set</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">token</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t"> <span class="key">elif</span> <span class="nam">review</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">==</span> <span class="str">"-"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">270 ↛ 260</span><span class="annotate long">line 270 didn't jump to line 260 because the condition on line 270 was always true</span></span></p>
+ <p class="run"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t"> <span class="nam">negative_reviews</span> <span class="op">+=</span> <span class="nam">token</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t"> <span class="nam">negative_reviews_set</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">token</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t"><span class="com">#reads the txt file and stores the lines in list</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t"><span class="key">def</span> <span class="nam">read_file</span><span class="op">(</span><span class="nam">reviews</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="str">"sentiment.txt"</span><span class="op">,</span> <span class="str">"r"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t"> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t"> <span class="nam">reviews</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="str">"\t\n"</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t"> <span class="key">except</span> <span class="nam">FileNotFoundError</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"Error - No file found"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"\n"</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">reviews</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">'__main__'</span><span class="op">:</span> </span><span class="r"><span class="annotate short">284 ↛ 285</span><span class="annotate long">line 284 didn't jump to line 285 because the condition on line 284 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t"> <span class="nam">main</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+</main>
+<footer>
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« prev</a>
+ <a class="nav" href="index.html">^ index</a>
+ <a class="nav" href="test_main_py.html">» next</a>
+
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+</footer>
+</body>
+</html>
diff --git a/htmlcov/status.json b/htmlcov/status.json
new file mode 100644
index 0000000..98d5428
--- /dev/null
+++ b/htmlcov/status.json
@@ -0,0 +1 @@
+{"note":"This file is an internal implementation detail to speed up HTML report generation. Its format can change at any time. You might be looking for the JSON report: https://coverage.rtfd.io/cmd.html#cmd-json","format":5,"version":"7.7.0","globals":"622450a644621a4facfb335d884ea345","files":{"sentiment_py":{"hash":"45a5e1ba16a16d0fe7a114d98747504a","index":{"url":"sentiment_py.html","file":"sentiment.py","description":"","nums":{"precision":0,"n_files":1,"n_statements":223,"n_excluded":0,"n_missing":140,"n_branches":110,"n_partial_branches":5,"n_missing_branches":75}}},"test_main_py":{"hash":"bede8dee9a6461472464a359fd663141","index":{"url":"test_main_py.html","file":"test_main.py","description":"","nums":{"precision":0,"n_files":1,"n_statements":170,"n_excluded":0,"n_missing":5,"n_branches":42,"n_partial_branches":9,"n_missing_branches":9}}}}}
\ No newline at end of file
diff --git a/htmlcov/style_cb_718ce007.css b/htmlcov/style_cb_718ce007.css
new file mode 100644
index 0000000..3cdaf05
--- /dev/null
+++ b/htmlcov/style_cb_718ce007.css
@@ -0,0 +1,337 @@
+@charset "UTF-8";
+/* Licensed under the Apache License: http://www.apache.org/licenses/LICENSE-2.0 */
+/* For details: https://github.com/nedbat/coveragepy/blob/master/NOTICE.txt */
+/* Don't edit this .css file. Edit the .scss file instead! */
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diff --git a/htmlcov/test_main_py.html b/htmlcov/test_main_py.html
new file mode 100644
index 0000000..b56352c
--- /dev/null
+++ b/htmlcov/test_main_py.html
@@ -0,0 +1,370 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+ <title>Coverage for test_main.py: 93%</title>
+ <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
+ <link rel="stylesheet" href="style_cb_718ce007.css" type="text/css">
+ <script src="coverage_html_cb_497bf287.js" defer></script>
+</head>
+<body class="pyfile">
+<header>
+ <div class="content">
+ <h1>
+ <span class="text">Coverage for </span><b>test_main.py</b>:
+ <span class="pc_cov">93%</span>
+ </h1>
+ <aside id="help_panel_wrapper">
+ <input id="help_panel_state" type="checkbox">
+ <label for="help_panel_state">
+ <img id="keyboard_icon" src="keybd_closed_cb_ce680311.png" alt="Show/hide keyboard shortcuts">
+ </label>
+ <div id="help_panel">
+ <p class="legend">Shortcuts on this page</p>
+ <div class="keyhelp">
+ <p>
+ <kbd>r</kbd>
+ <kbd>m</kbd>
+ <kbd>x</kbd>
+ <kbd>p</kbd>
+ toggle line displays
+ </p>
+ <p>
+ <kbd>j</kbd>
+ <kbd>k</kbd>
+ next/prev highlighted chunk
+ </p>
+ <p>
+ <kbd>0</kbd> (zero) top of page
+ </p>
+ <p>
+ <kbd>1</kbd> (one) first highlighted chunk
+ </p>
+ <p>
+ <kbd>[</kbd>
+ <kbd>]</kbd>
+ prev/next file
+ </p>
+ <p>
+ <kbd>u</kbd> up to the index
+ </p>
+ <p>
+ <kbd>?</kbd> show/hide this help
+ </p>
+ </div>
+ </div>
+ </aside>
+ <h2>
+ <span class="text">170 statements </span>
+ <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">165<span class="text"> run</span></button>
+ <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">5<span class="text"> missing</span></button>
+ <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">0<span class="text"> excluded</span></button>
