first commit

admin/tool/analytics/classes/clihelper.php

@@ -0,0 +1,55 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Helper class that contains helper functions for cli scripts.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 onwards Ankit Agarwal
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics;
+
+defined('MOODLE_INTERNAL') || die();
+
+/**
+ * Helper class that contains helper functions for cli scripts.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 onwards Ankit Agarwal
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class clihelper {
+
+    /**
+     * List all models in the system. To be used from cli scripts.
+     *
+     * @return void
+     */
+    public static function list_models() {
+        cli_heading("List of models");
+        echo str_pad(get_string('modelid', 'tool_analytics'), 15, ' ') . ' ' . str_pad(get_string('name'), 50, ' ') .
+            ' ' . str_pad(get_string('status'), 15, ' ') . "\n";
+        $models = \core_analytics\manager::get_all_models();
+        foreach ($models as $model) {
+            $modelid = $model->get_id();
+            $isenabled = $model->is_enabled() ? get_string('enabled', 'tool_analytics') : get_string('disabled', 'tool_analytics');
+            $name = $model->get_name();
+            echo str_pad($modelid, 15, ' ') . ' ' . str_pad($name, 50, ' ') . ' ' . str_pad($isenabled, 15, ' ') . "\n";
+        }
+    }
+}

admin/tool/analytics/classes/external.php

@@ -0,0 +1,109 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * This is the external API for this component.
+ *
+ * @package    tool_analytics
+ * @copyright  2019 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics;
+
+use core_external\external_api;
+use core_external\external_function_parameters;
+use core_external\external_value;
+use core_external\external_single_structure;
+use core_external\external_multiple_structure;
+
+/**
+ * This is the external API for this component.
+ *
+ * @copyright  2019 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class external extends external_api {
+
+    const MAX_CONTEXTS_RETURNED = 100;
+
+    /**
+     * potential_contexts parameters.
+     *
+     * @since  Moodle 3.8
+     * @return external_function_parameters
+     */
+    public static function potential_contexts_parameters() {
+        return new external_function_parameters(
+            array(
+                'query' => new external_value(PARAM_NOTAGS, 'The model id', VALUE_DEFAULT),
+                'modelid' => new external_value(PARAM_INT, 'The model id', VALUE_DEFAULT)
+            )
+        );
+    }
+
+    /**
+     * Return the contexts that match the provided query.
+     *
+     * @since  Moodle 3.8
+     * @param  string|null $query
+     * @param  int|null $modelid
+     * @return array an array of contexts
+     */
+    public static function potential_contexts(?string $query = null, ?int $modelid = null) {
+
+        $params = self::validate_parameters(self::potential_contexts_parameters(), ['modelid' => $modelid, 'query' => $query]);
+
+        \core_analytics\manager::check_can_manage_models();
+
+        if ($params['modelid']) {
+            $model = new \core_analytics\model($params['modelid']);
+            $contexts = ($model->get_analyser(['notimesplitting' => true]))::potential_context_restrictions($params['query']);
+        } else {
+            $contexts = \core_analytics\manager::get_potential_context_restrictions(null, $params['query']);
+        }
+
+        $contextoptions = [];
+        $i = 0;
+        foreach ($contexts as $contextid => $contextname) {
+
+            if ($i === self::MAX_CONTEXTS_RETURNED) {
+                // Limited to MAX_CONTEXTS_RETURNED items.
+                break;
+            }
+
+            $contextoptions[] = ['id' => $contextid, 'name' => $contextname];
+            $i++;
+        }
+
+        return $contextoptions;
+    }
+
+    /**
+     * potential_contexts return
+     *
+     * @since  Moodle 3.8
+     * @return \core_external\external_description
+     */
+    public static function potential_contexts_returns() {
+        return new external_multiple_structure(
+            new external_single_structure([
+                'id'    => new external_value(PARAM_INT, 'ID of the context'),
+                'name'  => new external_value(PARAM_NOTAGS, 'The context name')
+            ])
+        );
+    }
+}

