Blog page pagination is not working after using the offset argument

I have displayed the recent 7 posts then shown the remaining posts. So I have added the offset = 7 in the argument to skip above 7 recent posts and display remaining posts but the pagination not working.

Pagination URL changes like xxx.com/page/2, xxx.com/page/3, etc but the posts do not change.

I was a wonder if anyone can help me.

Here is my code. Index.php

 get_header();
?
div class="container"
    ?php if (is_home()  !is_front_page()) : ?
        header class="page-header"
            h1 class="page-title"?php single_post_title(); ?/h1
        /header
    ?php else : ?
        header class="page-header"
            h2 class="page-title"?php _e('Posts', 'twentyseventeen'); ?/h2
        /header
    ?php endif; ?
    div class="td_block_wrap td_block_big_grid_7 td_uid_6_5ccbe6acf0f3c_rand td-grid-style-1 td-hover-1 td-big-grids td-pb-border-top td_block_template_1 col-xs-12"
        div class="td_block_inner"
            div class="td-big-grid-wrapper"
                ?php
                // the query
                $args = array(
                    'numberposts' = 7,
                    'offset' = 0,
                    'orderby' = 'post_date',
                    'order' = 'DESC',
                    'post_type' = 'post',
                    'post_status' = 'publish',
                    'suppress_filters' = true
                );

                $the_query = wp_get_recent_posts($args, ARRAY_A);
                $cnt = 0;

                if ($the_query) :

                    foreach ($the_query as $post) {
                        if ($cnt  3) {
                            $class_module = 'td_module_mx12';
                            $thumbnail_size = 'blog_thumbnail';
                            $grid_class = 'large_grid';
                        } else {
                            $class_module = 'td_module_mx6';
                            $thumbnail_size = 'blog_thumbnail_small';
                            $grid_class = 'small_grid';
                        }
                        // Get a list of categories and extract their names
                        $post_categories = get_the_terms($post['ID'], 'category');
                        if (!empty($post_categories)  !is_wp_error($post_categories)) {
                            $categories = wp_list_pluck($post_categories, 'name');
                        }
                        // Get the ID of a given category
                        $category_id = get_cat_ID($categories[0]);
                        ?
                        div class="?php echo $class_module; ? td-animation-stack td-big-grid-post-?php echo $cnt++; ? td-big-grid-post td-small-thumb"
                            div class="td-module-thumb"
                                a href="?php echo get_permalink($post['ID']) ?" rel="bookmark" class="td-image-wrap" title="?php echo $post['post_title'] ?"?php echo get_the_post_thumbnail($post['ID'], $thumbnail_size, array('class' = 'entry-thumb td-animation-stack-type0-2')); ?/a
                            /div
                            div class="td-meta-info-container"
                                div class="td-meta-align"
                                    div class="td-big-grid-meta"
                                        a href="?php echo get_category_link($category_id); ?" class="td-post-category"?php echo $categories[0]; ?/a
                                        h3 class="entry-title td-module-title ?php echo $grid_class; ?"
                                            a href="?php echo get_permalink($post['ID']) ?" rel="bookmark" title="?php echo $post['post_title'] ?"?php echo $post['post_title'] ?/a
                                        /h3
                                    /div
                                    div class="td-module-meta-info"
                                        span class="td-post-date"time class="entry-date td-module-date" datetime="?php echo get_the_time(DATE_W3C); ?"?php echo get_the_time('F j, Y', '', $post['ID']); ?/time/span
                                    /div
                                /div
                            /div
                        /div
                        ?php
                    }
                    wp_reset_postdata();
                    ?

                ?php else : ?
                    p?php esc_html_e('Sorry, no posts matched your criteria.'); ?/p
                ?php endif; ?
            /div
        /div
    /div
/div
div class="container"
    div class="row"


        div class="col-sm-9 main-blog-content other-blogs"


            div class="td-big-grid-wrapper row"
                ?php
                $args = array(
                    'post_type' = 'post',
                    'posts_per_page' = get_option('posts_per_page'),
                    'offset' = 7,
                    'order' = 'DESC',
                    'post_status' = 'publish',
                    'orderby' = 'date',
                    'paged' = $paged,
                );
                $cnt = 0;
                $the_query = new WP_Query($args);
                if ($the_query-have_posts()) :

                    while ($the_query-have_posts()) : $the_query-the_post();
                        // Get a list of categories and extract their names
                        $post_categories = get_the_terms(get_the_ID(), 'category');
                        if (!empty($post_categories)  !is_wp_error($post_categories)) {
                            $categories = wp_list_pluck($post_categories, 'name');
                        }
                        // Get the ID of a given category
                        $category_id = get_cat_ID($categories[0]);
                        ?                                
                        div class="td_module_2 td_module_wrap td-animation-stack col-sm-6 col-xs-12"
                            div class="td-module-image"
                                div class="td-module-thumb"
                                    a href="?php the_permalink(); ?" rel="bookmark" class="td-image-wrap" title="?php the_title(); ?"                                                
                                        ?php the_post_thumbnail($thumbnail_size, array('class' = 'entry-thumb td-animation-stack-type0-2')); ?
                                    /a
                                /div                
                                a href="?php echo get_category_link($category_id); ?" class="td-post-category"?php echo $categories[0]; ?/a            
                            /div
                            h3 class="entry-title td-module-title"
                                a href="?php the_permalink(); ?" rel="bookmark" title="?php the_title(); ?"?php the_title(); ?/a
                            /h3

                            div class="td-module-meta-info"                                        
                                span class="td-post-date"time class="entry-date td-module-date" datetime="?php echo get_the_time(DATE_W3C); ?"?php echo get_the_time('F j, Y', '', get_the_ID()); ?/time/span
                                div class="td-module-comments d-none"a href="?php echo get_comments_link(get_the_ID()); ?"?php echo get_comments_number(get_the_ID()); ?/a/div            
                            /div
                            div class="td-excerpt"
                                ?php the_excerpt(); ?
                            /div
                        /div

                    ?php endwhile; ?
                    !-- end of the loop --
                    ?php
                    the_posts_pagination(array(
                        'mid_size' = 2,
                        'type' = 'list',
                        'prev_text' = twentyseventeen_get_svg(array('icon' = 'arrow-left')) . 'span class="screen-reader-text"' . __('Previous page', 'twentyseventeen') . '/span',
                        'next_text' = 'span class="screen-reader-text"' . __('Next page', 'twentyseventeen') . '/span' . twentyseventeen_get_svg(array('icon' = 'arrow-right')),
                        'before_page_number' = 'span class="meta-nav screen-reader-text"' . __('Page', 'twentyseventeen') . ' /span',
                    ));
                    ?
                    !-- pagination here --

                    ?php wp_reset_postdata(); ?

                ?php else : ?
                    p?php esc_html_e('Sorry, no posts matched your criteria.'); ?/p
                ?php endif; ?
            /div
        /div
        div class="col-sm-3 sidebar-blog"
            ?php get_sidebar(); ?
        /div
    /div


/div!-- .wrap --

?php
get_footer();

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