+ <button type="button" class="par run show_par button_toggle_par" value="par" data-shortcut="p" title="Toggle lines partially run">9<span class="text"> partial</span></button>
+ </h2>
+ <p class="text">
+ <a id="prevFileLink" class="nav" href="sentiment_py.html">« prev</a>
+ <a id="indexLink" class="nav" href="index.html">^ index</a>
+ <a id="nextFileLink" class="nav" href="index.html">» next</a>
+
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ <aside class="hidden">
+ <button type="button" class="button_next_chunk" data-shortcut="j"></button>
+ <button type="button" class="button_prev_chunk" data-shortcut="k"></button>
+ <button type="button" class="button_top_of_page" data-shortcut="0"></button>
+ <button type="button" class="button_first_chunk" data-shortcut="1"></button>
+ <button type="button" class="button_prev_file" data-shortcut="["></button>
+ <button type="button" class="button_next_file" data-shortcut="]"></button>
+ <button type="button" class="button_to_index" data-shortcut="u"></button>
+ <button type="button" class="button_show_hide_help" data-shortcut="?"></button>
+ </aside>
+ </div>
+</header>
+<main id="source">
+ <p class="run"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="key">import</span> <span class="nam">unittest</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"><span class="key">import</span> <span class="nam">sentiment</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="key">from</span> <span class="nam">sentiment</span> <span class="key">import</span> <span class="nam">get_tokens</span><span class="op">,</span> <span class="nam">score_compute</span><span class="op">,</span> <span class="nam">save_stop_words</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="key">import</span> <span class="nam">os</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"><span class="key">class</span> <span class="nam">TestGetTokens</span><span class="op">(</span><span class="nam">unittest</span><span class="op">.</span><span class="nam">TestCase</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"> <span class="com"># creates file path to sentiment.txt file</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"> <span class="key">def</span> <span class="nam">setUp</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">reviews</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">review_tokens_set</span> <span class="op">=</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">review_tokens_list</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_set</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_set</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_set</span> <span class="op">=</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"> <span class="nam">sentiment</span><span class="op">.</span><span class="nam">read_file</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">reviews</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"> <span class="nam">sentiment</span><span class="op">.</span><span class="nam">get_tokens</span><span class="op">(</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">reviews</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">review_tokens_set</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">review_tokens_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_set</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_set</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_set</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">stop_words</span> <span class="op">=</span> <span class="nam">sentiment</span><span class="op">.</span><span class="nam">get_stop_words</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">output_file</span> <span class="op">=</span> <span class="str">"output.txt"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_01_token_count</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"> <span class="nam">review_tokens_set</span> <span class="op">=</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> <span class="nam">review_tokens_list</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> <span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">negative_reviews_list</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"> <span class="nam">positive_reviews_set</span><span class="op">,</span> <span class="nam">neutral_reviews_set</span><span class="op">,</span> <span class="nam">negative_reviews_set</span> <span class="op">=</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">set</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"> <span class="nam">get_tokens</span><span class="op">(</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">reviews</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"> <span class="nam">review_tokens_set</span><span class="op">,</span> <span class="nam">review_tokens_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> <span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">negative_reviews_list</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"> <span class="nam">positive_reviews_set</span><span class="op">,</span> <span class="nam">neutral_reviews_set</span><span class="op">,</span> <span class="nam">negative_reviews_set</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"> <span class="nam">token_count</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">review_tokens_set</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">review_tokens_set</span><span class="op">)</span><span class="op">,</span> <span class="num">16_444</span><span class="op">,</span> <span class="str">"Token count should be 16,444"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nTest 1 - Token Count: \nThe training data contains {token_count} tokens."