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Update app.py
Browse files
app.py
CHANGED
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@@ -36,29 +36,33 @@ from charts import (
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CSS = """
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@import url('https://fonts.googleapis.com/css2?family=DM+
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/* Variables*/
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:root {
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--bg:
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--card:
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--border:
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--text:
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--dim:
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--
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--
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--
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--
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--
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-
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-
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html, body {
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background: var(--bg) !important;
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color:
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margin: 0; padding: 0;
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}
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.gradio-container, #root, #app, main, .main, .wrap
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background: var(--bg) !important;
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max-width: 100% !important;
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width: 100% !important;
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@@ -66,125 +70,135 @@ html, body {
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padding: 0 1.5rem !important;
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box-sizing: border-box !important;
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}
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/* kill Gradio's default white blocks */
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.block, .wrap, .panel, .padded, div.form,
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div[class*="block"], div[class*="wrap"],
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div[class*="panel"], div[class*="gap"],
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.gap { background: transparent !important; border: none !important; }
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/* Cards / Groups
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.gr-group, .gr-box, .vv-section {
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background: var(--card) !important;
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border: 1px solid var(--border) !important;
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border-radius:
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padding: 1rem 1.25rem !important;
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}
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/* Tabs
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.tab-nav button {
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background: transparent !important;
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border: none !important;
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color: var(--dim) !important;
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font-family: 'DM
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font-size: 0.
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border-bottom: 2px solid transparent !important;
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padding: 0.5rem 1.2rem !important;
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transition: color 0.18s;
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}
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.tab-nav button.selected {
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color: var(--
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border-bottom-color: var(--
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}
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.tab-nav { border-bottom: 1px solid var(--border) !important; }
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/* Inputs
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input[type="text"], input[type="password"], input[type="number"], textarea, select {
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background: #
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border:
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color: var(--text) !important;
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border-radius:
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font-family: 'DM
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font-size: 0.88rem !important;
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}
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input:focus, textarea:focus, select:focus {
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border-color: var(--
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box-shadow: 0 0 0
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outline: none !important;
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}
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label, .gr-label, span.svelte-1b6s6s {
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color: var(--dim) !important;
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font-family: 'DM
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font-size: 0.75rem !important;
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letter-spacing: 0.
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text-transform: uppercase;
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}
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/* Slider
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input[type="range"] { accent-color: var(--
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/* Buttons
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button.primary, button[variant="primary"], .primary {
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background: linear-gradient(135deg, var(--
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border: none !important;
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color: #
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font-weight:
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font-family: 'DM
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border-radius:
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letter-spacing: 0.
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}
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button.secondary {
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background:
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border:
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color: var(--
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border-radius:
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font-family: 'DM
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}
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button:hover { opacity: 0.88; transform: translateY(-1px); transition: all 0.15s; }
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/* Dropdowns
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.dropdown, ul[role="listbox"], li[role="option"] {
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background: #
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border-color: var(--border) !important;
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color: var(--text) !important;
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}
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li[role="option"]:hover { background:
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/* Dataframe
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.gr-dataframe, table {
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.gr-dataframe th {
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background:
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color: var(--
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font-family: 'DM
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font-size: 0.72rem !important;
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padding:
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border-bottom: 1px solid var(--border);
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text-transform: uppercase;
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letter-spacing: 0.
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}
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.gr-dataframe td {
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color: var(--text) !important;
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font-size: 0.
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padding:
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border-bottom: 1px solid var(--border);
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}
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.gr-dataframe tr:hover td { background:
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/* Accordion
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details > summary {
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color: var(--dim) !important;
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font-family: 'DM
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font-size: 0.
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cursor: pointer;
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list-style: none;
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}
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details[open] > summary { color: var(--
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/* Plot containers
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.js-plotly-plot, .plotly { background: transparent !important; }
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.modebar { display: none !important; }
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/* Scrollbar
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::-webkit-scrollbar { width: 6px; height: 6px; }
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::-webkit-scrollbar-track { background: var(--bg); }
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::-webkit-scrollbar-thumb { background: var(--border); border-radius: 3px; }
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@@ -194,10 +208,10 @@ details[open] > summary { color: var(--cyan) !important; }
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/* Shared HTML component classes */
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.vv-hero {
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font-family: '
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font-size: 1.
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font-weight: 800;
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background: linear-gradient(135deg, #
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-webkit-background-clip: text;
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-webkit-text-fill-color: transparent;
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background-clip: text;
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@@ -205,93 +219,185 @@ details[open] > summary { color: var(--cyan) !important; }
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line-height: 1.2;
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}
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.vv-section-title {
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font-family: '
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font-size: 0.68rem;
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font-weight: 700;
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letter-spacing: 0.
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text-transform: uppercase;
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color: #
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margin-bottom: 0.5rem;
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margin-top: 0;
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}
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}
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-
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display: inline-block;
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background: #
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border: 1px solid #
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border-radius: 6px;
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padding:
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font-family: 'DM
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font-size: 0.
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}
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.vv-badge-green {
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display: inline-block;
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background:
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border:
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color: #
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border-radius: 20px;
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padding: 0.32rem 1.1rem;
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font-size: 0.85rem;
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font-family: 'DM
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font-weight:
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}
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.vv-badge-red {
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display: inline-block;
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background:
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border:
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color: #
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border-radius: 20px;
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padding: 0.32rem 1.1rem;
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font-size: 0.85rem;
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font-family: 'DM
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font-weight:
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}
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.vv-badge-amber {
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display: inline-block;
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background:
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border:
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color: #
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border-radius: 20px;
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padding: 0.32rem 1.1rem;
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font-size: 0.85rem;
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font-family: 'DM
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font-weight:
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}
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.vv-reasoning {
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background: #
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border-left: 3px solid #
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padding: 0.8rem 1rem;
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border-radius: 0
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font-size: 0.83rem;
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color: #
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line-height: 1.65;
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font-family: '
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margin-top: 8px;
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}
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.vv-
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padding: 2px 8px;
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font-family: 'DM Mono', monospace;
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font-size: 0.7rem;
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color: #8090a0;
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margin: 2px;
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}
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.vv-stat-big-green { font-family: 'DM Mono', monospace; font-size: 1.6rem; font-weight: 700; color: #00e5a0; margin: 0; }
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.vv-stat-big-red { font-family: 'DM Mono', monospace; font-size: 1.6rem; font-weight: 700; color: #ff4757; margin: 0; }
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.vv-stat-big-dim { font-family: 'DM Mono', monospace; font-size: 1.6rem; font-weight: 700; color: #5a6070; margin: 0; }
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.vv-log-line { font-size: 0.72rem; color: #5a6070; font-family: 'DM Mono', monospace; margin: 2px 0; }
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.vv-hr { border: none; border-top: 1px solid #1e2330; margin: 1.1rem 0; }
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"""
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import plotly.graph_objects as go
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fig = go.Figure()
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fig.update_layout(
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paper_bgcolor="rgba(
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font=dict(color="#
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)
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fig.add_annotation(
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text=msg, x=0.5, y=0.5, xref="paper", yref="paper",
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showarrow=False, font=dict(size=12, color="#
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)
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return fig
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"""19-tuple for ALL_OUTPUTS when nothing has run."""