admin/tool/analytics/classes/output/form/edit_model.php

@@ -0,0 +1,235 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Model edit form.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output\form;
+
+defined('MOODLE_INTERNAL') || die();
+
+require_once($CFG->dirroot.'/lib/formslib.php');
+
+/**
+ * Model edit form.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class edit_model extends \moodleform {
+
+    /**
+     * Form definition
+     */
+    public function definition() {
+        global $OUTPUT;
+
+        $mform = $this->_form;
+
+        if ($this->_customdata['trainedmodel'] && $this->_customdata['staticmodel'] === false) {
+            $message = get_string('edittrainedwarning', 'tool_analytics');
+            $mform->addElement('html', $OUTPUT->notification($message, \core\output\notification::NOTIFY_WARNING));
+        }
+
+        $mform->addElement('advcheckbox', 'enabled', get_string('enabled', 'tool_analytics'));
+
+        // Target.
+        if (!empty($this->_customdata['targets'])) {
+            $targets = array('' => '');
+            foreach ($this->_customdata['targets'] as $classname => $target) {
+                $optionname = \tool_analytics\output\helper::class_to_option($classname);
+                $targets[$optionname] = $target->get_name();
+            }
+
+            $mform->addElement('select', 'target', get_string('target', 'tool_analytics'), $targets);
+            $mform->addHelpButton('target', 'target', 'tool_analytics');
+            $mform->addRule('target', get_string('required'), 'required', null, 'client');
+        }
+
+        if (!empty($this->_customdata['targetname']) && !empty($this->_customdata['targetclass'])) {
+            $mform->addElement('static', 'targetname', get_string('target', 'tool_analytics'), $this->_customdata['targetname']);
+            $mform->addElement('hidden', 'target',
+                \tool_analytics\output\helper::class_to_option($this->_customdata['targetclass']));
+            // We won't update the model's target so no worries about its format (we can't use PARAM_ALPHANUMEXT
+            // because of class_to_option).
+            $mform->setType('target', PARAM_TEXT);
+        }
+
+        // Indicators.
+        if (!$this->_customdata['staticmodel']) {
+            $indicators = array();
+            foreach ($this->_customdata['indicators'] as $classname => $indicator) {
+                $optionname = \tool_analytics\output\helper::class_to_option($classname);
+                $indicators[$optionname] = $indicator->get_name();
+            }
+            $options = array(
+                'multiple' => true
+            );
+            $mform->addElement('autocomplete', 'indicators', get_string('indicators', 'tool_analytics'), $indicators, $options);
+            $mform->setType('indicators', PARAM_ALPHANUMEXT);
+            $mform->addHelpButton('indicators', 'indicators', 'tool_analytics');
+        }
+
+        // Time-splitting methods.
+        if (!empty($this->_customdata['invalidcurrenttimesplitting'])) {
+            $mform->addElement('html', $OUTPUT->notification(
+                get_string('invalidcurrenttimesplitting', 'tool_analytics'),
+                \core\output\notification::NOTIFY_WARNING)
+            );
+        }
+
+        $timesplittings = array('' => '');
+        foreach ($this->_customdata['timesplittings'] as $classname => $timesplitting) {
+            $optionname = \tool_analytics\output\helper::class_to_option($classname);
+            $timesplittings[$optionname] = $timesplitting->get_name();
+        }
+        $mform->addElement('select', 'timesplitting', get_string('timesplittingmethod', 'analytics'), $timesplittings);
+        $mform->addHelpButton('timesplitting', 'timesplittingmethod', 'analytics');
+
+        // Contexts restriction.
+        if (!empty($this->_customdata['supportscontexts'])) {
+
+            $options = [
+                'ajax' => 'tool_analytics/potential-contexts',
+                'multiple' => true,
+                'noselectionstring' => get_string('all')
+            ];
+
+            if (!empty($this->_customdata['id'])) {
+                $options['modelid'] = $this->_customdata['id'];
+                $contexts = $this->load_current_contexts();
+            } else {
+                // No need to preload any selected contexts.
+                $contexts = [];
+            }
+
+            $mform->addElement('autocomplete', 'contexts', get_string('contexts', 'tool_analytics'), $contexts, $options);
+            $mform->setType('contexts', PARAM_INT);
+            $mform->addHelpButton('contexts', 'contexts', 'tool_analytics');
+        }
+
+        // Predictions processor.
+        if (!$this->_customdata['staticmodel']) {
+            $defaultprocessor = \core_analytics\manager::get_predictions_processor_name(
+                \core_analytics\manager::get_predictions_processor()
+            );
+            $predictionprocessors = ['' => get_string('defaultpredictoroption', 'analytics', $defaultprocessor)];
+            foreach ($this->_customdata['predictionprocessors'] as $classname => $predictionsprocessor) {
+                if ($predictionsprocessor->is_ready() !== true) {
+                    continue;
+                }
+                $optionname = \tool_analytics\output\helper::class_to_option($classname);
+                $predictionprocessors[$optionname] = \core_analytics\manager::get_predictions_processor_name($predictionsprocessor);
+            }
+
+            $mform->addElement('select', 'predictionsprocessor', get_string('predictionsprocessor', 'analytics'),
+                $predictionprocessors);
+            $mform->addHelpButton('predictionsprocessor', 'predictionsprocessor', 'analytics');
+        }
+
+        if (!empty($this->_customdata['id'])) {
+            $mform->addElement('hidden', 'id', $this->_customdata['id']);
+            $mform->setType('id', PARAM_INT);
+
+            $mform->addElement('hidden', 'action', 'edit');
+            $mform->setType('action', PARAM_ALPHANUMEXT);
+        }
+
+        $this->add_action_buttons();
+    }
+
+    /**
+     * Form validation
+     *
+     * @param array $data data from the form.
+     * @param array $files files uploaded.
+     *
+     * @return array of errors.
+     */
+    public function validation($data, $files) {
+        $errors = parent::validation($data, $files);
+
+        $targetclass = \tool_analytics\output\helper::option_to_class($data['target']);
+        $target = \core_analytics\manager::get_target($targetclass);
+
+        if (!empty($data['timesplitting'])) {
+            $timesplittingclass = \tool_analytics\output\helper::option_to_class($data['timesplitting']);
+            if (\core_analytics\manager::is_valid($timesplittingclass, '\core_analytics\local\time_splitting\base') === false) {
+                $errors['timesplitting'] = get_string('errorinvalidtimesplitting', 'analytics');
+            }
+
+            $timesplitting = \core_analytics\manager::get_time_splitting($timesplittingclass);
+            if (!$target->can_use_timesplitting($timesplitting)) {
+                $errors['timesplitting'] = get_string('invalidtimesplitting', 'tool_analytics');
+            }
+        }
+
+        if (!empty($data['contexts'])) {
+
+            $analyserclass = $target->get_analyser_class();
+            if (!$potentialcontexts = $analyserclass::potential_context_restrictions()) {
+                $errors['contexts'] = get_string('errornocontextrestrictions', 'analytics');
+            } else {
+
+                // Flip the contexts array so we can just diff by key.
+                $selectedcontexts = array_flip($data['contexts']);
+                $invalidcontexts = array_diff_key($selectedcontexts, $potentialcontexts);
+                if (!empty($invalidcontexts)) {
+                    $errors['contexts'] = get_string('errorinvalidcontexts', 'analytics');
+                }
+            }
+        }
+
+        if (!$this->_customdata['staticmodel']) {
+            if (empty($data['indicators'])) {
+                $errors['indicators'] = get_string('errornoindicators', 'analytics');
+            } else {
+                foreach ($data['indicators'] as $indicator) {
+                    $realindicatorname = \tool_analytics\output\helper::option_to_class($indicator);
+                    if (\core_analytics\manager::is_valid($realindicatorname, '\core_analytics\local\indicator\base') === false) {
+                        $errors['indicators'] = get_string('errorinvalidindicator', 'analytics', $realindicatorname);
+                    }
+                }
+            }
+        }
+
+        if (!empty($data['enabled']) && empty($data['timesplitting'])) {
+            $errors['enabled'] = get_string('errorcantenablenotimesplitting', 'tool_analytics');
+        }
+
+        return $errors;
+    }
+
+    /**
+     * Load the currently selected context options.
+     *
+     * @return array
+     */
+    protected function load_current_contexts() {
+        $contexts = [];
+        foreach ($this->_customdata['contexts'] as $context) {
+            $contexts[$context->id] = $context->get_context_name(true, true);
+        }
+
+        return $contexts;
+    }
+}

admin/tool/analytics/classes/output/form/import_model.php

@@ -0,0 +1,58 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Model upload form.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 onwards Ankit Agarwal
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output\form;
+
+defined('MOODLE_INTERNAL') || die();
+
+require_once($CFG->libdir.'/formslib.php');
+
+/**
+ * Model upload form.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 onwards Ankit Agarwal
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class import_model extends \moodleform {
+
+    /**
+     * Form definition.
+     *
+     * @return null
+     */
+    public function definition() {
+        $mform = $this->_form;
+
+        $mform->addElement('header', 'settingsheader', get_string('importmodel', 'tool_analytics'));
+
+        $mform->addElement('filepicker', 'modelfile', get_string('file'), null, ['accepted_types' => '.zip']);
+        $mform->addRule('modelfile', null, 'required');
+
+        $mform->addElement('advcheckbox', 'ignoreversionmismatches', get_string('ignoreversionmismatches', 'tool_analytics'),
+            get_string('ignoreversionmismatchescheckbox', 'tool_analytics'));
+
+        $this->add_action_buttons(true, get_string('import'));
+    }
+}

admin/tool/analytics/classes/output/helper.php

@@ -0,0 +1,158 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Typical crappy helper class with tiny functions.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output;
+
+defined('MOODLE_INTERNAL') || die();
+
+/**
+ * Helper class with general purpose tiny functions.
+ *
+ * @package   tool_analytics
+ * @copyright 2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class helper {
+
+    /**
+     * Converts a class full name to a select option key
+     *
+     * @param string $class
+     * @return string
+     */
+    public static function class_to_option($class) {
+        // Form field is PARAM_ALPHANUMEXT and we are sending fully qualified class names
+        // as option names, but replacing the backslash for a string that is really unlikely
+        // to ever be part of a class name.
+        return str_replace('\\', '__', $class ?? '');
+    }
+
+    /**
+     * option_to_class
+     *
+     * @param string $option
+     * @return string
+     */
+    public static function option_to_class($option) {
+        // Really unlikely but yeah, I'm a bad booyyy.
+        return str_replace('__', '\\', $option);
+    }
+
+    /**
+     * Sets an analytics > analytics models > $title breadcrumb.
+     *
+     * @param string $title
+     * @param \moodle_url $url
+     * @param \context|null $context Defaults to context_system
+     * @return null
+     */
+    public static function set_navbar(string $title, \moodle_url $url, ?\context $context = null) {
+        global $PAGE;
+
+        if (!$context) {
+            $context = \context_system::instance();
+        }
+
+        $PAGE->set_context($context);
+        $PAGE->set_url($url);
+        $PAGE->set_secondary_active_tab('siteadminnode');
+        $PAGE->set_primary_active_tab('siteadminnode');
+
+        if ($siteadmin = $PAGE->settingsnav->find('root', \navigation_node::TYPE_SITE_ADMIN)) {
+            $PAGE->navbar->add($siteadmin->get_content(), $siteadmin->action(),
+                \breadcrumb_navigation_node::TYPE_SITE_ADMIN, null, 'root');
+        }
+
+        if ($analytics = $PAGE->settingsnav->find('analytics', \navigation_node::TYPE_SETTING)) {
+            $PAGE->navbar->add($analytics->get_content(), $analytics->action());
+        }
+        if ($analyticmodels = $PAGE->settingsnav->find('analyticmodels', \navigation_node::TYPE_SETTING)) {
+            $PAGE->navbar->add($analyticmodels->get_content(), $analyticmodels->action());
+        }
+        $PAGE->navbar->add($title);
+
+        $PAGE->set_pagelayout('report');
+        $PAGE->set_title($title);
+        $PAGE->set_heading($title);
+    }
+
+    /**
+     * Resets the current page.
+     *
+     * Note that this function can only be used by analytics pages that work at the system context.
+     *
+     * @return null
+     */
+    public static function reset_page() {
+        global $PAGE;
+        $PAGE->reset_theme_and_output();
+        $PAGE->set_context(\context_system::instance());
+    }
+    /**
+     * Convert a list of contexts to an associative array where the value is the context name.
+     *
+     * @param  array            $contexts
+     * @param  \moodle_url      $url
+     * @param  \renderer_base   $output
+     * @param  int|null         $selected
+     * @param  bool             $includeall
+     * @param  bool             $shortentext
+     * @return \stdClass
+     */
+    public static function prediction_context_selector(array $contexts, \moodle_url $url, \renderer_base $output,
+            ?int $selected = null, ?bool $includeall = false, ?bool $shortentext = true): \stdClass {
+
+        foreach ($contexts as $contextid => $unused) {
+            // We prepare this to be used as single_select template options.
+            $context = \context::instance_by_id($contextid);
+
+            // Special name for system level predictions as showing "System is not visually nice".
+            if ($contextid == SYSCONTEXTID) {
+                $contextname = get_string('allpredictions', 'tool_analytics');
+            } else {
+                if ($shortentext) {
+                    $contextname = shorten_text($context->get_context_name(false, true), 40);
+                } else {
+                    $contextname = $context->get_context_name(false, true);
+                }
+            }
+            $contexts[$contextid] = $contextname;
+        }
+
+        if ($includeall) {
+            $contexts[0] = get_string('all');
+            $nothing = '';
+        } else {
+            $nothing = array('' => 'choosedots');
+        }
+
+        \core_collator::asort($contexts);
+
+        if (!$selected) {
+            $selected = '';
+        }
+        $singleselect = new \single_select($url, 'contextid', $contexts, $selected, $nothing);
+        return $singleselect->export_for_template($output);
+    }
+}