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_02_word_frequencies</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"> <span class="nam">target_token</span> <span class="op">=</span> <span class="str">"too"</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> <span class="nam">expected_count</span> <span class="op">=</span> <span class="num">314</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"> <span class="nam">manual_count</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="num">1</span> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">review_tokens_list</span> <span class="key">if</span> <span class="nam">token</span> <span class="op">==</span> <span class="nam">target_token</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">manual_count</span><span class="op">,</span> <span class="nam">expected_count</span><span class="op">,</span> <span class="str">f"Expected {expected_count} occurrences of '{target_token}', but got {manual_count}."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"""\nTest 2 - Word Frequencies: \nThe training data contains {manual_count} appearances of the token "too"."""</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_03_token_statistics</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> <span class="nam">target_token</span> <span class="op">=</span> <span class="str">"too"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"> <span class="nam">expected_negative</span> <span class="op">=</span> <span class="num">200</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"> <span class="nam">expected_neutral</span> <span class="op">=</span> <span class="num">65</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"> <span class="nam">expected_positive</span> <span class="op">=</span> <span class="num">49</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"> <span class="nam">target_token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="str">""</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">expected_negative</span><span class="op">,</span> <span class="str">f"Incorrect negative count for '{target_token}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">expected_neutral</span><span class="op">,</span> <span class="str">f"Incorrect neutral count for '{target_token}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">expected_positive</span><span class="op">,</span> <span class="str">f"Incorrect positive count for '{target_token}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nTest 3 - Token Statistics: \nThe token "{target_token}" has {negative_counter} negative, '</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"> <span class="str">f'{neutral_counter} neutral, and {positive_counter} positive appearance(s) in the training data.'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_04_token_classification</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"> <span class="nam">target_token</span> <span class="op">=</span> <span class="str">"too"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"> <span class="nam">target_token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="str">""</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"> <span class="nam">expected_classification</span> <span class="op">=</span> <span class="str">"negative"</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">score_con</span><span class="op">,</span> <span class="nam">expected_classification</span><span class="op">,</span> <span class="str">f"Incorrect sentiment for '{target_token}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nTest 4 - Token Classification: \nThe token "{target_token}" is classified as {score_con}.'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_05_token_score</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"> <span class="nam">target_token</span> <span class="op">=</span> <span class="str">"too"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"> <span class="nam">target_token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="str">""</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"> <span class="nam">expected_score</span> <span class="op">=</span> <span class="op">-</span><span class="num">1.4990477543373988</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">score</span><span class="op">,</span> <span class="nam">expected_score</span><span class="op">,</span> <span class="str">f"Incorrect tf-idf score for '{target_token}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nTest 5 - Token Score: \nThe token "{target_token}" has a tf-idf score of {score}.'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_06_sentence_statistics_classifications</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"> <span class="nam">target_sentence</span> <span class="op">=</span> <span class="str">"absolutely detestable ; would not watch again"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"> <span class="nam">expected_negative</span> <span class="op">=</span> <span class="num">5</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"> <span class="nam">expected_neutral</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"> <span class="nam">expected_positive</span> <span class="op">=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"> <span class="nam">expected_unknown</span> <span class="op">=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"> <span class="nam">total_negative_reviews</span><span class="op">,</span> <span class="nam">total_neutral_reviews</span><span class="op">,</span> <span class="nam">total_positive_reviews</span><span class="op">,</span> <span