USB_Weather.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests in c:\\users\\adminuser\\.conda\\envs\\m.res_thesis\\lib\\site-packages (2.23.0)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in c:\\users\\adminuser\\.conda\\envs\\m.res_thesis\\lib\\site-packages (from requests) (1.25.8)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in c:\\users\\adminuser\\.conda\\envs\\m.res_thesis\\lib\\site-packages (from requests) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\adminuser\\.conda\\envs\\m.res_thesis\\lib\\site-packages (from requests) (2020.4.5.1)\n",
      "Requirement already satisfied: idna<3,>=2.5 in c:\\users\\adminuser\\.conda\\envs\\m.res_thesis\\lib\\site-packages (from requests) (2.9)\n"
     ]
    }
   ],
   "source": [
    "# !pip install requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json\n",
    "import math\n",
    "import urllib.request\n",
    "import dateutil.parser\n",
    "import dateutil.rrule\n",
    "import datetime\n",
    "import pytz\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import collections\n",
    "from textwrap import wrap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'entityId': 'd76f537c-ce71-4948-93bd-5d980674e588',\n",
       " 'name': 'Urban Sciences Building: Roof: Automatic Weather Station',\n",
       " 'meta': {'building': 'Urban Sciences Building'},\n",
       " 'position': [],\n",
       " 'feed': [{'feedId': '65ba7a6b-aabc-4b5a-b228-9ad4437f75a7',\n",
       "   'metric': 'Barometric pressure',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '8568e54f-c4c9-43e1-8132-90d3dbf5b50f',\n",
       "     'sourceId': 'Barometric pressure',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '52e89d57-c99b-4682-8973-c7ebac44fd89',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': 'fb3c0c97-281c-4c68-966e-7c5b166d884f',\n",
       "      'name': 'hectopascals'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:45:30.000Z',\n",
       "      'duration': -10,\n",
       "      'value': 1003.6},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/52e89d57-c99b-4682-8973-c7ebac44fd89',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/52e89d57-c99b-4682-8973-c7ebac44fd89/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/barometric-pressure/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/barometric-pressure/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/65ba7a6b-aabc-4b5a-b228-9ad4437f75a7',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/barometric-pressure',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': 'bf69bcca-49b6-4430-9a41-77640f9bfd5f',\n",
       "   'metric': 'Rainfall accumulation (TBR1)',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': 'c3ab770f-abc6-47b8-8cd1-64c60d7e8865',\n",
       "     'sourceId': 'SBS1-Acc',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '2c53f1bb-1729-4882-bbf4-af04a170a258',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '257e87c5-2e6d-4936-a066-50067e18271f',\n",
       "      'name': 'millimetres'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T06:46:50.000Z',\n",
       "      'duration': -9.954,\n",
       "      'value': 1.4},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/2c53f1bb-1729-4882-bbf4-af04a170a258',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/2c53f1bb-1729-4882-bbf4-af04a170a258/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-accumulation-(tbr1)/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-accumulation-(tbr1)/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/bf69bcca-49b6-4430-9a41-77640f9bfd5f',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/rainfall-accumulation-(tbr1)',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': 'b6f94e54-8e90-4497-bbef-0cc2d4f8cc3e',\n",
       "   'metric': 'Rainfall rate (TBR2)',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '9ae1f162-67dd-4d49-a029-2f5c20c6e5fd',\n",
       "     'sourceId': 'SBS2-Inst',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '0db944ca-3315-4e70-904e-168c3a57caeb',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '257e87c5-2e6d-4936-a066-50067e18271f',\n",
       "      'name': 'millimetres'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-04T11:33:20.000Z',\n",
       "      'duration': -10.023,\n",
       "      'value': 0.000173889},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0db944ca-3315-4e70-904e-168c3a57caeb',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0db944ca-3315-4e70-904e-168c3a57caeb/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-rate-(tbr2)/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-rate-(tbr2)/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/b6f94e54-8e90-4497-bbef-0cc2d4f8cc3e',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/rainfall-rate-(tbr2)',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': '624a268e-d739-487b-b0ec-abc14419fd5f',\n",
       "   'metric': 'Rainfall rate (TBR1)',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '8936fe66-32c6-4f94-933c-582dd0ea9b85',\n",
       "     'sourceId': 'SBS1-Inst',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '80b6b16e-a2f2-4698-96f9-64d315bc31df',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '257e87c5-2e6d-4936-a066-50067e18271f',\n",