admin/tool/analytics/classes/output/insights_report.php

@@ -0,0 +1,184 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Insights report renderable.
+ *
+ * @package    tool_analytics
+ * @copyright  2019 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output;
+
+defined('MOODLE_INTERNAL') || die;
+
+/**
+ * Insights report renderable.
+ *
+ * @package    tool_analytics
+ * @copyright  2019 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class insights_report implements \renderable, \templatable {
+
+    /**
+     * @var \core_analytics\model
+     */
+    private $model = null;
+
+    /**
+     * @var \context
+     */
+    private $context = null;
+
+    /**
+     * Inits the insights report renderable.
+     *
+     * @param \core_analytics\model $model
+     * @param int|null $contextid
+     * @return null
+     */
+    public function __construct(\core_analytics\model $model, ?int $contextid = null) {
+        $this->model = $model;
+        if ($contextid) {
+            $this->context = \context::instance_by_id($contextid);
+        }
+    }
+
+    /**
+     * Export the data.
+     *
+     * @param \renderer_base $output
+     * @return \stdClass
+     */
+    public function export_for_template(\renderer_base $output): \stdClass {
+
+        // Prepare the context object.
+        $data = new \stdClass();
+        $data->modelname = $this->model->get_name();
+
+        $data->charts = [];
+
+        $predictionactionrecords = $this->model->get_prediction_actions($this->context);
+
+        // Context selector.
+        $predictioncontexts = $this->model->get_predictions_contexts(false);
+        if ($predictioncontexts && count($predictioncontexts) > 1) {
+            $url = new \moodle_url('/admin/tool/analytics/model.php', ['id' => $this->model->get_id(),
+                'action' => 'insightsreport']);
+
+            if ($this->context) {
+                $selected = $this->context->id;
+            } else {
+                // This is the 'all' option.
+                $selected = 0;
+            }
+            $data->contextselect = \tool_analytics\output\helper::prediction_context_selector($predictioncontexts,
+                $url, $output, $selected, true, false);
+        }
+
+        if ($predictionactionrecords->valid()) {
+
+            foreach ($predictionactionrecords as $record) {
+
+                // Using this unusual execution flow to init the chart data because $predictionactionrecords
+                // is a \moodle_recordset.
+                if (empty($actionlabels)) {
+                    list($actionlabels, $actionvalues, $actiontypes) = $this->init_action_labels($record);
+                }
+
+                // One value for each action.
+                $actionvalues['separated'][$record->actionname]++;
+
+                // Grouped value.
+                $actiontype = $actiontypes[$record->actionname];
+                $actionvalues['grouped'][$actiontype]++;
+            }
+            $predictionactionrecords->close();
+
+            // Actions doughtnut.
+            $chart = new \core\chart_pie();
+            $chart->set_doughnut(true);
+            $chart->set_title(get_string('actionsexecutedbyusers', 'tool_analytics'));
+            $series = new \core\chart_series(get_string('actions', 'tool_analytics'),
+                array_values($actionvalues['separated']));
+            $chart->add_series($series);
+            $chart->set_labels(array_values($actionlabels['separated']));
+            $data->separatedchart = $output->render($chart);
+
+            // Positive/negative/neutral bar chart.
+            $chart = new \core\chart_bar();
+            $chart->set_title(get_string('actionexecutedgroupedusefulness', 'tool_analytics'));
+            $series = new \core\chart_series(get_string('actions', 'tool_analytics'),
+                array_values($actionvalues['grouped']));
+            $chart->add_series($series);
+            $chart->set_labels(array_values($actionlabels['grouped']));
+            $data->groupedchart = $output->render($chart);
+
+        } else {
+            $predictionactionrecords->close();
+            $data->noactions = [
+                'message' => get_string('noactionsfound', 'tool_analytics'),
+                'announce' => true,
+            ];
+        }
+        return $data;
+    }
+
+    /**
+     * Initialises the action labels and values in this model.
+     *
+     * @param  \stdClass $predictionactionrecord
+     * @return array Two-dimensional array with the labels and values initialised to zero.
+     */
+    private function init_action_labels(\stdClass $predictionactionrecord): array {
+
+        $predictioncontext = \context::instance_by_id($predictionactionrecord->contextid);
+
+        // Just 1 result, we just want to retrieve the prediction action names.
+        list ($unused, $predictions) = $this->model->get_predictions($predictioncontext, false, 0, 1);
+
+        // We pass 'true' for $isinsightuser so all the prediction actions available for this target are returning.
+        $predictionactions = $this->model->get_target()->prediction_actions(reset($predictions), true, true);
+
+        $actionlabels = [];
+        $actionvalues = ['separated' => [], 'grouped' => []];
+        $actiontypes = [];
+        foreach ($predictionactions as $action) {
+            $actionlabels['separated'][$action->get_action_name()] = $action->get_text();
+            $actionvalues['separated'][$action->get_action_name()] = 0;
+            $actiontypes[$action->get_action_name()] = $action->get_type();
+        }
+
+        $bulkactions = $this->model->get_target()->bulk_actions($predictions);
+        foreach ($bulkactions as $action) {
+            $actionlabels['separated'][$action->get_action_name()] = $action->get_text();
+            $actionvalues['separated'][$action->get_action_name()] = 0;
+            $actiontypes[$action->get_action_name()] = $action->get_type();
+        }
+
+        $actionlabels['grouped'][\core_analytics\action::TYPE_POSITIVE] = get_string('useful', 'analytics');
+        $actionlabels['grouped'][\core_analytics\action::TYPE_NEUTRAL] = get_string('neutral', 'analytics');
+        $actionlabels['grouped'][\core_analytics\action::TYPE_NEGATIVE] = get_string('notuseful', 'analytics');
+
+        $actionvalues['grouped'][\core_analytics\action::TYPE_POSITIVE] = 0;
+        $actionvalues['grouped'][\core_analytics\action::TYPE_NEUTRAL] = 0;
+        $actionvalues['grouped'][\core_analytics\action::TYPE_NEGATIVE] = 0;
+
+        return [$actionlabels, $actionvalues, $actiontypes];
+    }
+}