class="nam">unknown_counter</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">valid_tokens</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">""</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"> <span class="nam">input_tokens</span> <span class="op">=</span> <span class="nam">target_sentence</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">input_tokens</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"> <span class="com"># Compute statistics for this token</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"> <span class="nam">token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="str">""</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"> <span class="key">if</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"positive"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="nam">total_positive_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"neutral"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">116 ↛ 117</span><span class="annotate long">line 116 didn't jump to line 117 because the condition on line 116 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="nam">total_neutral_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"negative"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">118 ↛ 120</span><span class="annotate long">line 118 didn't jump to line 120 because the condition on line 118 was always true</span></span></p>
+ <p class="run"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"> <span class="nam">total_negative_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"> <span class="nam">total_score</span> <span class="op">+=</span> <span class="nam">score</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"> <span class="nam">valid_tokens</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="nam">unknown_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">total_negative_reviews</span><span class="op">,</span> <span class="nam">expected_negative</span><span class="op">,</span> <span class="str">"Incorrect negative token count in sentence."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">total_neutral_reviews</span><span class="op">,</span> <span class="nam">expected_neutral</span><span class="op">,</span> <span class="str">"Incorrect neutral token count in sentence."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">total_positive_reviews</span><span class="op">,</span> <span class="nam">expected_positive</span><span class="op">,</span> <span class="str">"Incorrect positive token count in sentence."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">unknown_counter</span><span class="op">,</span> <span class="nam">expected_unknown</span><span class="op">,</span> <span class="str">"Incorrect unknown token count in sentence."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nTest 6 - Sentence Statistics Classification: \nThe sentence "{target_sentence}" has '</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"> <span class="str">f'{total_negative_reviews} negative, {total_neutral_reviews} neutral, '</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"> <span class="str">f'{total_positive_reviews} positive, and {unknown_counter} unknown token(s).'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_07_token_statistics_score</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"> <span class="nam">target_sentence</span> <span class="op">=</span> <span class="str">"absolutely detestable ; would not watch again"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"> <span class="nam">expected_score</span> <span class="op">=</span> <span class="op">-</span><span class="num">0.18812093738509109</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"> <span class="nam">total_negative_reviews</span><span class="op">,</span> <span class="nam">total_neutral_reviews</span><span class="op">,</span> <span class="nam">total_positive_reviews</span><span class="op">,</span> <span class="nam">unknown_counter</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">valid_tokens</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"> <span class="nam">score_con</span> <span class="op">=</span> <span class="str">""</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"> <span class="nam">input_tokens</span> <span class="op">=</span> <span class="nam">target_sentence</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">input_tokens</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"> <span class="nam">token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="str">""</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t"> <span class="key">if</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"positive"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"> <span class="nam">total_positive_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"neutral"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">153 ↛ 154</span><span class="annotate long">line 153 didn't jump to line 154 because the condition on line 153 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"> <span class="nam">total_neutral_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"negative"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">155 ↛ 157</span><span class="annotate long">line 155 didn't jump to line 157 because the condition on line 155 was always true</span></span></p>