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ep = _empty_plotly()
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return (
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f'<p style="color:#
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"<p class='vv-log-line'>β</p>",
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"<div style='padding:3rem;text-align:center;color:#
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"", "", # 3 badge, 4 reasoning
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ep, ep, ep, # 5 modality_dist, 6 trust, 7 uncertainty
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ep, ep, ep, ep, # 8 donut, 9 timeline, 10 kw_bar, 11 kw_comp
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# Status
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status_html = (
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'<p style="color:#
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" Analysis complete</p>
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)
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# Log
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left_html = f"""
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{thumb_html}
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<a href="https://www.youtube.com/watch?v={video_id}" target="_blank"
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style="display:block;text-align:center;font-family:'DM
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font-size:0.
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βΆ Open on YouTube
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</a>
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<div class="vv-card">
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<p class="vv-section-title">Video</p>
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<p style="font-family:'
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{meta['title']}
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</p>
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<
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</div>
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<p class="vv-section-title">Metrics</p>
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<
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<p class="vv-section-title" style="margin-top:
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<details style="margin-top:1rem">
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<summary>π Description</summary>
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<p style="font-size:0.
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</details>
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<details style="margin-top:0.5rem">
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<summary>π Transcript ({word_count} words)</summary>
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<p style="font-size:0.
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</details>
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"""
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fig_timeline = _empty_plotly()
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try:
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fig_kw = keyword_bar(keywords, title="Top Video Keywords", color="#
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except Exception:
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fig_kw = _empty_plotly()
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# Sentiment stat boxes (unchanged)
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if sent_sum:
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stat_pos = (
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f'<div class="vv-card" style="text-align:center">'
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f'<p class="vv-stat-big-green">{sent_sum["pos_pct"]}%</p>'
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f'<p style="color:#
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)
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stat_neg = (
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f'<div class="vv-card" style="text-align:center">'
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f'<p class="vv-stat-big-red">{sent_sum["neg_pct"]}%</p>'
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f'<p style="color:#
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)
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stat_neu = (
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f'<div class="vv-card" style="text-align:center">'
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f'<p class="vv-stat-big-dim">{sent_sum["neu_pct"]}%</p>'
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f'<p style="color:#
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)
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else:
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placeholder = (
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'<div class="vv-card" style="text-align:center;color:#
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'font-family:DM
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)
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stat_pos = stat_neg = stat_neu = placeholder
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api_key = os.environ.get("YT_API_KEY", "").strip()
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if not api_key:
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return (
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"<p style='color:#
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gr.update(choices=[], value=None, visible=False),
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)
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if not (keyword or "").strip():
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return (
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| 631 |
-
"<p style='color:#
|
| 632 |
gr.update(choices=[], value=None, visible=False),
|
| 633 |
)
|
| 634 |
|
| 635 |
results = search_videos_by_title(keyword.strip(), api_key, max_results=5)
|
| 636 |
if not results:
|
| 637 |
return (
|
| 638 |
-
"<p style='color:#
|
| 639 |
gr.update(choices=[], value=None, visible=False),
|
| 640 |
)
|
| 641 |
|
|
@@ -648,12 +784,12 @@ def do_search(keyword: str):
|
|
| 648 |
html += (
|
| 649 |
f'<div class="vv-card" style="display:flex;align-items:center;gap:12px;margin-bottom:6px">'
|
| 650 |
f'<img src="{r["thumbnail_url"]}" '
|
| 651 |
-
f' style="width:72px;height:54px;object-fit:cover;border-radius:
|
| 652 |
f'<div>'
|
| 653 |
-
f'<p style="margin:0;font-size:0.85rem;font-weight:
|
| 654 |
-
f'<p style="margin:0;font-size:0.75rem;color:#
|
| 655 |
f'{r["channel_title"]} Β· {r["published_at"]} Β· '
|
| 656 |
-
f'<code style="color:#
|
| 657 |
f'</div></div>'
|
| 658 |
)
|
| 659 |
return html, gr.update(choices=choices, value=None, visible=True)
|
|
@@ -673,21 +809,19 @@ with gr.Blocks(title="Misinformation Detection & Public Engagement ") as demo:
|
|
| 673 |
|
| 674 |
# Header
|
| 675 |
gr.HTML("""
|
| 676 |
-
<div style="padding:1.5rem 0 0.8rem;border-bottom:
|
| 677 |
-
<h1 class="vv-hero">π¬ Misinformation Detection & Public Engagement
|
| 678 |
-
# <p style="color:#5a6070;font-size:0.85rem;margin-top:4px;font-family:'DM Mono',monospace">
|
| 679 |
-
# Misinformation detection
|
| 680 |
-
# </p>
|
| 681 |
</div>
|
| 682 |
""")
|
| 683 |
|
| 684 |
# Settings β NO API key field
|
| 685 |
with gr.Accordion("βοΈ Settings", open=False):
|
| 686 |
gr.HTML("""
|
| 687 |
-
<div style="background:#
|
| 688 |
-
padding:0.7rem 1rem;margin-bottom:0.8rem;font-family:'DM
|
| 689 |
-
font-size:0.78rem;color:#
|
| 690 |
-
π YouTube API key is read from the <code style="color:#
|
|
|
|
| 691 |
Space secret β it is never exposed in the UI.