admin/tool/analytics/classes/output/invalid_analysables.php

@@ -0,0 +1,167 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Invalid analysables renderable.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output;
+
+defined('MOODLE_INTERNAL') || die;
+
+/**
+ * Invalid analysables renderable.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class invalid_analysables implements \renderable, \templatable {
+
+    /**
+     * @var \core_analytics\model
+     */
+    protected $model = null;
+
+    /**
+     * @var int
+     */
+    protected $page = 0;
+
+    /**
+     * @var int
+     */
+    protected $perpage = 0;
+
+    /**
+     * Inits the invalid analysables renderable.
+     *
+     * @param \core_analytics\model $model
+     * @param int $page
+     * @param int $perpage
+     * @return \stdClass
+     */
+    public function __construct(\core_analytics\model $model, $page, $perpage) {
+
+        $this->model = $model;
+        $this->page = $page;
+        $this->perpage = $perpage;
+    }
+
+    /**
+     * Export the data.
+     *
+     * @param \renderer_base $output
+     * @return \stdClass
+     */
+    public function export_for_template(\renderer_base $output) {
+        global $PAGE;
+
+        $offset = $this->page * $this->perpage;
+
+        $contexts = $this->model->get_contexts();
+        $analysables = $this->model->get_analyser(['notimesplitting' => true])->get_analysables_iterator(null, $contexts);
+
+        $skipped = 0;
+        $enoughresults = false;
+        $morepages = false;
+        $results = array();
+        foreach ($analysables as $analysable) {
+
+            if (!$analysable) {
+                continue;
+            }
+
+            $validtraining = $this->model->get_target()->is_valid_analysable($analysable, true);
+            if ($validtraining === true) {
+                if ($this->model->is_static()) {
+                    // We still want to show this analysable if it is not valid to get predictions.
+                    $validtraining = get_string('notrainingbasedassumptions', 'analytics');
+                } else {
+                    // We skip analysables that are valid for training or valid for prediction.
+                    continue;
+                }
+            }
+
+            $validprediction = $this->model->get_target()->is_valid_analysable($analysable, false);
+            if ($validprediction === true) {
+                // We skip analysables that are valid for training or valid for prediction.
+                continue;
+            }
+
+            if ($offset && $skipped < $offset) {
+                $skipped++;
+                continue;
+            }
+
+            // Add a new results if we don't have enough yet.
+            if (!$enoughresults) {
+                $results[$analysable->get_id()] = array($analysable, $validtraining, $validprediction);
+                if ($this->perpage && count($results) === $this->perpage) {
+                    $enoughresults = true;
+                }
+            } else {
+                // Confirmed that we have results we can not fit into this page.
+                $morepages = true;
+                break;
+            }
+        }
+
+        // Prepare the context object.
+        $data = new \stdClass();
+        $data->modelname = $this->model->get_name();
+
+        if ($this->page > 0) {
+            $prev = clone $PAGE->url;
+            $prev->param('page', $this->page - 1);
+            $button = new \single_button($prev, get_string('previouspage', 'tool_analytics'), 'get');
+            $data->prev = $button->export_for_template($output);
+        }
+        if ($morepages) {
+            $next = clone $PAGE->url;
+            $next->param('page', $this->page + 1);
+            $button = new \single_button($next, get_string('nextpage', 'tool_analytics'), 'get');
+            $data->next = $button->export_for_template($output);
+        }
+
+        $data->analysables = [];
+        foreach ($results as list($analysable, $validtraining, $validprediction)) {
+            $obj = new \stdClass();
+            $obj->url = \html_writer::link($analysable->get_context()->get_url(), $analysable->get_name(),
+                array('target' => '_blank'));
+
+            if ($validtraining !== true) {
+                $obj->validtraining = $validtraining;
+            }
+            if ($validprediction !== true) {
+                $obj->validprediction = $validprediction;
+            }
+            $data->analysables[] = $obj;
+        }
+
+        if (empty($data->analysables)) {
+            $data->noanalysables = [
+                'message' => get_string('noinvalidanalysables', 'tool_analytics'),
+                'announce' => true,
+            ];
+        }
+        return $data;
+    }
+}

admin/tool/analytics/classes/output/model_logs.php

@@ -0,0 +1,217 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Model logs table class.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output;
+
+defined('MOODLE_INTERNAL') || die;
+require_once($CFG->libdir . '/tablelib.php');
+
+/**
+ * Model logs table class.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class model_logs extends \table_sql {
+
+    /**
+     * @var \core_analytics\model
+     */
+    protected $model = null;
+
+    /**
+     * @var string|false
+     */
+    protected $evaluationmode = false;
+
+    /**
+     * Sets up the table_log parameters.
+     *
+     * @param string $uniqueid unique id of form.
+     * @param \core_analytics\model $model
+     */
+    public function __construct($uniqueid, $model) {
+        global $PAGE;
+
+        parent::__construct($uniqueid);
+
+        $this->model = $model;
+
+        $this->set_attribute('class', 'modellog generaltable generalbox');
+        $this->set_attribute('aria-live', 'polite');
+
+        $this->define_columns(array('time', 'version', 'evaluationmode', 'indicators', 'timesplitting',
+            'accuracy', 'info', 'usermodified'));
+        $this->define_headers(array(
+            get_string('time'),
+            get_string('version'),
+            get_string('evaluationmode', 'tool_analytics'),
+            get_string('indicators', 'tool_analytics'),
+            get_string('timesplittingmethod', 'analytics'),
+            get_string('accuracy', 'tool_analytics'),
+            get_string('info', 'tool_analytics'),
+            get_string('fullnameuser'),
+        ));
+
+        $evaluationmodehelp = new \help_icon('evaluationmode', 'tool_analytics');
+        $this->define_help_for_headers([null, null, $evaluationmodehelp, null, null, null, null, null]);
+
+        $this->pageable(true);
+        $this->collapsible(false);
+        $this->sortable(false);
+        $this->is_downloadable(false);
+
+        $this->evaluationmode = optional_param('evaluationmode', false, PARAM_ALPHANUM);
+        if ($this->evaluationmode && $this->evaluationmode != 'configuration' && $this->evaluationmode != 'trainedmodel') {
+            $this->evaluationmode = '';
+        }
+
+        $this->define_baseurl($PAGE->url);
+    }
+
+    /**
+     * Generate the version column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the version column
+     */
+    public function col_version($log) {
+        $recenttimestr = get_string('strftimerecent', 'core_langconfig');
+        return userdate($log->version, $recenttimestr);
+    }
+
+    /**
+     * Generate the evaluation mode column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the evaluationmode column
+     */
+    public function col_evaluationmode($log) {
+        return get_string('evaluationmodecol' . $log->evaluationmode, 'tool_analytics');
+    }
+    /**
+     * Generate the time column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the time column
+     */
+    public function col_time($log) {
+        $recenttimestr = get_string('strftimerecent', 'core_langconfig');
+        return userdate($log->timecreated, $recenttimestr);
+    }
+
+    /**
+     * Generate the indicators column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the indicators column
+     */
+    public function col_indicators($log) {
+        $indicatorclasses = json_decode($log->indicators);
+        $indicators = array();
+        foreach ($indicatorclasses as $indicatorclass) {
+            $indicator = \core_analytics\manager::get_indicator($indicatorclass);
+            if ($indicator) {
+                $indicators[] = $indicator->get_name();
+            } else {
+                debugging('Can\'t load ' . $indicatorclass . ' indicator', DEBUG_DEVELOPER);
+            }
+        }
+        return '<ul><li>' . implode('</li><li>', $indicators) . '</li></ul>';
+    }
+
+    /**
+     * Generate the context column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the context column
+     */
+    public function col_timesplitting($log) {
+        $timesplitting = \core_analytics\manager::get_time_splitting($log->timesplitting);
+        return $timesplitting->get_name();
+    }
+
+    /**
+     * Generate the accuracy column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the accuracy column
+     */
+    public function col_accuracy($log) {
+        return strval(round($log->score * 100, 2)) . '%';
+    }
+
+    /**
+     * Generate the info column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the score column
+     */
+    public function col_info($log) {
+        global $PAGE;
+
+        if (empty($log->info) && empty($log->dir)) {
+            return '';
+        }
+
+        $info = array();
+        if (!empty($log->info)) {
+            $info = json_decode($log->info);
+        }
+        if (!empty($log->dir)) {
+            $info[] = get_string('predictorresultsin', 'tool_analytics', $log->dir);
+        }
+        $PAGE->requires->js_call_amd('tool_analytics/log_info', 'loadInfo', array($log->id, $info));
+        return \html_writer::link('#', get_string('view'), array('data-model-log-id' => $log->id));
+    }
+
+    /**
+     * Generate the usermodified column.
+     *
+     * @param \stdClass $log log data.
+     * @return string HTML for the usermodified column
+     */
+    public function col_usermodified($log) {
+        $user = \core_user::get_user($log->usermodified);
+        return fullname($user);
+    }
+
+    /**
+     * Query the logs table. Store results in the object for use by build_table.
+     *
+     * @param int $pagesize size of page for paginated displayed table.
+     * @param bool $useinitialsbar do you want to use the initials bar.
+     */
+    public function query_db($pagesize, $useinitialsbar = true) {
+        $total = count($this->model->get_logs());
+        $this->pagesize($pagesize, $total);
+        $this->rawdata = $this->model->get_logs($this->get_page_start(), $this->get_page_size());
+
+        // Set initial bars.
+        if ($useinitialsbar) {
+            $this->initialbars($total > $pagesize);
+        }
+    }
+}

