{ "cells": [ { "cell_type": "markdown", "id": "5694c920-c12c-40b6-bf05-c7a48ea9598e", "metadata": {}, "source": [ "# Simple examples - Statistics\n", "\n", "This notebook is just a small reference on how to request OSM statistics via the ohsome-API.\n", "\n", "Statistics:\n", "- features length for single timestamp\n", "- features count for time series\n", "- contributors count for time bins\n", "- contributions count for time bins\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "2ecc8374-d973-4ee5-857b-926065328367", "metadata": {}, "outputs": [], "source": [ "import os\n", "from io import StringIO\n", "\n", "import httpx\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "634573b8-f011-4b89-a7e7-725372497e9e", "metadata": {}, "outputs": [], "source": [ "OHSOME_API_URL = os.getenv(\"OHSOME_API_URL\", \"https://api.heigit.org/ohsome-api/v2-rc\")\n", "OHSOME_API_KEY = os.getenv(\n", " \"OHSOME_API_KEY\", \"\"\n", ") # insert your api key as env or default value here" ] }, { "cell_type": "markdown", "id": "616e834a-cd95-4c8b-9d1c-aa92699ade32", "metadata": {}, "source": [ "## Features Length Single Timestamp" ] }, { "cell_type": "code", "execution_count": 3, "id": "17be47f3-f1e6-4187-86c3-5f42b3e10047", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
timestampvalue
02026-08-21T21:59:59Z242452
\n", "
" ], "text/plain": [ " timestamp value\n", "0 2026-08-21T21:59:59Z 242452" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "response = httpx.post(\n", " OHSOME_API_URL + \"/stats/features/length.csv\",\n", " json={\n", " \"aoi\": [8.6275437, 49.3727921, 8.7545042, 49.4385023],\n", " \"filter\": \"highway=residential and geometry:line\",\n", " \"time\": \"latest\",\n", " },\n", " headers={\"authorization\": OHSOME_API_KEY},\n", ")\n", "\n", "df = pd.read_csv(\n", " StringIO(response.text),\n", " delimiter=\";\",\n", " header=3, # skip first 3 rows with metadata\n", ")\n", "\n", "display(df)" ] }, { "cell_type": "markdown", "id": "b9a6171a-e2fe-4630-aa2a-364505a6ce71", "metadata": {}, "source": [ "## Features Count Time Series" ] }, { "cell_type": "code", "execution_count": 11, "id": "b91b7070-6149-45f3-a97d-b94450a303c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "response = httpx.post(\n", " OHSOME_API_URL + \"/stats/features/count.csv\",\n", " json={\n", " \"aoi\": [8.6275437, 49.3727921, 8.7545042, 49.4385023],\n", " \"filter\": \"highway=bus_stop and geometry:point\",\n", " \"time\": {\"start\": \"2010-01-01\", \"end\": \"2026-06-01\", \"interval\": \"P1Y\"},\n", " },\n", " headers={\"authorization\": OHSOME_API_KEY},\n", ")\n", "\n", "df = pd.read_csv(\n", " StringIO(response.text),\n", " delimiter=\";\",\n", " header=3, # skip first 3 rows with metadata\n", ")\n", "\n", "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"])\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(7, 5))\n", "df.plot(\"timestamp\", \"value\", ax=ax, label=\"features\", ylabel=\"count\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8696190f-450e-403a-8307-b6d1605452ed", "metadata": {}, "source": [ "## Contributors Count Time Bins" ] }, { "cell_type": "code", "execution_count": 13, "id": "d4d50a22-e891-4e26-9039-19a01a8c0c90", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "response = httpx.post(\n", " OHSOME_API_URL + \"/stats/contributors/count.csv\",\n", " json={\n", " \"aoi\": [8.6275437, 49.3727921, 8.7545042, 49.4385023],\n", " \"filter\": \"highway=* and geometry:line\",\n", " \"time\": {\"start\": \"2010-01-01\", \"end\": \"2026-06-01\", \"binSize\": \"P1Y\"},\n", " },\n", " headers={\"authorization\": OHSOME_API_KEY},\n", ")\n", "\n", "df = pd.read_csv(\n", " StringIO(response.text),\n", " delimiter=\";\",\n", " header=3, # skip first 3 rows with metadata\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(7, 5))\n", "df.plot(\n", " \"start\",\n", " \"value\",\n", " ax=ax,\n", " kind=\"bar\",\n", " label=\"contributors\",\n", " ylabel=\"count\",\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9e4bc00e-2c15-4c40-b7f7-8d88387d62a6", "metadata": {}, "source": [ "## Contributions Count Time Bins" ] }, { "cell_type": "code", "execution_count": 14, "id": "44968678-5b75-4392-9601-f366fda5f42e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "response = httpx.post(\n", " OHSOME_API_URL + \"/stats/contributions/count.csv\",\n", " json={\n", " \"aoi\": [8.6275437, 49.3727921, 8.7545042, 49.4385023],\n", " \"filter\": \"building=* and geometry:polygon\",\n", " \"time\": {\"start\": \"2025-01-01\", \"end\": \"2026-06-01\", \"binSize\": \"P1M\"},\n", " },\n", " headers={\"authorization\": OHSOME_API_KEY},\n", ")\n", "\n", "df = pd.read_csv(\n", " StringIO(response.text),\n", " delimiter=\";\",\n", " header=3, # skip first 3 rows with metadata\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(7, 5))\n", "df.plot(\"start\", \"value\", ax=ax, kind=\"bar\", label=\"contributions\", ylabel=\"count\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "ae76cdb9-de59-4cf5-9ebe-36ac1e22090c", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 5 }