       "      'name': 'millimetres'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-04T10:59:30.000Z',\n",
       "      'duration': -9.965,\n",
       "      'value': 0.000445},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/80b6b16e-a2f2-4698-96f9-64d315bc31df',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/80b6b16e-a2f2-4698-96f9-64d315bc31df/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-rate-(tbr1)/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-rate-(tbr1)/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/624a268e-d739-487b-b0ec-abc14419fd5f',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/rainfall-rate-(tbr1)',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': 'aaaf586c-b9be-4b4f-8f89-897e4ccd391c',\n",
       "   'metric': 'Sunshine hours',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': 'b50f7f4e-1d9c-41bd-836c-674448402354',\n",
       "     'sourceId': 'Sunshine hours',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '7c255066-ea2c-4aa7-9a6d-79e5de8fe712',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '0b12d1d1-2742-4e36-a416-f8b028f82be2',\n",
       "      'name': 'hours'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:46:00.000Z',\n",
       "      'duration': -9.986,\n",
       "      'value': 2.44},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/7c255066-ea2c-4aa7-9a6d-79e5de8fe712',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/7c255066-ea2c-4aa7-9a6d-79e5de8fe712/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/sunshine-hours/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/sunshine-hours/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/aaaf586c-b9be-4b4f-8f89-897e4ccd391c',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/sunshine-hours',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': '7e405076-9276-42e1-89a7-07c792dc26e2',\n",
       "   'metric': 'Relative humidity',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': 'aec71032-a37c-4055-b56d-8cae7eeb3c68',\n",
       "     'sourceId': 'Relative humidity',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '140e6248-2107-44f2-afc1-b758acd8343a',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '904a6ff6-ae37-471e-9c28-08b582c3433b',\n",
       "      'name': 'percent'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:43:40.000Z',\n",
       "      'duration': -10.004,\n",
       "      'value': 78},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/140e6248-2107-44f2-afc1-b758acd8343a',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/140e6248-2107-44f2-afc1-b758acd8343a/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/relative-humidity/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/relative-humidity/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/7e405076-9276-42e1-89a7-07c792dc26e2',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/relative-humidity',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': '447185db-c9e5-438f-8e2d-e8678188d90d',\n",
       "   'metric': 'Air temperature',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '7b9009da-64ff-4b7b-a452-dab07085d39c',\n",
       "     'sourceId': 'Air temperature',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '0527e443-9982-4e33-8e6c-e283510b9607',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '02ac7c2b-8b55-4891-be52-0e1bbc6ad447',\n",
       "      'name': 'degrees celsius'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:45:50.000Z',\n",
       "      'duration': -10.013,\n",
       "      'value': 13.9},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0527e443-9982-4e33-8e6c-e283510b9607',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0527e443-9982-4e33-8e6c-e283510b9607/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/air-temperature/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/air-temperature/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/447185db-c9e5-438f-8e2d-e8678188d90d',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/air-temperature',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': '44d757f7-a90a-472c-9d82-a8a1659034e8',\n",
       "   'metric': 'Wind speed',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': 'ca4aecbc-50af-41f4-b563-79ab6dd4aec2',\n",
       "     'sourceId': 'Wind speed',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': 'bb81da07-2ae9-45df-8c31-8955dd9dffc6',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '35bb8ea2-964d-4e99-9649-55cd11e23ca7',\n",
       "      'name': 'metres per second'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:46:10.000Z',\n",
       "      'duration': -10,\n",
       "      'value': 1.28},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/bb81da07-2ae9-45df-8c31-8955dd9dffc6',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/bb81da07-2ae9-45df-8c31-8955dd9dffc6/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/wind-speed/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/wind-speed/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/44d757f7-a90a-472c-9d82-a8a1659034e8',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/wind-speed',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': '3ab7351d-4dbd-49b7-882b-d4c5762ae25a',\n",