admin/tool/analytics/classes/output/models_list.php

@@ -0,0 +1,387 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Prediction models list page.
+ *
+ * @package    tool_analytics
+ * @copyright  2016 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output;
+
+defined('MOODLE_INTERNAL') || die();
+
+/**
+ * Shows tool_analytics models list.
+ *
+ * @package    tool_analytics
+ * @copyright  2016 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class models_list implements \renderable, \templatable {
+
+    /**
+     * models
+     *
+     * @var \core_analytics\model[]
+     */
+    protected $models = array();
+
+    /**
+     * __construct
+     *
+     * @param \core_analytics\model[] $models
+     * @return void
+     */
+    public function __construct($models) {
+        $this->models = $models;
+    }
+
+    /**
+     * Exports the data.
+     *
+     * @param \renderer_base $output
+     * @return \stdClass
+     */
+    public function export_for_template(\renderer_base $output) {
+        global $PAGE;
+
+        $data = new \stdClass();
+
+        $newmodelmenu = new \action_menu();
+        $newmodelmenu->set_menu_trigger(get_string('newmodel', 'tool_analytics'), 'btn btn-secondary');
+        $newmodelmenu->set_menu_left();
+
+        $newmodelmenu->add(new \action_menu_link(
+            new \moodle_url('/admin/tool/analytics/createmodel.php'),
+            new \pix_icon('i/edit', ''),
+            get_string('createmodel', 'tool_analytics'),
+            false
+        ));
+
+        $newmodelmenu->add(new \action_menu_link(
+            new \moodle_url('/admin/tool/analytics/importmodel.php'),
+            new \pix_icon('i/import', ''),
+            get_string('importmodel', 'tool_analytics'),
+            false
+        ));
+
+        $newmodelmenu->add(new \action_menu_link(
+            new \moodle_url('/admin/tool/analytics/restoredefault.php'),
+            new \pix_icon('i/reload', ''),
+            get_string('restoredefault', 'tool_analytics'),
+            false
+        ));
+
+        $data->newmodelmenu = $newmodelmenu->export_for_template($output);
+
+        $onlycli = get_config('analytics', 'onlycli');
+        if ($onlycli === false) {
+            // Default applied if no config found.
+            $onlycli = 1;
+        }
+
+        // Evaluation options.
+        $timesplittingsforevaluation = \core_analytics\manager::get_time_splitting_methods_for_evaluation(true);
+
+        $misconfiguredmodels = [];
+        $data->models = array();
+        foreach ($this->models as $model) {
+            $modeldata = $model->export($output);
+
+            // Check if there is a help icon for the target to show.
+            $identifier = $modeldata->target->get_identifier();
+            $component = $modeldata->target->get_component();
+            if (get_string_manager()->string_exists($identifier . '_help', $component)) {
+                $helpicon = new \help_icon($identifier, $component);
+                $modeldata->targethelp = $helpicon->export_for_template($output);
+            } else {
+                // We really want to encourage developers to add help to their targets.
+                debugging("The target '{$modeldata->target}' should include a '{$identifier}_help' string to
+                    describe its purpose.", DEBUG_DEVELOPER);
+            }
+
+            if ($model->invalid_timesplitting_selected()) {
+                $misconfiguredmodels[$model->get_id()] = $model->get_name();
+            }
+
+            // Check if there is a help icon for the indicators to show.
+            if (!empty($modeldata->indicators)) {
+                $indicators = array();
+                foreach ($modeldata->indicators as $ind) {
+                    // Create the indicator with the details we want for the context.
+                    $indicator = new \stdClass();
+                    $indicator->name = $ind->out();
+                    $identifier = $ind->get_identifier();
+                    $component = $ind->get_component();
+                    if (get_string_manager()->string_exists($identifier . '_help', $component)) {
+                        $helpicon = new \help_icon($identifier, $component);
+                        $indicator->help = $helpicon->export_for_template($output);
+                    } else {
+                        // We really want to encourage developers to add help to their indicators.
+                        debugging("The indicator '{$ind}' should include a '{$identifier}_help' string to
+                            describe its purpose.", DEBUG_DEVELOPER);
+                    }
+                    $indicators[] = $indicator;
+                }
+                $modeldata->indicators = $indicators;
+            }
+
+            $modeldata->indicatorsnum = count($modeldata->indicators);
+
+            // Check if there is a help icon for the time splitting method.
+            if (!empty($modeldata->timesplitting)) {
+                $identifier = $modeldata->timesplitting->get_identifier();
+                $component = $modeldata->timesplitting->get_component();
+                if (get_string_manager()->string_exists($identifier . '_help', $component)) {
+                    $helpicon = new \help_icon($identifier, $component);
+                    $modeldata->timesplittinghelp = $helpicon->export_for_template($output);
+                } else {
+                    // We really want to encourage developers to add help to their time splitting methods.
+                    debugging("The analysis interval '{$modeldata->timesplitting}' should include a '{$identifier}_help'
+                        string to describe its purpose.", DEBUG_DEVELOPER);
+                }
+            } else {
+                $helpicon = new \help_icon('timesplittingnotdefined', 'tool_analytics');
+                $modeldata->timesplittinghelp = $helpicon->export_for_template($output);
+            }
+
+            // Has this model generated predictions?.
+            $predictioncontexts = $model->get_predictions_contexts();
+            $anypredictionobtained = $model->any_prediction_obtained();
+
+            // Model predictions list.
+            if (!$model->is_enabled()) {
+                $modeldata->noinsights = get_string('disabledmodel', 'analytics');
+            } else if ($model->uses_insights()) {
+                if ($predictioncontexts) {
+                    $url = new \moodle_url('/report/insights/insights.php', array('modelid' => $model->get_id()));
+                    $modeldata->insights = \tool_analytics\output\helper::prediction_context_selector($predictioncontexts,
+                        $url, $output);
+                }
+
+                if (empty($modeldata->insights)) {
+                    if ($anypredictionobtained) {
+                        $modeldata->noinsights = get_string('noinsights', 'analytics');
+                    } else {
+                        $modeldata->noinsights = get_string('nopredictionsyet', 'analytics');
+                    }
+                }
+
+            } else {
+                $modeldata->noinsights = get_string('noinsightsmodel', 'analytics');
+            }
+
+            // Actions.
+            $actionsmenu = new \action_menu();
+            $actionsmenu->set_menu_trigger(get_string('actions'));
+            $actionsmenu->set_owner_selector('model-actions-' . $model->get_id());
+
+            $urlparams = ['id' => $model->get_id(), 'sesskey' => sesskey()];
+
+            // Get predictions.
+            if (!$onlycli && $modeldata->enabled && !empty($modeldata->timesplitting)) {
+                $urlparams['action'] = 'scheduledanalysis';
+                $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                $icon = new \action_menu_link_secondary($url,
+                    new \pix_icon('i/notifications', get_string('executescheduledanalysis', 'tool_analytics')),
+                    get_string('executescheduledanalysis', 'tool_analytics'));
+                $actionsmenu->add($icon);
+            }
+
+            // Evaluate machine-learning-based models.
+            if (!$onlycli && $model->get_indicators() && !$model->is_static()) {
+
+                // Extra is_trained call as trained_locally returns false if the model has not been trained yet.
+                $trainedonlyexternally = !$model->trained_locally() && $model->is_trained();
+
+                $actionid = 'evaluate-' . $model->get_id();
+
+                // Evaluation options.
+                $modeltimesplittingmethods = $this->timesplittings_options_for_evaluation($model, $timesplittingsforevaluation);