|
| 692 |
</div>
|
| 693 |
""")
|
|
@@ -724,7 +858,7 @@ with gr.Blocks(title="Misinformation Detection & Public Engagement ") as demo:
|
|
| 724 |
gr.HTML("""
|
| 725 |
<div class="vv-card" style="margin-bottom:8px">
|
| 726 |
<p class="vv-section-title">Search by video title or keyword</p>
|
| 727 |
-
<p style="font-size:0.82rem;color:#
|
| 728 |
Upload your file, then type the title or keyword below to locate the matching YouTube entry.
|
| 729 |
</p>
|
| 730 |
</div>
|
|
@@ -741,7 +875,8 @@ with gr.Blocks(title="Misinformation Detection & Public Engagement ") as demo:
|
|
| 741 |
|
| 742 |
# Status
|
| 743 |
status_box = gr.HTML(
|
| 744 |
-
'<p style="color:#
|
|
|
|
| 745 |
"Enter a URL above and click Analyze.</p>"
|
| 746 |
)
|
| 747 |
|
|
@@ -751,8 +886,8 @@ with gr.Blocks(title="Misinformation Detection & Public Engagement ") as demo:
|
|
| 751 |
# LEFT β video info
|
| 752 |
with gr.Column(scale=2):
|
| 753 |
left_panel_html = gr.HTML(
|
| 754 |
-
"<div style='padding:3rem;text-align:center;color:#
|
| 755 |
-
"font-family:DM
|
| 756 |
)
|
| 757 |
|
| 758 |
# RIGHT β analytics
|
|
@@ -813,8 +948,8 @@ with gr.Blocks(title="Misinformation Detection & Public Engagement ") as demo:
|
|
| 813 |
|
| 814 |
# Footer
|
| 815 |
gr.HTML("""
|
| 816 |
-
<div style="margin-top:2rem;padding-top:1rem;border-top:1px solid #
|
| 817 |
-
text-align:center;font-family:'DM
|
| 818 |
4-stream SeTa-Attention BiGRU Β· CCM / DMTE / Uncertainty Fusion Β·
|
| 819 |
Test ROC-AUC 0.967
|
| 820 |
</div>
|
|
@@ -869,8 +1004,8 @@ if __name__ == "__main__":
|
|
| 869 |
demo.launch(
|
| 870 |
css=CSS,
|
| 871 |
theme=gr.themes.Base(
|
| 872 |
-
primary_hue=gr.themes.colors.
|
| 873 |
-
neutral_hue=gr.themes.colors.
|
| 874 |
-
font=[gr.themes.GoogleFont("
|
| 875 |
),
|
| 876 |
-
)
|
|
|
|
| 36 |
|
| 37 |
|
| 38 |
CSS = """
|
| 39 |
+
@import url('https://fonts.googleapis.com/css2?family=DM+Sans:wght@300;400;500;600&family=Nunito:wght@400;600;700;800&family=JetBrains+Mono:wght@400;500&display=swap');
|
| 40 |
|
| 41 |
+
/* Variables β Light Professional Theme */
|
| 42 |
:root {
|
| 43 |
+
--bg: #f4f7fb;
|
| 44 |
+
--card: #ffffff;
|
| 45 |
+
--border: #dde3ed;
|
| 46 |
+
--text: #1e293b;
|
| 47 |
+
--dim: #7b7b7b;
|
| 48 |
+
--primary: #269ccc;
|
| 49 |
+
--algae: #9ed2c5;
|
| 50 |
+
--green: #16a34a;
|
| 51 |
+
--red: #dc2626;
|
| 52 |
+
--amber: #d97706;
|
| 53 |
+
--primary-light: #e8f5fc;
|
| 54 |
+
--algae-light: #e8f6f3;
|
| 55 |
+
--shadow-sm: 0 1px 3px rgba(0,0,0,0.07), 0 1px 2px rgba(0,0,0,0.04);
|
| 56 |
+
--shadow-md: 0 4px 12px rgba(38,156,204,0.12), 0 1px 3px rgba(0,0,0,0.06);
|
| 57 |
+
}
|
| 58 |
+
|
| 59 |
+
/* Base */
|
| 60 |
html, body {
|
| 61 |
background: var(--bg) !important;
|
| 62 |
+
color: var(--text) !important;
|
| 63 |
margin: 0; padding: 0;
|
| 64 |
}
|
| 65 |
+
.gradio-container, #root, #app, main, .main, .wrap {
|
| 66 |
background: var(--bg) !important;
|
| 67 |
max-width: 100% !important;
|
| 68 |
width: 100% !important;
|
|
|
|
| 70 |
padding: 0 1.5rem !important;
|
| 71 |
box-sizing: border-box !important;
|
| 72 |
}
|
|
|
|
| 73 |
.block, .wrap, .panel, .padded, div.form,
|
| 74 |
div[class*="block"], div[class*="wrap"],
|
| 75 |
div[class*="panel"], div[class*="gap"],
|
| 76 |
.gap { background: transparent !important; border: none !important; }
|
| 77 |
|
| 78 |
+
/* Cards / Groups */
|
| 79 |
.gr-group, .gr-box, .vv-section {
|
| 80 |
background: var(--card) !important;
|
| 81 |
border: 1px solid var(--border) !important;
|
| 82 |
+
border-radius: 14px !important;
|
| 83 |
padding: 1rem 1.25rem !important;
|
| 84 |
+
box-shadow: var(--shadow-sm) !important;
|
| 85 |
}
|
| 86 |
|
| 87 |
+
/* Tabs */
|
| 88 |
.tab-nav button {
|
| 89 |
background: transparent !important;
|
| 90 |
border: none !important;
|
| 91 |
color: var(--dim) !important;
|
| 92 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 93 |
+