+ <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"> <span class="nam">total_negative_reviews</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t"> <span class="nam">total_score</span> <span class="op">+=</span> <span class="nam">score</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"> <span class="nam">valid_tokens</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t"> <span class="nam">unknown_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"> <span class="nam">avg_score</span> <span class="op">=</span> <span class="nam">total_score</span> <span class="op">/</span> <span class="nam">valid_tokens</span> <span class="key">if</span> <span class="nam">valid_tokens</span> <span class="op">></span> <span class="num">0</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertAlmostEqual</span><span class="op">(</span><span class="nam">avg_score</span><span class="op">,</span> <span class="nam">expected_score</span><span class="op">,</span> <span class="nam">places</span><span class="op">=</span><span class="num">10</span><span class="op">,</span> <span class="nam">msg</span><span class="op">=</span><span class="str">"Incorrect average tf-idf score for sentence."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nTest 7 - Sentence Statistics Score: \nThe sentence "{target_sentence}" has an average tf-idf score of {avg_score}.'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_08_save_stop_words</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"> <span class="nam">save_stop_words</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertTrue</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">output_file</span><span class="op">)</span><span class="op">,</span> <span class="str">"Stop words file was not created."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"\nTest 8 - Save Stop Words:"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">output_file</span><span class="op">,</span> <span class="str">"r"</span><span class="op">,</span> <span class="nam">encoding</span><span class="op">=</span><span class="str">"utf-8"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"> <span class="nam">stop_words</span> <span class="op">=</span> <span class="op">[</span><span class="nam">line</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">file</span><span class="op">.</span><span class="nam">readlines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertGreater</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">stop_words</span><span class="op">)</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="str">"Stop words list is empty."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f"There is a total of {len(stop_words)} stop words in this list."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_09_non_stop_stats_classifications</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t"> <span class="nam">target_sentence</span> <span class="op">=</span> <span class="str">"absolutely detestable ; would not watch again"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"> <span class="nam">save_stop_words</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t"> <span class="nam">stop_words_file</span> <span class="op">=</span> <span class="str">"output.txt"</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">stop_words_file</span><span class="op">,</span> <span class="str">"r"</span><span class="op">,</span> <span class="nam">encoding</span><span class="op">=</span><span class="str">"utf-8"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t"> <span class="nam">stop_words</span> <span class="op">=</span> <span class="op">[</span><span class="nam">line</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">file</span><span class="op">.</span><span class="nam">readlines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t"> <span class="nam">input_tokens</span> <span class="op">=</span> <span class="nam">target_sentence</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"> <span class="nam">nonstop_tokens</span> <span class="op">=</span> <span class="op">[</span><span class="nam">token</span> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">input_tokens</span> <span class="key">if</span> <span class="nam">token</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">stop_words</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"> <span class="nam">stop_word_count</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">input_tokens</span><span class="op">)</span> <span class="op">-</span> <span class="nam">len</span><span class="op">(</span><span class="nam">nonstop_tokens</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"> <span class="nam">expected_negative</span> <span class="op">=</span> <span class="num">4</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"> <span class="nam">expected_neutral</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"> <span class="nam">expected_positive</span> <span class="op">=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"> <span class="nam">expected_unknown</span> <span class="op">=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">unknown_counter</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">valid_tokens</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">nonstop_tokens</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"> <span class="nam">neg</span><span class="op">,</span> <span class="nam">neu</span><span class="op">,</span> <span class="nam">pos</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span><span class="nam">token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="str">""</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t"> <span class="key">if</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"positive"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t"> <span class="nam">positive_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"neutral"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">207 ↛ 208</span><span class="annotate long">line 207 didn't jump to line 208 because the condition on line 207 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"> <span class="nam">neutral_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"negative"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">209 ↛ 212</span><span class="annotate long">line 209 didn't jump to line 212 because the condition on line 209 was always true</span></span></p>