+
+                // Include the current time-splitting method as the default selection method the model already have one.
+                if ($model->get_model_obj()->timesplitting) {
+                    $currenttimesplitting = ['id' => 'current', 'text' => get_string('currenttimesplitting', 'tool_analytics')];
+                    array_unshift($modeltimesplittingmethods, $currenttimesplitting);
+                }
+
+                $evaluateparams = [$actionid, $trainedonlyexternally];
+                $PAGE->requires->js_call_amd('tool_analytics/model', 'selectEvaluationOptions', $evaluateparams);
+                $urlparams['action'] = 'evaluate';
+                $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                $icon = new \action_menu_link_secondary($url, new \pix_icon('i/calc', get_string('evaluate', 'tool_analytics')),
+                    get_string('evaluate', 'tool_analytics'), ['data-action-id' => $actionid,
+                    'data-timesplitting-methods' => json_encode($modeltimesplittingmethods)]);
+                $actionsmenu->add($icon);
+            }
+
+            // Machine-learning-based models evaluation log.
+            if (!$model->is_static() && $model->get_logs()) {
+                $urlparams['action'] = 'log';
+                $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                $icon = new \action_menu_link_secondary($url, new \pix_icon('i/report', get_string('viewlog', 'tool_analytics')),
+                    get_string('viewlog', 'tool_analytics'));
+                $actionsmenu->add($icon);
+            }
+
+            // Edit model.
+            $urlparams['action'] = 'edit';
+            $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+            $icon = new \action_menu_link_secondary($url, new \pix_icon('t/edit', get_string('edit')), get_string('edit'));
+            $actionsmenu->add($icon);
+
+            // Enable / disable.
+            if ($model->is_enabled() || !empty($modeldata->timesplitting)) {
+                // If there is no timesplitting method set, the model can not be enabled.
+                if ($model->is_enabled()) {
+                    $action = 'disable';
+                    $text = get_string('disable');
+                    $icontype = 't/block';
+                } else {
+                    $action = 'enable';
+                    $text = get_string('enable');
+                    $icontype = 'i/checked';
+                }
+                $urlparams['action'] = $action;
+                $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                $icon = new \action_menu_link_secondary($url, new \pix_icon($icontype, $text), $text);
+                $actionsmenu->add($icon);
+            }
+
+            // Export.
+            if (!$model->is_static()) {
+
+                $fullysetup = $model->get_indicators() && !empty($modeldata->timesplitting);
+                $istrained = $model->is_trained();
+
+                if ($fullysetup || $istrained) {
+
+                    $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                    // Clear the previous action param from the URL, we will set it in JS.
+                    $url->remove_params('action');
+
+                    $actionid = 'export-' . $model->get_id();
+                    $PAGE->requires->js_call_amd('tool_analytics/model', 'selectExportOptions',
+                        [$actionid, $istrained]);
+
+                    $icon = new \action_menu_link_secondary($url, new \pix_icon('i/export',
+                        get_string('export', 'tool_analytics')), get_string('export', 'tool_analytics'),
+                        ['data-action-id' => $actionid]);
+                    $actionsmenu->add($icon);
+                }
+            }
+
+            // Insights report.
+            if (!empty($anypredictionobtained) && $model->uses_insights()) {
+                $urlparams['action'] = 'insightsreport';
+                $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                $pix = new \pix_icon('i/report', get_string('insightsreport', 'tool_analytics'));
+                $icon = new \action_menu_link_secondary($url, $pix, get_string('insightsreport', 'tool_analytics'));
+                $actionsmenu->add($icon);
+            }
+
+            // Invalid analysables.
+            $analyser = $model->get_analyser(['notimesplitting' => true]);
+            if (!$analyser instanceof \core_analytics\local\analyser\sitewide) {
+                $urlparams['action'] = 'invalidanalysables';
+                $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                $pix = new \pix_icon('i/report', get_string('invalidanalysables', 'tool_analytics'));
+                $icon = new \action_menu_link_secondary($url, $pix, get_string('invalidanalysables', 'tool_analytics'));
+                $actionsmenu->add($icon);
+            }
+
+            // Clear model.
+            if (!empty($anypredictionobtained) || $model->is_trained()) {
+                $actionid = 'clear-' . $model->get_id();
+                $PAGE->requires->js_call_amd('tool_analytics/model', 'confirmAction', [$actionid, 'clear']);
+                $urlparams['action'] = 'clear';
+                $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+                $icon = new \action_menu_link_secondary($url, new \pix_icon('e/cleanup_messy_code',
+                    get_string('clearpredictions', 'tool_analytics')), get_string('clearpredictions', 'tool_analytics'),
+                    ['data-action-id' => $actionid]);
+                $actionsmenu->add($icon);
+            }
+
+            // Delete model.
+            $actionid = 'delete-' . $model->get_id();
+            $PAGE->requires->js_call_amd('tool_analytics/model', 'confirmAction', [$actionid, 'delete']);
+            $urlparams['action'] = 'delete';
+            $url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
+            $icon = new \action_menu_link_secondary($url, new \pix_icon('t/delete',
+                get_string('delete', 'tool_analytics')), get_string('delete', 'tool_analytics'),
+                ['data-action-id' => $actionid]);
+            $actionsmenu->add($icon);
+
+            $modeldata->actions = $actionsmenu->export_for_template($output);
+
+            $data->models[] = $modeldata;
+        }
+
+        $data->warnings = [];
+        $data->infos = [];
+        if (!$onlycli) {
+            $data->warnings[] = (object)array('message' => get_string('bettercli', 'tool_analytics'), 'closebutton' => true);
+        } else {
+            $url = new \moodle_url('/admin/settings.php', array('section' => 'analyticssettings'),
+                'id_s_analytics_onlycli');
+
+            $langstrid = 'clievaluationandpredictionsnoadmin';
+            if (is_siteadmin()) {
+                $langstrid = 'clievaluationandpredictions';
+            }
+            $data->infos[] = (object)array('message' => get_string($langstrid, 'tool_analytics', $url->out()),
+                'closebutton' => true);
+        }
+
+        if ($misconfiguredmodels) {
+            $warningstr = get_string('invalidtimesplittinginmodels', 'tool_analytics', implode(', ', $misconfiguredmodels));
+            $data->warnings[] = (object)array('message' => $warningstr, 'closebutton' => true);
+        }
+
+        return $data;
+    }
+
+    /**
+     * Returns the list of time splitting methods that are available for evaluation.
+     *
+     * @param  \core_analytics\model $model
+     * @param  array                 $timesplittingsforevaluation
+     * @return array
+     */
+    private function timesplittings_options_for_evaluation(\core_analytics\model $model,
+            array $timesplittingsforevaluation): array {
+
+        $modeltimesplittingmethods = [
+            ['id' => 'all', 'text' => get_string('alltimesplittingmethods', 'tool_analytics')],
+        ];
+        $potentialtimesplittingmethods = $model->get_potential_timesplittings();
+        foreach ($timesplittingsforevaluation as $timesplitting) {
+            if (empty($potentialtimesplittingmethods[$timesplitting->get_id()])) {
+                // This time-splitting method can not be used for this model.
+                continue;
+            }
+            $modeltimesplittingmethods[] = [
+                'id' => \tool_analytics\output\helper::class_to_option($timesplitting->get_id()),
+                'text' => $timesplitting->get_name()->out(),
+            ];
+        }
+
+        return $modeltimesplittingmethods;
+    }
+}