font-size: 0.84rem !important;
|
| 94 |
+
font-weight: 500 !important;
|
| 95 |
+
letter-spacing: 0.02em !important;
|
| 96 |
border-bottom: 2px solid transparent !important;
|
| 97 |
padding: 0.5rem 1.2rem !important;
|
| 98 |
transition: color 0.18s;
|
| 99 |
}
|
| 100 |
.tab-nav button.selected {
|
| 101 |
+
color: var(--primary) !important;
|
| 102 |
+
border-bottom-color: var(--primary) !important;
|
| 103 |
}
|
| 104 |
.tab-nav { border-bottom: 1px solid var(--border) !important; }
|
| 105 |
|
| 106 |
+
/* Inputs */
|
| 107 |
input[type="text"], input[type="password"], input[type="number"], textarea, select {
|
| 108 |
+
background: #f8fafc !important;
|
| 109 |
+
border: 1.5px solid var(--border) !important;
|
| 110 |
color: var(--text) !important;
|
| 111 |
+
border-radius: 10px !important;
|
| 112 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 113 |
font-size: 0.88rem !important;
|
| 114 |
}
|
| 115 |
input:focus, textarea:focus, select:focus {
|
| 116 |
+
border-color: var(--primary) !important;
|
| 117 |
+
box-shadow: 0 0 0 3px rgba(38,156,204,0.15) !important;
|
| 118 |
outline: none !important;
|
| 119 |
}
|
| 120 |
label, .gr-label, span.svelte-1b6s6s {
|
| 121 |
color: var(--dim) !important;
|
| 122 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 123 |
font-size: 0.75rem !important;
|
| 124 |
+
letter-spacing: 0.05em !important;
|
| 125 |
text-transform: uppercase;
|
| 126 |
+
font-weight: 600 !important;
|
| 127 |
}
|
| 128 |
|
| 129 |
+
/* Slider */
|
| 130 |
+
input[type="range"] { accent-color: var(--primary); }
|
| 131 |
|
| 132 |
+
/* Buttons */
|
| 133 |
button.primary, button[variant="primary"], .primary {
|
| 134 |
+
background: linear-gradient(135deg, var(--primary), #1a7faa) !important;
|
| 135 |
border: none !important;
|
| 136 |
+
color: #ffffff !important;
|
| 137 |
+
font-weight: 600 !important;
|
| 138 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 139 |
+
border-radius: 10px !important;
|
| 140 |
+
letter-spacing: 0.03em !important;
|
| 141 |
+
box-shadow: 0 2px 8px rgba(38,156,204,0.35) !important;
|
| 142 |
}
|
| 143 |
button.secondary {
|
| 144 |
+
background: var(--primary-light) !important;
|
| 145 |
+
border: 1.5px solid var(--primary) !important;
|
| 146 |
+
color: var(--primary) !important;
|
| 147 |
+
border-radius: 10px !important;
|
| 148 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 149 |
+
font-weight: 500 !important;
|
| 150 |
}
|
| 151 |
button:hover { opacity: 0.88; transform: translateY(-1px); transition: all 0.15s; }
|
| 152 |
|
| 153 |
+
/* Dropdowns */
|
| 154 |
.dropdown, ul[role="listbox"], li[role="option"] {
|
| 155 |
+
background: #ffffff !important;
|
| 156 |
border-color: var(--border) !important;
|
| 157 |
color: var(--text) !important;
|
| 158 |
}
|
| 159 |
+
li[role="option"]:hover { background: var(--primary-light) !important; }
|
| 160 |
|
| 161 |
+
/* Dataframe */
|
| 162 |
+
.gr-dataframe, table {
|
| 163 |
+
background: var(--card) !important;
|
| 164 |
+
border-radius: 10px !important;
|
| 165 |
+
overflow: hidden;
|
| 166 |
+
}
|
| 167 |
.gr-dataframe th {
|
| 168 |
+
background: var(--primary-light) !important;
|
| 169 |
+
color: var(--primary) !important;
|
| 170 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 171 |
font-size: 0.72rem !important;
|
| 172 |
+
padding: 8px 12px;
|
| 173 |
border-bottom: 1px solid var(--border);
|
| 174 |
text-transform: uppercase;
|
| 175 |
+
letter-spacing: 0.07em;
|
| 176 |
+
font-weight: 700;
|
| 177 |
}
|
| 178 |
.gr-dataframe td {
|
| 179 |
color: var(--text) !important;
|
| 180 |
+
font-size: 0.8rem !important;
|
| 181 |
+
padding: 7px 12px;
|
| 182 |
border-bottom: 1px solid var(--border);
|
| 183 |
}
|
| 184 |
+
.gr-dataframe tr:hover td { background: var(--primary-light) !important; }
|
| 185 |
|
| 186 |
+
/* Accordion */
|
| 187 |
details > summary {
|
| 188 |
color: var(--dim) !important;
|