       "   'metric': 'Dewpoint',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': 'c6e33bec-26e2-4a46-ab59-83150a305609',\n",
       "     'sourceId': 'Dewpoint',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '901c9fdb-8da4-4e77-a3ae-e6b13351e7ba',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '02ac7c2b-8b55-4891-be52-0e1bbc6ad447',\n",
       "      'name': 'degrees celsius'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:45:50.000Z',\n",
       "      'duration': -10.012,\n",
       "      'value': 10.3},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/901c9fdb-8da4-4e77-a3ae-e6b13351e7ba',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/901c9fdb-8da4-4e77-a3ae-e6b13351e7ba/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/dewpoint/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/dewpoint/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/3ab7351d-4dbd-49b7-882b-d4c5762ae25a',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/dewpoint',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': '3bfb5cc4-130e-4615-bffb-b901e63a0dbf',\n",
       "   'metric': 'Wind direction',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '8e582e74-0daa-4379-9dc2-74a81cf6097e',\n",
       "     'sourceId': 'Wind direction',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': 'da2af32e-7a92-4080-87ac-70f80420f322',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '6389a97f-722c-45f3-99e0-cf2cca25f051',\n",
       "      'name': 'degrees angular'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:46:10.000Z',\n",
       "      'duration': -9.999,\n",
       "      'value': 61},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/da2af32e-7a92-4080-87ac-70f80420f322',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/da2af32e-7a92-4080-87ac-70f80420f322/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/wind-direction/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/wind-direction/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/3bfb5cc4-130e-4615-bffb-b901e63a0dbf',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/wind-direction',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': '6e1c3b7b-bcea-4fba-989e-70b3fe99f5f3',\n",
       "   'metric': 'Rainfall accumulation (TBR2)',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '8438da9b-e1ae-40b2-b522-65c35f5cee58',\n",
       "     'sourceId': 'SBS2-Acc',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': '10f7df97-b641-4ac8-aa12-258ada6fdfc7',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '257e87c5-2e6d-4936-a066-50067e18271f',\n",
       "      'name': 'millimetres'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-05T00:00:00.000Z',\n",
       "      'duration': -10,\n",
       "      'value': 0},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/10f7df97-b641-4ac8-aa12-258ada6fdfc7',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/10f7df97-b641-4ac8-aa12-258ada6fdfc7/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-accumulation-(tbr2)/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/rainfall-accumulation-(tbr2)/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/6e1c3b7b-bcea-4fba-989e-70b3fe99f5f3',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/rainfall-accumulation-(tbr2)',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  {'feedId': 'dc039a9b-acac-4d38-889b-710329072aa1',\n",
       "   'metric': 'Solar radiation',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '8a80c225-cff7-4fc8-a443-78164cfde64d',\n",
       "     'sourceId': 'Solar radiation',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'timeseries': [{'timeseriesId': 'c3bc6074-a29f-400b-b860-8c46ee6927de',\n",
       "     'aggregation': [],\n",
       "     'derivatives': [],\n",
       "     'unit': {'unitId': '7ae7afc9-324f-423e-8d1f-0849bfbf3526',\n",
       "      'name': 'watts per square metre'},\n",
       "     'storage': {'storageId': 3, 'name': 'Real', 'suffix': 'real'},\n",
       "     'assessments': [],\n",
       "     'latest': {'time': '2020-07-10T09:46:10.000Z',\n",
       "      'duration': -9.998,\n",
       "      'value': 387},\n",
       "     'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c3bc6074-a29f-400b-b860-8c46ee6927de',\n",
       "       'rel': 'self'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c3bc6074-a29f-400b-b860-8c46ee6927de/historic',\n",
       "       'rel': 'archives'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/solar-radiation/raw',\n",
       "       'rel': 'self.friendly'},\n",
       "      {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/solar-radiation/raw/historic',\n",
       "       'rel': 'archives.friendly'}]}],\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/dc039a9b-acac-4d38-889b-710329072aa1',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/solar-radiation',\n",
       "     'rel': 'self.friendly'}]}],\n",
       " 'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/d76f537c-ce71-4948-93bd-5d980674e588',\n",
       "   'rel': 'self'},\n",
       "  {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/automatic-weather-station',\n",
       "   'rel': 'self.friendly'}]}"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result2=requests.get('https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/roof-automatic-weather-station')\n",