admin/tool/analytics/classes/output/renderer.php

@@ -0,0 +1,259 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Renderer.
+ *
+ * @package    tool_analytics
+ * @copyright  2016 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output;
+
+defined('MOODLE_INTERNAL') || die();
+
+use plugin_renderer_base;
+
+
+/**
+ * Renderer class.
+ *
+ * @package    tool_analytics
+ * @copyright  2016 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class renderer extends plugin_renderer_base {
+
+    /**
+     * Defer to template.
+     *
+     * @param \tool_analytics\output\models_list $modelslist
+     * @return string HTML
+     */
+    protected function render_models_list(\tool_analytics\output\models_list $modelslist) {
+        $data = $modelslist->export_for_template($this);
+        return parent::render_from_template('tool_analytics/models_list', $data);
+    }
+
+    /**
+     * Renders a table.
+     *
+     * @param \table_sql $table
+     * @return string HTML
+     */
+    public function render_table(\table_sql $table) {
+
+        ob_start();
+        $table->out(10, true);
+        $output = ob_get_contents();
+        ob_end_clean();
+
+        return $output;
+    }
+
+    /**
+     * Web interface evaluate results.
+     *
+     * @param \stdClass[] $results
+     * @param string[] $logs
+     * @return string HTML
+     */
+    public function render_evaluate_results($results, $logs = array()) {
+        $output = '';
+
+        foreach ($results as $timesplittingid => $result) {
+
+            if (!CLI_SCRIPT) {
+                $output .= $this->output->box_start('generalbox mb-3');
+            }
+
+            // Check that the array key is a string, not all results depend on time splitting methods (e.g. general errors).
+            if (!is_numeric($timesplittingid)) {
+                $timesplitting = \core_analytics\manager::get_time_splitting($timesplittingid);
+                $langstrdata = (object)array('name' => $timesplitting->get_name(), 'id' => $timesplittingid);
+
+                if (CLI_SCRIPT) {
+                    $output .= $this->output->heading(get_string('scheduledanalysisresultscli', 'tool_analytics', $langstrdata), 3);
+                } else {
+                    $output .= $this->output->heading(get_string('scheduledanalysisresults', 'tool_analytics', $langstrdata), 3);
+                }
+            }
+
+            if ($result->status == 0) {
+                $output .= $this->output->notification(get_string('goodmodel', 'tool_analytics'),
+                    \core\output\notification::NOTIFY_SUCCESS);
+            } else if ($result->status === \core_analytics\model::NO_DATASET) {
+                $output .= $this->output->notification(get_string('nodatatoevaluate', 'tool_analytics'),
+                    \core\output\notification::NOTIFY_WARNING);
+            }
+
+            if (isset($result->score)) {
+                // Score.
+                $output .= $this->output->heading(get_string('accuracy', 'tool_analytics') . ': ' .
+                    round(floatval($result->score), 4) * 100  . '%', 4);
+            }
+
+            if (!empty($result->info)) {
+                foreach ($result->info as $message) {
+                    $output .= $this->output->notification($message, \core\output\notification::NOTIFY_WARNING);
+                }
+            }
+
+            if (!CLI_SCRIPT) {
+                $output .= $this->output->box_end();
+            }
+        }
+
+        // Info logged during evaluation.
+        if (!empty($logs) && debugging()) {
+            $output .= $this->output->heading(get_string('extrainfo', 'tool_analytics'), 3);
+            foreach ($logs as $log) {
+                $output .= $this->output->notification($log, \core\output\notification::NOTIFY_WARNING);
+            }
+        }
+
+        if (!CLI_SCRIPT) {
+            $output .= $this->output->single_button(new \moodle_url('/admin/tool/analytics/index.php'),
+                    get_string('continue'), 'get');
+        }
+
+        return $output;
+    }
+
+
+    /**
+     * Web interface training & prediction results.
+     *
+     * @param \stdClass|false $trainresults
+     * @param string[] $trainlogs
+     * @param \stdClass|false $predictresults
+     * @param string[] $predictlogs
+     * @return string HTML
+     */
+    public function render_get_predictions_results($trainresults = false, $trainlogs = array(), $predictresults = false, $predictlogs = array()) {
+        $output = '';
+
+        if ($trainresults || (!empty($trainlogs) && debugging())) {
+            $output .= $this->output->heading(get_string('trainingresults', 'tool_analytics'), 3);
+        }
+
+        if ($trainresults) {
+            if ($trainresults->status == 0) {
+                $output .= $this->output->notification(
+                        get_string('trainingprocessfinished', 'tool_analytics'),
+                    \core\output\notification::NOTIFY_SUCCESS);
+            } else if ($trainresults->status === \core_analytics\model::NO_DATASET ||
+                    $trainresults->status === \core_analytics\model::NOT_ENOUGH_DATA) {
+                $output .= $this->output->notification(
+                        get_string('nodatatotrain', 'tool_analytics'),
+                    \core\output\notification::NOTIFY_WARNING);
+            } else {
+                $output .= $this->output->notification(
+                        get_string('generalerror', 'tool_analytics', $trainresults->status),
+                    \core\output\notification::NOTIFY_ERROR);
+            }
+        }
+
+        if (!empty($trainlogs) && debugging()) {
+            $output .= $this->output->heading(get_string('extrainfo', 'tool_analytics'), 4);
+            foreach ($trainlogs as $log) {
+                $output .= $this->output->notification($log, \core\output\notification::NOTIFY_WARNING);
+            }
+        }
+
+        if ($predictresults || (!empty($predictlogs) && debugging())) {
+            $output .= $this->output->heading(
+                    get_string('predictionresults', 'tool_analytics'), 3, 'main mt-3');
+        }
+
+        if ($predictresults) {
+            if ($predictresults->status == 0) {
+                $output .= $this->output->notification(
+                        get_string('predictionprocessfinished', 'tool_analytics'),
+                    \core\output\notification::NOTIFY_SUCCESS);
+            } else if ($predictresults->status === \core_analytics\model::NO_DATASET ||
+                    $predictresults->status === \core_analytics\model::NOT_ENOUGH_DATA) {
+                $output .= $this->output->notification(
+                        get_string('nodatatopredict', 'tool_analytics'),
+                    \core\output\notification::NOTIFY_WARNING);
+            } else {
+                $output .= $this->output->notification(
+                        get_string('generalerror', 'tool_analytics', $predictresults->status),
+                    \core\output\notification::NOTIFY_ERROR);
+            }
+        }
+
+        if (!empty($predictlogs) && debugging()) {
+            $output .= $this->output->heading(get_string('extrainfo', 'tool_analytics'), 4);
+            foreach ($predictlogs as $log) {
+                $output .= $this->output->notification($log, \core\output\notification::NOTIFY_WARNING);
+            }
+        }
+
+        if (!CLI_SCRIPT) {
+            $output .= $this->output->single_button(new \moodle_url('/admin/tool/analytics/index.php'),
+                    get_string('continue'), 'get');
+        }
+
+        return $output;
+    }
+
+    /**
+     * Defer to template.
+     *
+     * @param \tool_analytics\output\insights_report $insightsreport
+     * @return string HTML
+     */
+    protected function render_insights_report(\tool_analytics\output\insights_report $insightsreport): string {
+        $data = $insightsreport->export_for_template($this);
+        return parent::render_from_template('tool_analytics/insights_report', $data);
+    }
+
+    /**
+     * Defer to template.
+     *
+     * @param \tool_analytics\output\invalid_analysables $invalidanalysables
+     * @return string HTML
+     */
+    protected function render_invalid_analysables(\tool_analytics\output\invalid_analysables $invalidanalysables) {
+        $data = $invalidanalysables->export_for_template($this);
+        return parent::render_from_template('tool_analytics/invalid_analysables', $data);
+    }
+
+    /**
+     * Renders an analytics disabled notification.
+     *
+     * @return string HTML
+     */
+    public function render_analytics_disabled() {
+        global $FULLME;
+
+        $this->page->set_url($FULLME);
+        $this->page->set_title(get_string('pluginname', 'tool_analytics'));
+        $this->page->set_heading(get_string('pluginname', 'tool_analytics'));
+
+        $output = $this->output->header();
+        $output .= $this->output->notification(get_string('analyticsdisabled', 'analytics'),
+                \core\output\notification::NOTIFY_INFO);
+        $output .= \html_writer::tag('a', get_string('continue'), ['class' => 'btn btn-primary',
+            'href' => (new \moodle_url('/'))->out()]);
+        $output .= $this->output->footer();
+
+        return $output;
+    }
+
+}