| 189 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 190 |
+
font-size: 0.84rem !important;
|
| 191 |
cursor: pointer;
|
| 192 |
list-style: none;
|
| 193 |
+
font-weight: 500;
|
| 194 |
}
|
| 195 |
+
details[open] > summary { color: var(--primary) !important; }
|
| 196 |
|
| 197 |
+
/* Plot containers */
|
| 198 |
.js-plotly-plot, .plotly { background: transparent !important; }
|
| 199 |
.modebar { display: none !important; }
|
| 200 |
|
| 201 |
+
/* Scrollbar */
|
| 202 |
::-webkit-scrollbar { width: 6px; height: 6px; }
|
| 203 |
::-webkit-scrollbar-track { background: var(--bg); }
|
| 204 |
::-webkit-scrollbar-thumb { background: var(--border); border-radius: 3px; }
|
|
|
|
| 208 |
/* Shared HTML component classes */
|
| 209 |
|
| 210 |
.vv-hero {
|
| 211 |
+
font-family: 'Nunito', sans-serif;
|
| 212 |
+
font-size: 1.7rem;
|
| 213 |
font-weight: 800;
|
| 214 |
+
background: linear-gradient(135deg, #269ccc, #9ed2c5);
|
| 215 |
-webkit-background-clip: text;
|
| 216 |
-webkit-text-fill-color: transparent;
|
| 217 |
background-clip: text;
|
|
|
|
| 219 |
line-height: 1.2;
|
| 220 |
}
|
| 221 |
.vv-section-title {
|
| 222 |
+
font-family: 'DM Sans', sans-serif;
|
| 223 |
font-size: 0.68rem;
|
| 224 |
font-weight: 700;
|
| 225 |
+
letter-spacing: 0.16em;
|
| 226 |
text-transform: uppercase;
|
| 227 |
+
color: var(--dim, #7b7b7b);
|
| 228 |
margin-bottom: 0.5rem;
|
| 229 |
margin-top: 0;
|
| 230 |
}
|
| 231 |
+
|
| 232 |
+
/* Stylish interactive metric cards */
|
| 233 |
+
.vv-metric-grid {
|
| 234 |
+
display: grid;
|
| 235 |
+
grid-template-columns: repeat(2, 1fr);
|
| 236 |
+
gap: 10px;
|
| 237 |
+
margin: 0.5rem 0 1rem;
|
| 238 |
+
}
|
| 239 |
+
.vv-metric-card {
|
| 240 |
+
background: #ffffff;
|
| 241 |
+
border: 1.5px solid #dde3ed;
|
| 242 |
+
border-radius: 14px;
|
| 243 |
+
padding: 1rem 0.85rem;
|
| 244 |
+
text-align: center;
|
| 245 |
+
cursor: default;
|
| 246 |
+
transition: all 0.22s ease;
|
| 247 |
+
box-shadow: 0 1px 3px rgba(0,0,0,0.05);
|
| 248 |
+
position: relative;
|
| 249 |
+
overflow: hidden;
|
| 250 |
+
}
|
| 251 |
+
.vv-metric-card::before {
|
| 252 |
+
content: '';
|
| 253 |
+
position: absolute;
|
| 254 |
+
top: 0; left: 0; right: 0;
|
| 255 |
+
height: 3px;
|
| 256 |
+
background: linear-gradient(90deg, #269ccc, #9ed2c5);
|
| 257 |
+
opacity: 0;
|
| 258 |
+
transition: opacity 0.22s ease;
|
| 259 |
+
}
|
| 260 |
+
.vv-metric-card:hover {
|
| 261 |
+
transform: translateY(-3px);
|
| 262 |
+
box-shadow: 0 8px 22px rgba(38,156,204,0.18);
|
| 263 |
+
border-color: #269ccc;
|
| 264 |
+
}
|
| 265 |
+
.vv-metric-card:hover::before { opacity: 1; }
|
| 266 |
+
.vv-metric-icon {
|
| 267 |
+
font-size: 1.4rem;
|
| 268 |
+
margin-bottom: 4px;
|
| 269 |
+
display: block;
|
| 270 |
+
}
|
| 271 |
+
.vv-metric-value {
|
| 272 |
+
font-family: 'Nunito', sans-serif;
|
| 273 |
+
font-size: 1.3rem;
|
| 274 |
+
font-weight: 800;
|
| 275 |
+
color: #269ccc;
|
| 276 |
+
margin: 0;
|
| 277 |
+
line-height: 1.2;
|
| 278 |
+
}
|
| 279 |
+
.vv-metric-label {
|
| 280 |
+
font-family: 'DM Sans', sans-serif;
|
| 281 |
+
font-size: 0.68rem;
|
| 282 |
+
font-weight: 600;
|
| 283 |
+
letter-spacing: 0.1em;
|
| 284 |
+
text-transform: uppercase;
|
| 285 |
+
color: #7b7b7b;
|
| 286 |
+
margin-top: 2px;
|
| 287 |
+
}
|
| 288 |
+
|
| 289 |
+
/* Video info grid */
|
| 290 |
+
.vv-info-grid {
|
| 291 |
+
display: grid;
|
| 292 |
+
grid-template-columns: 1fr 1fr;
|
| 293 |
+
gap: 8px;
|
| 294 |
+
margin: 0.5rem 0;
|
| 295 |
+
}
|
| 296 |
+
.vv-info-item {
|
| 297 |
+
background: #f4f7fb;
|
| 298 |
+
border: 1px solid #dde3ed;
|
| 299 |
+
border-radius: 9px;
|
| 300 |
+
padding: 0.55rem 0.75rem;
|
| 301 |
+
}
|
| 302 |
+
.vv-info-label {
|
| 303 |
+
display: block;
|
| 304 |
+
font-family: 'DM Sans', sans-serif;
|
| 305 |
+
font-size: 0.62rem;
|
| 306 |
+
font-weight: 700;
|
| 307 |
+
letter-spacing: 0.12em;
|
| 308 |
+
text-transform: uppercase;
|
| 309 |
+
