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final version
Browse files- .streamlit/config.toml +9 -0
- streamlit_simulation/app.py +10 -109
.streamlit/config.toml
ADDED
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[theme]
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base="light"
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primaryColor="#FF4B4B"
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backgroundColor="#f8f9fa"
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textColor="#004080"
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secondaryBackgroundColor="#e3e8ef"
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font="sans serif"
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streamlit_simulation/app.py
CHANGED
@@ -10,11 +10,7 @@ import matplotlib.dates as mdates
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import warnings
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import torch
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from config_streamlit import (MODEL_PATH_LIGHTGBM, DATA_PATH, TRAIN_RATIO,
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TEXT_COLOR, HEADER_COLOR, ACCENT_COLOR,
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BUTTON_BG, BUTTON_HOVER_BG, BG_COLOR,
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INPUT_BG, PROGRESS_COLOR, PLOT_COLOR
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)
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from lightgbm_model.scripts.config_lightgbm import FEATURES
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from transformer_model.scripts.utils.informer_dataset_class import InformerDataset
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from transformer_model.scripts.training.load_basis_model import load_moment_model
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@@ -33,95 +29,11 @@ st.set_page_config(page_title="Electricity Consumption Forecast", layout="wide")
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#CSS part
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st.markdown(f"""
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<style>
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body, .block-container {{
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background-color: {BG_COLOR} !important;
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}}
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html, body, [class*="css"] {{
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color: {TEXT_COLOR} !important;
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font-family: 'sans-serif';
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}}
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h1, h2, h3, h4, h5, h6 {{
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color: {HEADER_COLOR} !important;
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}}
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.stButton > button {{
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background-color: {
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color: {TEXT_COLOR};
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border: 1px solid {ACCENT_COLOR};
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}}
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.stButton > button:hover {{
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background-color: {BUTTON_HOVER_BG};
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}}
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.stDateInput input {{
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background-color: {INPUT_BG} !important;
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color: {TEXT_COLOR} !important;
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}}
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[data-testid="stMetricLabel"],
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[data-testid="stMetricValue"] {{
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color: {TEXT_COLOR} !important;
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}}
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.stMarkdown p {{
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color: {TEXT_COLOR} !important;
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}}
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.stDataFrame tbody tr td {{
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color: {TEXT_COLOR} !important;
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}}
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.stProgress > div > div {{
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background-color: {PROGRESS_COLOR} !important;
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}}
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/* Alle Label-Texte für Inputs/Sliders */
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label {{
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color: {TEXT_COLOR} !important;
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}}
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/* Text in selectbox-Optionsfeldern */
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.stSelectbox label, .stSelectbox div {{
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color: {TEXT_COLOR} !important;
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}}
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/* DateInput angleichen an Selectbox */
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.stDateInput input {{
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background-color: white !important;
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color: {TEXT_COLOR} !important;
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border: none !important;
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border-radius: 5px !important;
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}}
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body, html {{
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overflow-x: hidden !important;
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scrollbar-width: none; /* Firefox */
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}}
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/* Für Chrome, Safari, Edge */
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::-webkit-scrollbar {{
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display: none;
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}}
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section[data-testid="stSidebar"] {{
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background-color: {INPUT_BG} !important;
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padding: 0rem !important;
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margin: 0rem !important;
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border: none !important;
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box-shadow: none !important;
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}}
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/* Sidebar: Hintergrund im inneren Container überschreiben */
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[data-testid="stSidebarUserContent"] > div[data-testid="block-container"] {{
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background-color: transparent !important;
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box-shadow: none !important;
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}}
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/* Entfernt auch den leeren Platz über der App */
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header[data-testid="stHeader"] {{
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display: none !important;
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height: 0px !important;
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@@ -246,22 +158,18 @@ def create_prediction_plot(pred_timestamps, pred_vals, true_timestamps, true_val
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if true_vals:
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ax.plot(true_timestamps[-window_hours:], true_vals[-window_hours:], label="Actual", color="#0077B6")
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ax.set_ylabel("Consumption (MW)", fontsize=8
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ax.legend(
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fontsize=8,
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loc="upper left",
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bbox_to_anchor=(0, 0.95)
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facecolor= INPUT_BG, # INPUT_BG
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edgecolor= ACCENT_COLOR, # ACCENT_COLOR
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labelcolor= TEXT_COLOR # TEXT_COLOR
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)
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ax.yaxis.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)
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ax.set_ylim(y_min, y_max)
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ax.xaxis.set_major_locator(mdates.DayLocator(interval=1))
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ax.xaxis.set_major_formatter(mdates.DateFormatter("%m-%d"))
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ax.tick_params(axis="x", labelrotation=0, labelsize=5
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ax.tick_params(axis="y", labelsize=5
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#fig.patch.set_facecolor('#e6ecf0') # outer area
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for spine in ax.spines.values():
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spine.set_visible(False)
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@@ -274,23 +182,16 @@ def render_simulation_view(timestamp, prediction, actual, progress, fig, paused=
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"""Displays the simulation plot and metrics in the UI."""