admin/tool/analytics/classes/output/restorable_models.php

@@ -0,0 +1,142 @@
+<?php
+// This file is part of Moodle - https://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Provides {@link \tool_analytics\output\restorable_models} class.
+ *
+ * @package     tool_analytics
+ * @category    output
+ * @copyright   2019 David Mudrák <david@moodle.com>
+ * @license     http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\output;
+
+defined('MOODLE_INTERNAL') || die();
+
+/**
+ * Represents the list of default models that can be eventually restored.
+ *
+ * @copyright 2019 David Mudrák <david@moodle.com>
+ * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class restorable_models implements \renderable, \templatable {
+
+    /** @var array */
+    protected $models;
+
+    /**
+     * Instantiate an object of this class.
+     *
+     * @param array $models List of models as returned by {@link \core_analytics\manager::load_default_models_for_all_components()}
+     */
+    public function __construct(array $models) {
+
+        $this->models = $models;
+    }
+
+    /**
+     * Export the list of models to be rendered.
+     *
+     * @param \renderer_base $output
+     * @return string
+     */
+    public function export_for_template(\renderer_base $output) {
+
+        $components = [];
+
+        foreach ($this->models as $componentname => $modelslist) {
+            $component = [
+                'name' => $this->component_name($componentname),
+                'component' => $componentname,
+                'models' => [],
+            ];
+
+            foreach ($modelslist as $definition) {
+                list($target, $indicators) = \core_analytics\manager::get_declared_target_and_indicators_instances($definition);
+
+                if (\core_analytics\model::exists($target, $indicators)) {
+                    continue;
+                }
+
+                $targetnamelangstring = $target->get_name();
+
+                $model = [
+                    'defid' => \core_analytics\manager::model_declaration_identifier($definition),
+                    'targetname' => $targetnamelangstring,
+                    'targetclass' => $definition['target'],
+                    'indicatorsnum' => count($definition['indicators']),
+                    'indicators' => [],
+                ];
+
+                if (get_string_manager()->string_exists($targetnamelangstring->get_identifier().'_help',
+                        $targetnamelangstring->get_component())) {
+                    $helpicon = new \help_icon($targetnamelangstring->get_identifier(), $targetnamelangstring->get_component());
+                    $model['targethelp'] = $helpicon->export_for_template($output);
+                }
+
+                foreach ($indicators as $indicator) {
+                    $indicatornamelangstring = $indicator->get_name();
+                    $indicatordata = [
+                        'name' => $indicatornamelangstring,
+                        'classname' => $indicator->get_id(),
+                    ];
+
+                    if (get_string_manager()->string_exists($indicatornamelangstring->get_identifier().'_help',
+                            $indicatornamelangstring->get_component())) {
+                        $helpicon = new \help_icon($indicatornamelangstring->get_identifier(),
+                            $indicatornamelangstring->get_component());
+                        $indicatordata['indicatorhelp'] = $helpicon->export_for_template($output);
+                    }
+
+                    $model['indicators'][] = $indicatordata;
+                }
+
+                $component['models'][] = $model;
+            }
+
+            if (!empty($component['models'])) {
+                $components[] = $component;
+            }
+        }
+
+        $result = [
+            'hasdata' => !empty($components),
+            'components' => array_values($components),
+            'submiturl' => new \moodle_url('/admin/tool/analytics/restoredefault.php'),
+            'backurl' => new \moodle_url('/admin/tool/analytics/index.php'),
+            'sesskey' => sesskey(),
+        ];
+
+        return $result;
+    }
+
+    /**
+     * Return a human readable name for the given frankenstyle component.
+     *
+     * @param string $component Frankenstyle component such as 'core', 'core_analytics' or 'mod_workshop'
+     * @return string Human readable name of the component
+     */
+    protected function component_name(string $component): string {
+
+        if ($component === 'core' || strpos($component, 'core_')) {
+            return get_string('componentcore', 'tool_analytics');
+
+        } else {
+            return get_string('pluginname', $component);
+        }
+    }
+}

admin/tool/analytics/classes/privacy/provider.php

@@ -0,0 +1,46 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Privacy Subsystem implementation for tool_analytics.
+ *
+ * @package    tool_analytics
+ * @copyright  2018 Zig Tan <zig@moodle.com>
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\privacy;
+
+defined('MOODLE_INTERNAL') || die();
+
+/**
+ * Privacy Subsystem for tool_analytics implementing null_provider.
+ *
+ * @copyright  2018 Zig Tan <zig@moodle.com>
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class provider implements \core_privacy\local\metadata\null_provider {
+
+    /**
+     * Get the language string identifier with the component's language
+     * file to explain why this plugin stores no data.
+     *
+     * @return  string
+     */
+    public static function get_reason(): string {
+        return 'privacy:metadata';
+    }
+}

admin/tool/analytics/classes/task/predict_models.php

@@ -0,0 +1,82 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Predict system models with new data available.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\task;
+
+defined('MOODLE_INTERNAL') || die();
+
+/**
+ * Predict system models with new data available.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class predict_models extends \core\task\scheduled_task {
+
+    /**
+     * get_name
+     *
+     * @return string
+     */
+    public function get_name() {
+        return get_string('predictmodels', 'tool_analytics');
+    }
+
+    /**
+     * Executes the prediction task.
+     *
+     * @return void
+     */
+    public function execute() {
+        global $OUTPUT, $PAGE;
+
+        if (!\core_analytics\manager::is_analytics_enabled()) {
+            mtrace(get_string('analyticsdisabled', 'analytics'));
+            return;
+        }
+
+        $models = \core_analytics\manager::get_all_models(true, true);
+        if (!$models) {
+            mtrace(get_string('errornoenabledandtrainedmodels', 'tool_analytics'));
+            return;
+        }
+
+        foreach ($models as $model) {
+
+            $renderer = $PAGE->get_renderer('tool_analytics');
+
+            $result = $model->predict();
+
+            // Reset the page as some indicators may call external functions that overwrite the page context.
+            \tool_analytics\output\helper::reset_page();
+
+            if ($result) {
+                echo $OUTPUT->heading(get_string('modelresults', 'tool_analytics', $model->get_name()));
+                echo $renderer->render_get_predictions_results(false, array(), $result, $model->get_analyser()->get_logs());
+            }
+        }
+
+    }
+}

admin/tool/analytics/classes/task/train_models.php

@@ -0,0 +1,91 @@
+<?php
+// This file is part of Moodle - http://moodle.org/
+//
+// Moodle is free software: you can redistribute it and/or modify
+// it under the terms of the GNU General Public License as published by
+// the Free Software Foundation, either version 3 of the License, or
+// (at your option) any later version.
+//
+// Moodle is distributed in the hope that it will be useful,
+// but WITHOUT ANY WARRANTY; without even the implied warranty of
+// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU General Public License
+// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
+
+/**
+ * Train system models with new data available.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+
+namespace tool_analytics\task;
+
+defined('MOODLE_INTERNAL') || die();
+
+/**
+ * Train system models with new data available.
+ *
+ * @package    tool_analytics
+ * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
+ * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
+ */
+class train_models extends \core\task\scheduled_task {
+
+    /**
+     * get_name
+     *
+     * @return string
+     */
+    public function get_name() {
+        return get_string('trainmodels', 'tool_analytics');
+    }
+
+    /**
+     * Executes the prediction task.
+     *
+     * @return void
+     */
+    public function execute() {
+        global $OUTPUT, $PAGE;
+
+        if (!\core_analytics\manager::is_analytics_enabled()) {
+            mtrace(get_string('analyticsdisabled', 'analytics'));
+            return;
+        }
+
+        $models = \core_analytics\manager::get_all_models(true);
+        if (!$models) {
+            mtrace(get_string('errornoenabledmodels', 'tool_analytics'));
+            return;
+        }
+
+        foreach ($models as $model) {
+
+            if ($model->is_static()) {
+                // Skip models based on assumptions.
+                continue;
+            }
+
+            if (!$model->get_time_splitting()) {
+                // Can not train if there is no time splitting method selected.
+                continue;
+            }
+
+            $renderer = $PAGE->get_renderer('tool_analytics');
+
+            $result = $model->train();
+
+            // Reset the page as some indicators may call external functions that overwrite the page context.
+            \tool_analytics\output\helper::reset_page();
+
+            if ($result) {
+                echo $OUTPUT->heading(get_string('modelresults', 'tool_analytics', $model->get_name()));
+                echo $renderer->render_get_predictions_results($result, $model->get_analyser()->get_logs());
+            }
+        }
+    }
+}