color: #7b7b7b;
|
| 310 |
+
margin-bottom: 2px;
|
| 311 |
+
}
|
| 312 |
+
.vv-info-value {
|
| 313 |
+
display: block;
|
| 314 |
+
font-family: 'DM Sans', sans-serif;
|
| 315 |
+
font-size: 0.82rem;
|
| 316 |
+
font-weight: 600;
|
| 317 |
+
color: #1e293b;
|
| 318 |
+
white-space: nowrap;
|
| 319 |
+
overflow: hidden;
|
| 320 |
+
text-overflow: ellipsis;
|
| 321 |
}
|
| 322 |
+
|
| 323 |
+
/* Tags grid */
|
| 324 |
+
.vv-tags-grid {
|
| 325 |
+
display: flex;
|
| 326 |
+
flex-wrap: wrap;
|
| 327 |
+
gap: 5px;
|
| 328 |
+
margin-top: 0.4rem;
|
| 329 |
+
}
|
| 330 |
+
.vv-tag {
|
| 331 |
display: inline-block;
|
| 332 |
+
background: #e8f5fc;
|
| 333 |
+
border: 1px solid #b8dff0;
|
| 334 |
border-radius: 6px;
|
| 335 |
+
padding: 2px 10px;
|
| 336 |
+
font-family: 'DM Sans', sans-serif;
|
| 337 |
+
font-size: 0.7rem;
|
| 338 |
+
font-weight: 500;
|
| 339 |
+
color: #1a7faa;
|
| 340 |
+
transition: background 0.15s;
|
| 341 |
+
}
|
| 342 |
+
.vv-tag:hover { background: #cceaf8; }
|
| 343 |
+
|
| 344 |
+
.vv-card {
|
| 345 |
+
background: #ffffff;
|
| 346 |
+
border: 1px solid #dde3ed;
|
| 347 |
+
border-radius: 12px;
|
| 348 |
+
padding: 1rem 1.1rem;
|
| 349 |
+
margin-bottom: 0.7rem;
|
| 350 |
+
box-shadow: 0 1px 3px rgba(0,0,0,0.05);
|
| 351 |
}
|
| 352 |
.vv-badge-green {
|
| 353 |
display: inline-block;
|
| 354 |
+
background: #dcfce7;
|
| 355 |
+
border: 1.5px solid #16a34a;
|
| 356 |
+
color: #15803d;
|
| 357 |
border-radius: 20px;
|
| 358 |
padding: 0.32rem 1.1rem;
|
| 359 |
font-size: 0.85rem;
|
| 360 |
+
font-family: 'DM Sans', sans-serif;
|
| 361 |
+
font-weight: 700;
|
| 362 |
}
|
| 363 |
.vv-badge-red {
|
| 364 |
display: inline-block;
|
| 365 |
+
background: #fee2e2;
|
| 366 |
+
border: 1.5px solid #dc2626;
|
| 367 |
+
color: #b91c1c;
|
| 368 |
border-radius: 20px;
|
| 369 |
padding: 0.32rem 1.1rem;
|
| 370 |
font-size: 0.85rem;
|
| 371 |
+
font-family: 'DM Sans', sans-serif;
|
| 372 |
+
font-weight: 700;
|
| 373 |
}
|
| 374 |
.vv-badge-amber {
|
| 375 |
display: inline-block;
|
| 376 |
+
background: #fef3c7;
|
| 377 |
+
border: 1.5px solid #d97706;
|
| 378 |
+
color: #b45309;
|
| 379 |
border-radius: 20px;
|
| 380 |
padding: 0.32rem 1.1rem;
|
| 381 |
font-size: 0.85rem;
|
| 382 |
+
font-family: 'DM Sans', sans-serif;
|
| 383 |
+
font-weight: 700;
|
| 384 |
}
|
| 385 |
.vv-reasoning {
|
| 386 |
+
background: #fefce8;
|
| 387 |
+
border-left: 3px solid #d97706;
|
| 388 |
padding: 0.8rem 1rem;
|
| 389 |
+
border-radius: 0 10px 10px 0;
|
| 390 |
font-size: 0.83rem;
|
| 391 |
+
color: #78350f;
|
| 392 |
line-height: 1.65;
|
| 393 |
+
font-family: 'DM Sans', sans-serif;
|
| 394 |
margin-top: 8px;
|
| 395 |
}
|
| 396 |
+
.vv-stat-big-green { font-family: 'Nunito', sans-serif; font-size: 1.6rem; font-weight: 800; color: #16a34a; margin: 0; }
|
| 397 |
+
.vv-stat-big-red { font-family: 'Nunito', sans-serif; font-size: 1.6rem; font-weight: 800; color: #dc2626; margin: 0; }
|
| 398 |
+
.vv-stat-big-dim { font-family: 'Nunito', sans-serif; font-size: 1.6rem; font-weight: 800; color: #7b7b7b; margin: 0; }
|
| 399 |
+
.vv-log-line { font-size: 0.72rem; color: #7b7b7b; font-family: 'JetBrains Mono', monospace; margin: 2px 0; }
|
| 400 |
+
.vv-hr { border: none; border-top: 1px solid #dde3ed; margin: 1.1rem 0; }
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 401 |
"""
|
| 402 |
|
| 403 |
|
|
|
|
| 408 |
import plotly.graph_objects as go
|
| 409 |
fig = go.Figure()
|
| 410 |
fig.update_layout(
|
| 411 |
+
paper_bgcolor="rgba(255,255,255,0)", plot_bgcolor="rgba(248,250,252,0.6)",
|
| 412 |
+
font=dict(color="#7b7b7b"), margin=dict(l=10, r=10, t=10, b=10), height=h,
|
| 413 |
)
|
| 414 |
fig.add_annotation(
|
| 415 |
text=msg, x=0.5, y=0.5, xref="paper", yref="paper",
|
| 416 |
+
showarrow=False, font=dict(size=12, color="#7b7b7b"),
|
| 417 |
)
|
| 418 |
return fig
|
| 419 |
|
|
|
|
| 422 |
"""19-tuple for ALL_OUTPUTS when nothing has run."""