+ <p class="run"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t"> <span class="nam">negative_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"> <span class="nam">total_score</span> <span class="op">+=</span> <span class="nam">score</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t"> <span class="nam">valid_tokens</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t"> <span class="nam">unknown_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">stop_word_count</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="str">"Incorrect stop-word count."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">expected_negative</span><span class="op">,</span> <span class="str">f"Incorrect negative count for '{target_sentence}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">expected_neutral</span><span class="op">,</span> <span class="str">f"Incorrect neutral count for '{target_sentence}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">expected_positive</span><span class="op">,</span> <span class="str">f"Incorrect positive count for '{target_sentence}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertEqual</span><span class="op">(</span><span class="nam">unknown_counter</span><span class="op">,</span> <span class="nam">expected_unknown</span><span class="op">,</span> <span class="str">f"Incorrect unknown count for '{target_sentence}'"</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nTest 9 - Non-Stop-Words Statistics Classifications: \nThe sentence "{target_sentence}" '</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t"> <span class="str">f'has {stop_word_count} stop-word token(s), and it has {negative_counter} negative, {neutral_counter} neutral,'</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"> <span class="str">f' {positive_counter} positive, and {unknown_counter} unknown non-stop-word token(s).'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"> <span class="key">def</span> <span class="nam">test_10_non_stop_stats_score</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"> <span class="nam">target_sentence</span> <span class="op">=</span> <span class="str">"absolutely detestable ; would not watch again"</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"> <span class="nam">save_stop_words</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t"> <span class="nam">stop_words_file</span> <span class="op">=</span> <span class="str">"output.txt"</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">stop_words_file</span><span class="op">,</span> <span class="str">"r"</span><span class="op">,</span> <span class="nam">encoding</span><span class="op">=</span><span class="str">"utf-8"</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"> <span class="nam">stop_words</span> <span class="op">=</span> <span class="op">[</span><span class="nam">line</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">file</span><span class="op">.</span><span class="nam">readlines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"> <span class="nam">input_tokens</span> <span class="op">=</span> <span class="nam">target_sentence</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"> <span class="nam">nonstop_tokens</span> <span class="op">=</span> <span class="op">[</span><span class="nam">token</span> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">input_tokens</span> <span class="key">if</span> <span class="nam">token</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">stop_words</span><span class="op">]</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"> <span class="nam">expected_avg_tfidf</span> <span class="op">=</span> <span class="op">-</span><span class="num">0.17687684751966531</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t"> <span class="nam">negative_counter</span><span class="op">,</span> <span class="nam">neutral_counter</span><span class="op">,</span> <span class="nam">positive_counter</span><span class="op">,</span> <span class="nam">unknown_counter</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">valid_tokens</span> <span class="op">=</span> <span class="num">0</span><span class="op">,</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t"> <span class="key">for</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">nonstop_tokens</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t"> <span class="key">if</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span> <span class="key">or</span> <span class="nam">token</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t"> <span class="nam">neg</span><span class="op">,</span> <span class="nam">neu</span><span class="op">,</span> <span class="nam">pos</span><span class="op">,</span> <span class="nam">score</span><span class="op">,</span> <span class="nam">score_con</span> <span class="op">=</span> <span class="nam">score_compute</span><span class="op">(</span><span class="nam">token</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">negative_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">neutral_reviews_list</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">positive_reviews_list</span><span class="op">,</span> <span class="str">""</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t"> <span class="key">if</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"positive"</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"> <span class="nam">positive_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"neutral"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">252 ↛ 253</span><span class="annotate long">line 252 didn't jump to line 253 because the condition on line 252 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t"> <span class="nam">neutral_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"> <span class="key">elif</span> <span class="nam">score_con</span> <span class="op">==</span> <span class="str">"negative"</span><span class="op">:</span> </span><span class="r"><span class="annotate short">254 ↛ 257</span><span class="annotate long">line 254 didn't jump to line 257 because the condition on line 254 was always true</span></span></p>