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title = "Actual vs. Prediction (Paused)" if paused else "Actual vs. Prediction"
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plot_title.markdown(
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f"<div style='text-align: center; font-size: 20pt; font-weight: bold;
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f"{title}</div>",
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unsafe_allow_html=True
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)
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plot_container.pyplot(fig)
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#st.markdown("<div style='margin-bottom: 0.5rem;'></div>", unsafe_allow_html=True)
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#x_axis_label.markdown(
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# f"<div style='text-align: center; font-size: 14pt; color: {TEXT_COLOR}; margin-top: -0.5rem;'>"
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# f"Time</div>",
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# unsafe_allow_html=True
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#)
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with info_container.container():
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#st.markdown("<div style='margin-top: 5rem;'></div>", unsafe_allow_html=True)
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st.markdown(
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f"<span style='font-size: 24px; font-weight: 600;
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unsafe_allow_html=True
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)
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@@ -312,7 +213,7 @@ def render_simulation_view(timestamp, prediction, actual, progress, fig, paused=
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st.divider()
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st.markdown(
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f"<span style='font-size: 24px; font-weight: 600;
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unsafe_allow_html=True
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)
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st.metric("MAPE (so far)", f"{mape:.2f} %")
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import warnings
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import torch
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from config_streamlit import (MODEL_PATH_LIGHTGBM, DATA_PATH, TRAIN_RATIO, PLOT_COLOR)
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from lightgbm_model.scripts.config_lightgbm import FEATURES
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from transformer_model.scripts.utils.informer_dataset_class import InformerDataset
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from transformer_model.scripts.training.load_basis_model import load_moment_model
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#CSS part
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st.markdown(f"""
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<style>
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.stButton > button {{
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background-color: {PLOT_COLOR};
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}}
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/* Entfernt auch den leeren Platz über der App */
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header[data-testid="stHeader"] {{
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display: none !important;
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height: 0px !important;
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if true_vals:
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ax.plot(true_timestamps[-window_hours:], true_vals[-window_hours:], label="Actual", color="#0077B6")
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ax.set_ylabel("Consumption (MW)", fontsize=8)
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ax.legend(
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fontsize=8,
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loc="upper left",
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bbox_to_anchor=(0, 0.95)
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)
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ax.yaxis.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)
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ax.set_ylim(y_min, y_max)
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ax.xaxis.set_major_locator(mdates.DayLocator(interval=1))
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ax.xaxis.set_major_formatter(mdates.DateFormatter("%m-%d"))
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ax.tick_params(axis="x", labelrotation=0, labelsize=5)
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ax.tick_params(axis="y", labelsize=5)
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for spine in ax.spines.values():
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spine.set_visible(False)
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"""Displays the simulation plot and metrics in the UI."""
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title = "Actual vs. Prediction (Paused)" if paused else "Actual vs. Prediction"
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plot_title.markdown(
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f"<div style='text-align: center; font-size: 20pt; font-weight: bold; margin-bottom: -0.7rem; margin-top: 0rem;'>"
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f"{title}</div>",
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unsafe_allow_html=True
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)
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plot_container.pyplot(fig)
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with info_container.container():
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#st.markdown("<div style='margin-top: 5rem;'></div>", unsafe_allow_html=True)
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st.markdown(
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f"<span style='font-size: 24px; font-weight: 600;'>Time: {timestamp}</span>",
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unsafe_allow_html=True
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)
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st.divider()
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st.markdown(
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f"<span style='font-size: 24px; font-weight: 600;'>Interim Metrics</span>",
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unsafe_allow_html=True
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)
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st.metric("MAPE (so far)", f"{mape:.2f} %")
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