|
| 423 |
ep = _empty_plotly()
|
| 424 |
return (
|
| 425 |
+
f'<p style="color:#dc2626;font-family:DM Sans,sans-serif;padding:8px;font-weight:500">{status_msg}</p>', # 0 status
|
| 426 |
+
"<p class='vv-log-line'>β</p>", # 1 log
|
| 427 |
+
"<div style='padding:3rem;text-align:center;color:#7b7b7b;font-family:DM Sans,sans-serif'>No data yet.</div>", # 2 left panel
|
| 428 |
"", "", # 3 badge, 4 reasoning
|
| 429 |
ep, ep, ep, # 5 modality_dist, 6 trust, 7 uncertainty
|
| 430 |
ep, ep, ep, ep, # 8 donut, 9 timeline, 10 kw_bar, 11 kw_comp
|
|
|
|
| 538 |
):
|
| 539 |
# Status
|
| 540 |
status_html = (
|
| 541 |
+
'<p style="color:#16a34a;font-family:DM Sans,sans-serif;font-size:0.85rem;'
|
| 542 |
+
'font-weight:600;padding:6px 0"> Analysis complete</p>'
|
| 543 |
)
|
| 544 |
|
| 545 |
# Log
|
|
|
|
| 559 |
left_html = f"""
|
| 560 |
{thumb_html}
|
| 561 |
<a href="https://www.youtube.com/watch?v={video_id}" target="_blank"
|
| 562 |
+
style="display:block;text-align:center;font-family:'DM Sans',sans-serif;
|
| 563 |
+
font-size:0.78rem;color:#269ccc;text-decoration:none;margin:4px 0 10px;
|
| 564 |
+
font-weight:600;letter-spacing:0.03em">
|
| 565 |
βΆ Open on YouTube
|
| 566 |
</a>
|
| 567 |
<div class="vv-card">
|
| 568 |
<p class="vv-section-title">Video</p>
|
| 569 |
+
<p style="font-family:'Nunito',sans-serif;font-size:1.05rem;font-weight:800;margin:0 0 6px;color:#1e293b;line-height:1.35">
|
| 570 |
{meta['title']}
|
| 571 |
</p>
|
| 572 |
+
<div class="vv-info-grid">
|
| 573 |
+
<div class="vv-info-item">
|
| 574 |
+
<span class="vv-info-label">Author</span>
|
| 575 |
+
<span class="vv-info-value" title="{meta['channel_title']}">{meta['channel_title']}</span>
|
| 576 |
+
</div>
|
| 577 |
+
<div class="vv-info-item">
|
| 578 |
+
<span class="vv-info-label">Published</span>
|
| 579 |
+
<span class="vv-info-value">{meta['published_at']}</span>
|
| 580 |
+
</div>
|
| 581 |
+
</div>
|
| 582 |
</div>
|
| 583 |
|
| 584 |
<p class="vv-section-title">Metrics</p>
|
| 585 |
+
<div class="vv-metric-grid">
|
| 586 |
+
<div class="vv-metric-card">
|
| 587 |
+
<span class="vv-metric-icon">π</span>
|
| 588 |
+
<div class="vv-metric-value">{meta['view_count']:,}</div>
|
| 589 |
+
<div class="vv-metric-label">Views</div>
|
| 590 |
+
</div>
|
| 591 |
+
<div class="vv-metric-card">
|
| 592 |
+
<span class="vv-metric-icon">π</span>
|
| 593 |
+
<div class="vv-metric-value">{meta['like_count']:,}</div>
|
| 594 |
+
<div class="vv-metric-label">Likes</div>
|
| 595 |
+
</div>
|
| 596 |
+
<div class="vv-metric-card">
|
| 597 |
+
<span class="vv-metric-icon">π¬</span>
|
| 598 |
+
<div class="vv-metric-value">{meta['comment_count']:,}</div>
|
| 599 |
+
<div class="vv-metric-label">Comments</div>
|
| 600 |
+
</div>
|
| 601 |
+
<div class="vv-metric-card">
|
| 602 |
+
<span class="vv-metric-icon">β±</span>
|
| 603 |
+
<div class="vv-metric-value" style="font-size:1.05rem">{meta['duration']}</div>
|
| 604 |
+
<div class="vv-metric-label">Duration</div>
|
| 605 |
+
</div>
|
| 606 |
+
</div>
|
| 607 |
|
| 608 |
+
<p class="vv-section-title" style="margin-top:0.8rem">Tags</p>
|
| 609 |
+
<div class="vv-tags-grid">
|
| 610 |
+
{tag_html or '<span style="color:#7b7b7b;font-size:0.78rem">(none)</span>'}
|
| 611 |
+
</div>
|
| 612 |
|
| 613 |
<details style="margin-top:1rem">
|
| 614 |
<summary>π Description</summary>
|
| 615 |
+
<p style="font-size:0.79rem;color:#4a5568;line-height:1.7;white-space:pre-wrap;margin-top:8px;
|
| 616 |
+
background:#f4f7fb;border-radius:8px;padding:0.7rem">{desc_short}</p>
|
| 617 |
</details>
|
| 618 |
<details style="margin-top:0.5rem">
|
| 619 |
<summary>π Transcript ({word_count} words)</summary>
|
| 620 |
+
<p style="font-size:0.76rem;color:#4a5568;line-height:1.7;margin-top:8px;
|
| 621 |
+
background:#f4f7fb;border-radius:8px;padding:0.7rem">{transcript_short}</p>
|
| 622 |
</details>
|
| 623 |
"""
|
| 624 |
|
|
|
|
| 669 |
fig_timeline = _empty_plotly()
|
| 670 |
|
| 671 |
try:
|
| 672 |
+
fig_kw = keyword_bar(keywords, title="Top Video Keywords", color="#269ccc")
|
| 673 |
except Exception:
|
| 674 |
fig_kw = _empty_plotly()
|
| 675 |
|
|
|
|
| 685 |
# Sentiment stat boxes (unchanged)
|
| 686 |
if sent_sum:
|
| 687 |
stat_pos = (
|
| 688 |
+
f'<div class="vv-card" style="text-align:center;border-top:3px solid #16a34a">'
|
| 689 |
f'<p class="vv-stat-big-green">{sent_sum["pos_pct"]}%</p>'
|
| 690 |
+
f'<p style="color:#7b7b7b;font-size:0.75rem;margin:4px 0 0;font-family:DM Sans,sans-serif;font-weight:600">Positively Engagement</p></div>'
|
| 691 |
)
|
| 692 |
stat_neg = (
|
| 693 |
+
f'<div class="vv-card" style="text-align:center;border-top:3px solid #dc2626">'
|
| 694 |
f'<p class="vv-stat-big-red">{sent_sum["neg_pct"]}%</p>'
|
| 695 |
+
f'<p style="color:#7b7b7b;font-size:0.75rem;margin:4px 0 0;font-family:DM Sans,sans-serif;font-weight:600">Negatively Engagement</p></div>'
