Naveed Ahmad

Filers Incentives in Finances 2026-27

Filers Incentives in Finances 2026-27

The Authorities of Pakistan, in its Finances 2026-27, has introduced an incentive for filers by lowering withholding tax on property purchases and gross sales. The federal finance minister, Muhammad Aurangzeb, has introduced that the withholding tax on property purchases for filers has been decreased from 2.5 p.c to 1.25 p.c. He added that the tax…

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A Coding Implementation on Spatial Graph Neural Networks for City Operate Inference Utilizing city2graph, OSMnx, and PyTorch Geometric

A Coding Implementation on Spatial Graph Neural Networks for City Operate Inference Utilizing city2graph, OSMnx, and PyTorch Geometric

poi_gdf[“cx”] = poi_gdf.geometry.x poi_gdf[“cy”] = poi_gdf.geometry.y coords = poi_gdf[[“cx”, “cy”]].to_numpy() nn = NearestNeighbors(radius=150.0).match(coords) poi_gdf[“local_density”] = [len(idx) – 1 for idx in nn.radius_neighbors(coords, return_distance=False)] if segments_gdf shouldn’t be None and len(segments_gdf): attempt: joined = gpd.sjoin_nearest(poi_gdf[[“geometry”]], segments_gdf[[“geometry”]], distance_col=”dist_street”) poi_gdf[“dist_street”] = joined.groupby(degree=0)[“dist_street”].min().reindex(poi_gdf.index).fillna(0.0) besides Exception: poi_gdf[“dist_street”] = 0.0 else: poi_gdf[“dist_street”] = 0.0 poi_gdf[“category”] = poi_gdf[“category”].astype(“class”) poi_gdf[“label”] = poi_gdf[“category”].cat.codes.astype(int) CLASS_NAMES…

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