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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"id": "HekFLPPAksz5uQith0kBakhg", | |
"metadata": { | |
"tags": [], | |
"id": "HekFLPPAksz5uQith0kBakhg", | |
"executionInfo": { | |
"status": "ok", | |
"timestamp": 1712542342938, | |
"user_tz": 300, | |
"elapsed": 3, | |
"user": { | |
"displayName": "", | |
"userId": "" | |
} | |
} | |
}, | |
"source": [ | |
"import pandas as pd\n", | |
"import requests\n", | |
"from io import StringIO\n", | |
"\n", | |
"pd.options.plotting.backend = \"plotly\"" | |
], | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# change api_endpoint to what was deployed in your env\n", | |
"api_endpoint = 'https://nwm-api.ciroh.org/forecast'\n", | |
"\n", | |
"api_key = 'YOUR-API-KEY'" | |
], | |
"metadata": { | |
"id": "8duLVmFjx722", | |
"executionInfo": { | |
"status": "ok", | |
"timestamp": 1712542350457, | |
"user_tz": 300, | |
"elapsed": 200, | |
"user": { | |
"displayName": "", | |
"userId": "" | |
} | |
} | |
}, | |
"id": "8duLVmFjx722", | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"reference_time = '2023-03-05'\n", | |
"ensemble_member = 0\n", | |
"reach_id = 15039097" | |
], | |
"metadata": { | |
"id": "44hsjh02yFGu", | |
"executionInfo": { | |
"status": "ok", | |
"timestamp": 1712542351780, | |
"user_tz": 300, | |
"elapsed": 2, | |
"user": { | |
"displayName": "", | |
"userId": "" | |
} | |
} | |
}, | |
"id": "44hsjh02yFGu", | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"header = {\n", | |
" 'x-api-key': api_key\n", | |
"}\n", | |
"\n", | |
"params = {\n", | |
" 'forecast_type': 'long_range',\n", | |
" 'reference_time': reference_time,\n", | |
" 'ensemble': ensemble_member,\n", | |
" 'comids': reach_id,\n", | |
" 'output_format': 'csv'\n", | |
"}" | |
], | |
"metadata": { | |
"id": "-QZDOfXHx969", | |
"executionInfo": { | |
"status": "ok", | |
"timestamp": 1712542352817, | |
"user_tz": 300, | |
"elapsed": 2, | |
"user": { | |
"displayName": "", | |
"userId": "" | |
} | |
} | |
}, | |
"id": "-QZDOfXHx969", | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"r = requests.get(api_endpoint, params=params, headers=header)\n", | |
"df = pd.read_csv(StringIO(r.text))" | |
], | |
"metadata": { | |
"id": "pJFQeTalyKUn", | |
"executionInfo": { | |
"status": "ok", | |
"timestamp": 1712542354722, | |
"user_tz": 300, | |
"elapsed": 1141, | |
"user": { | |
"displayName": "", | |
"userId": "" | |
} | |
} | |
}, | |
"id": "pJFQeTalyKUn", | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.set_index('time',inplace=True)" | |
], | |
"metadata": { | |
"id": "SY0P6bqp0slb", | |
"executionInfo": { | |
"status": "ok", | |
"timestamp": 1712542355922, | |
"user_tz": 300, | |
"elapsed": 2, | |
"user": { | |
"displayName": "", | |
"userId": "" | |
} | |
} | |
}, | |
"id": "SY0P6bqp0slb", | |
"execution_count": 6, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df" | |
], | |
"metadata": { | |
"id": "pZaIvB1pyPS6" | |
}, | |
"id": "pZaIvB1pyPS6", | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df['streamflow'].plot(labels=dict(value=\"streamflow [cms]\"))" | |
], | |
"metadata": { | |
"id": "W19nja6gyRmj" | |
}, | |
"id": "W19nja6gyRmj", | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [], | |
"metadata": { | |
"id": "bOxJtu-tyqEs" | |
}, | |
"id": "bOxJtu-tyqEs", | |
"execution_count": null, | |
"outputs": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.10.10" | |
}, | |
"colab": { | |
"provenance": [], | |
"name": "nwm-api-demo" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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