|
| 696 |
)
|
| 697 |
stat_neu = (
|
| 698 |
+
f'<div class="vv-card" style="text-align:center;border-top:3px solid #7b7b7b">'
|
| 699 |
f'<p class="vv-stat-big-dim">{sent_sum["neu_pct"]}%</p>'
|
| 700 |
+
f'<p style="color:#7b7b7b;font-size:0.75rem;margin:4px 0 0;font-family:DM Sans,sans-serif;font-weight:600">Neutral</p></div>'
|
| 701 |
)
|
| 702 |
else:
|
| 703 |
placeholder = (
|
| 704 |
+
'<div class="vv-card" style="text-align:center;color:#7b7b7b;'
|
| 705 |
+
'font-family:DM Sans,sans-serif;font-size:0.8rem;padding:1.2rem">N/A</div>'
|
| 706 |
)
|
| 707 |
stat_pos = stat_neg = stat_neu = placeholder
|
| 708 |
|
|
|
|
| 759 |
api_key = os.environ.get("YT_API_KEY", "").strip()
|
| 760 |
if not api_key:
|
| 761 |
return (
|
| 762 |
+
"<p style='color:#dc2626;font-family:DM Sans,sans-serif;font-weight:500'> YT_API_KEY secret not set.</p>",
|
| 763 |
gr.update(choices=[], value=None, visible=False),
|
| 764 |
)
|
| 765 |
if not (keyword or "").strip():
|
| 766 |
return (
|
| 767 |
+
"<p style='color:#d97706;font-family:DM Sans,sans-serif;font-weight:500'>Enter a keyword to search.</p>",
|
| 768 |
gr.update(choices=[], value=None, visible=False),
|
| 769 |
)
|
| 770 |
|
| 771 |
results = search_videos_by_title(keyword.strip(), api_key, max_results=5)
|
| 772 |
if not results:
|
| 773 |
return (
|
| 774 |
+
"<p style='color:#d97706;font-family:DM Sans,sans-serif;font-weight:500'>No results found.</p>",
|
| 775 |
gr.update(choices=[], value=None, visible=False),
|
| 776 |
)
|
| 777 |
|
|
|
|
| 784 |
html += (
|
| 785 |
f'<div class="vv-card" style="display:flex;align-items:center;gap:12px;margin-bottom:6px">'
|
| 786 |
f'<img src="{r["thumbnail_url"]}" '
|
| 787 |
+
f' style="width:72px;height:54px;object-fit:cover;border-radius:8px;flex-shrink:0">'
|
| 788 |
f'<div>'
|
| 789 |
+
f'<p style="margin:0;font-size:0.85rem;font-weight:700;color:#1e293b">{r["title"][:80]}</p>'
|
| 790 |
+
f'<p style="margin:0;font-size:0.75rem;color:#7b7b7b">'
|
| 791 |
f'{r["channel_title"]} Β· {r["published_at"]} Β· '
|
| 792 |
+
f'<code style="color:#269ccc;background:#e8f5fc;padding:1px 4px;border-radius:4px">v={vid}</code></p>'
|
| 793 |
f'</div></div>'
|
| 794 |
)
|
| 795 |
return html, gr.update(choices=choices, value=None, visible=True)
|
|
|
|
| 809 |
|
| 810 |
# Header
|
| 811 |
gr.HTML("""
|
| 812 |
+
<div style="padding:1.5rem 0 0.8rem;border-bottom:1.5px solid #dde3ed;margin-bottom:1.2rem">
|
| 813 |
+
<h1 class="vv-hero">π¬ Misinformation Detection & Public Engagement</h1>
|
|
|
|
|
|
|
|
|
|
| 814 |
</div>
|
| 815 |
""")
|
| 816 |
|
| 817 |
# Settings β NO API key field
|
| 818 |
with gr.Accordion("βοΈ Settings", open=False):
|
| 819 |
gr.HTML("""
|
| 820 |
+
<div style="background:#e8f5fc;border:1px solid #b8dff0;border-radius:10px;
|
| 821 |
+
padding:0.7rem 1rem;margin-bottom:0.8rem;font-family:'DM Sans',sans-serif;
|
| 822 |
+
font-size:0.78rem;color:#1a7faa;font-weight:500">
|
| 823 |
+
π YouTube API key is read from the <code style="color:#269ccc;background:#d0ebf7;
|
| 824 |
+
padding:1px 5px;border-radius:4px">YT_API_KEY</code>
|
| 825 |
Space secret β it is never exposed in the UI.
|
| 826 |
</div>
|
| 827 |
""")
|
|
|
|
| 858 |
gr.HTML("""
|
| 859 |
<div class="vv-card" style="margin-bottom:8px">
|
| 860 |
<p class="vv-section-title">Search by video title or keyword</p>
|
| 861 |
+
<p style="font-size:0.82rem;color:#7b7b7b;line-height:1.6;margin:0">
|
| 862 |
Upload your file, then type the title or keyword below to locate the matching YouTube entry.
|
| 863 |
</p>
|
| 864 |
</div>
|
|
|
|
| 875 |
|
| 876 |
# Status
|
| 877 |
status_box = gr.HTML(
|
| 878 |
+
'<p style="color:#7b7b7b;font-family:DM Sans,sans-serif;font-size:0.82rem;'
|
| 879 |
+
'font-weight:500;padding:6px 0">'
|
| 880 |
"Enter a URL above and click Analyze.</p>"
|
| 881 |
)
|
| 882 |
|
|
|
|
| 886 |
# LEFT β video info
|
| 887 |
with gr.Column(scale=2):
|
| 888 |
left_panel_html = gr.HTML(
|
| 889 |
+
"<div style='padding:3rem;text-align:center;color:#7b7b7b;"
|
| 890 |
+
"font-family:DM Sans,sans-serif'>No data yet.</div>"
|
| 891 |
)
|
| 892 |
|
| 893 |
# RIGHT β analytics
|
|
|
|
| 948 |
|
| 949 |
# Footer
|
| 950 |
gr.HTML("""
|
| 951 |
+
<div style="margin-top:2rem;padding-top:1rem;border-top:1px solid #dde3ed;
|
| 952 |
+
text-align:center;font-family:'DM Sans',sans-serif;font-size:0.72rem;color:#9ed2c5">
|
| 953 |
4-stream SeTa-Attention BiGRU Β· CCM / DMTE / Uncertainty Fusion Β·
|
| 954 |
Test ROC-AUC 0.967
|
| 955 |
</div>
|
|
|
|
| 1004 |
demo.launch(
|
| 1005 |
css=CSS,
|
| 1006 |
theme=gr.themes.Base(
|
| 1007 |
+
primary_hue=gr.themes.colors.sky,
|
| 1008 |
+
neutral_hue=gr.themes.colors.slate,
|
| 1009 |
+
font=[gr.themes.GoogleFont("DM Sans"), "sans-serif"],
|
| 1010 |
),
|
| 1011 |
+
)
|