+ <p class="run"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t"> <span class="nam">negative_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t"> <span class="nam">total_score</span> <span class="op">+=</span> <span class="nam">score</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t"> <span class="nam">valid_tokens</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"> <span class="nam">unknown_counter</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t"> <span class="nam">avg_score</span> <span class="op">=</span> <span class="nam">total_score</span> <span class="op">/</span> <span class="nam">valid_tokens</span> <span class="key">if</span> <span class="nam">valid_tokens</span> <span class="op">></span> <span class="num">0</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">assertAlmostEqual</span><span class="op">(</span><span class="nam">avg_score</span><span class="op">,</span> <span class="nam">expected_avg_tfidf</span><span class="op">,</span> <span class="nam">places</span><span class="op">=</span><span class="num">5</span><span class="op">,</span> <span class="nam">msg</span><span class="op">=</span><span class="str">"Incorrect adjusted average tf-idf score."</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">f'\nTest 10 - Non-Stop-Words Statistics Score: \nThe sentence "{target_sentence}" has an adjusted average tf-idf score of {avg_score}.'</span><span class="op">)</span> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t"> </span><span class="r"></span></p>
+ <p class="par run show_par"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">'__main__'</span><span class="op">:</span> </span><span class="r"><span class="annotate short">270 ↛ 271</span><span class="annotate long">line 270 didn't jump to line 271 because the condition on line 270 was never true</span></span></p>
+ <p class="mis show_mis"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t"> <span class="nam">unittest</span><span class="op">.</span><span class="nam">main</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
+</main>
+<footer>
+ <div class="content">
+ <p>
+ <a class="nav" href="sentiment_py.html">« prev</a>
+ <a class="nav" href="index.html">^ index</a>
+ <a class="nav" href="index.html">» next</a>
+
+ <a class="nav" href="https://coverage.readthedocs.io/en/7.7.0">coverage.py v7.7.0</a>,
+ created at 2025-03-16 20:40 -0500
+ </p>
+ </div>
+</footer>
+</body>
+</html>
diff --git a/tests/test_main.py b/test_main.py
similarity index 96%
rename from tests/test_main.py
rename to test_main.py
index e08b550..e57595a 100644
--- a/tests/test_main.py
+++ b/test_main.py
@@ -1,4 +1,5 @@
import unittest
+import sentiment
from sentiment import get_tokens, score_compute, save_stop_words
import os
@@ -7,27 +8,21 @@ class TestGetTokens(unittest.TestCase):
# creates file path to sentiment.txt file
def setUp(self):
self.reviews = []
- base_dir = os.path.dirname(os.path.abspath(__file__))
- sentiment_dir = os.path.join(base_dir, "..")
- file_path = os.path.join(sentiment_dir, "sentiment.txt")
- with open(file_path, "r", encoding="utf-8") as file:
- self.reviews = file.readlines()
-
self.review_tokens_set = set()
- self.review_tokens_list = [] # Ensure it's initialized
+ self.review_tokens_list = []
self.positive_reviews_list, self.neutral_reviews_list, self.negative_reviews_list = [], [], []
self.positive_reviews_set, self.neutral_reviews_set, self.negative_reviews_set = set(), set(), set()
- get_tokens(
+ sentiment.read_file(self.reviews)
+ sentiment.get_tokens(
self.reviews,
self.review_tokens_set, self.review_tokens_list,
self.positive_reviews_list, self.neutral_reviews_list, self.negative_reviews_list,
self.positive_reviews_set, self.neutral_reviews_set, self.negative_reviews_set
)
+ self.stop_words = sentiment.get_stop_words()
self.output_file = "output.txt"
- if os.path.exists(self.output_file):
- os.remove(self.output_file)
def test_01_token_count(self):
review_tokens_set = set()
@@ -70,10 +65,6 @@ class TestGetTokens(unittest.TestCase):
self.assertEqual(neutral_counter, expected_neutral, f"Incorrect neutral count for '{target_token}'")
self.assertEqual(positive_counter, expected_positive, f"Incorrect positive count for '{target_token}'")
-
-
-
-
print(f'\nTest 3 - Token Statistics: \nThe token "{target_token}" has {negative_counter} negative, '
f'{neutral_counter} neutral, and {positive_counter} positive appearance(s) in the training data.')
diff --git a/tests/output.txt b/tests/output.txt
deleted file mode 100644
index e513906..0000000
--- a/tests/output.txt
+++ /dev/null
@@ -1,51 +0,0 @@
-,
-.
-a
-i
-'
-is
-of
-or
-in
-by
-so
-it
-'s
-an
-to
-be
-on
-at
-if
-as
---
-and
-all
-the
-are
-has
-one
-n't
-but
-his
-...
-its
-for
-you
-not
-this
-with
-like
-from
-that
-more
-than
-film
-what
-have
-about
-story
-movie
--lrb-
--rrb-
-there
--
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