    "result2.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'timeseries': {'timeseriesId': '0527e443-9982-4e33-8e6c-e283510b9607',\n",
       "  'feedId': '447185db-c9e5-438f-8e2d-e8678188d90d',\n",
       "  'unit': {'unitId': '02ac7c2b-8b55-4891-be52-0e1bbc6ad447',\n",
       "   'name': 'degrees celsius'},\n",
       "  'storage': {'name': 'Real', 'suffix': 'real'},\n",
       "  'aggregation': [],\n",
       "  'derivatives': [],\n",
       "  'assessments': [],\n",
       "  'parentFeed': {'feedId': '447185db-c9e5-438f-8e2d-e8678188d90d',\n",
       "   'metric': 'Air temperature',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': '7b9009da-64ff-4b7b-a452-dab07085d39c',\n",
       "     'sourceId': 'Air temperature',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'parentEntity': {'entityId': 'd76f537c-ce71-4948-93bd-5d980674e588',\n",
       "    'name': 'Urban Sciences Building: Roof: Automatic Weather Station',\n",
       "    'meta': {'building': 'Urban Sciences Building'},\n",
       "    'position': [],\n",
       "    'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/d76f537c-ce71-4948-93bd-5d980674e588',\n",
       "      'rel': 'self'},\n",
       "     {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/automatic-weather-station',\n",
       "      'rel': 'self.friendly'}]},\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/447185db-c9e5-438f-8e2d-e8678188d90d',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/air-temperature',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0527e443-9982-4e33-8e6c-e283510b9607',\n",
       "    'rel': 'self'},\n",
       "   {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0527e443-9982-4e33-8e6c-e283510b9607/historic',\n",
       "    'rel': 'archives'},\n",
       "   {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/air-temperature/raw',\n",
       "    'rel': 'self.friendly'},\n",
       "   {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/air-temperature/raw/historic',\n",
       "    'rel': 'archives.friendly'}]},\n",
       " 'historic': {'startTime': '2019-09-25T00:00:00.000Z',\n",
       "  'endTime': '2019-09-26T00:00:00.000Z',\n",
       "  'limited': False,\n",
       "  'values': []}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=requests.get(\n",
    "    'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/air-temperature/raw/historic?startTime=2019-09-25&endTime=2019-09-26')\n",
    "data.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_json(json.dumps(data.json()['historic']['values']))\n",
    "df.to_csv('add-2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'timeseries': {'timeseriesId': 'c3bc6074-a29f-400b-b860-8c46ee6927de',\n",
       "  'feedId': 'dc039a9b-acac-4d38-889b-710329072aa1',\n",
       "  'storage': {'name': 'Real', 'suffix': 'real'},\n",
       "  'unit': {'unitId': '7ae7afc9-324f-423e-8d1f-0849bfbf3526',\n",
       "   'name': 'watts per square metre'},\n",
       "  'aggregation': [],\n",
       "  'derivatives': [],\n",
       "  'assessments': [],\n",
       "  'parentFeed': {'feedId': 'dc039a9b-acac-4d38-889b-710329072aa1',\n",
       "   'metric': 'Solar radiation',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'service': [],\n",
       "   'brokerage': [{'brokerageId': '8a80c225-cff7-4fc8-a443-78164cfde64d',\n",
       "     'sourceId': 'Solar radiation',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'parentEntity': {'entityId': 'd76f537c-ce71-4948-93bd-5d980674e588',\n",
       "    'name': 'Urban Sciences Building: Roof: Automatic Weather Station',\n",
       "    'meta': {'building': 'Urban Sciences Building'},\n",
       "    'position': [],\n",
       "    'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/d76f537c-ce71-4948-93bd-5d980674e588',\n",
       "      'rel': 'self'},\n",
       "     {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/automatic-weather-station',\n",
       "      'rel': 'self.friendly'}]},\n",
       "   'isRestricted': False,\n",
       "   'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/dc039a9b-acac-4d38-889b-710329072aa1',\n",
       "     'rel': 'self'},\n",
       "    {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/feed/automatic-weather-station/solar-radiation',\n",
       "     'rel': 'self.friendly'}]},\n",
       "  'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c3bc6074-a29f-400b-b860-8c46ee6927de',\n",
       "    'rel': 'self'},\n",
       "   {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c3bc6074-a29f-400b-b860-8c46ee6927de/historic',\n",
       "    'rel': 'archives'},\n",
       "   {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/solar-radiation/raw',\n",
       "    'rel': 'self.friendly'},\n",
       "   {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/solar-radiation/raw/historic',\n",
       "    'rel': 'archives.friendly'}]},\n",
       " 'historic': {'startTime': '2019-01-20T00:00:00.000Z',\n",
       "  'endTime': '2019-02-01T00:00:00.000Z',\n",
       "  'limited': False,\n",
       "  'values': [{'time': '2019-01-31T23:50:00.000Z',\n",
       "    'duration': -9.999,\n",
       "    'value': 1},\n",
       "   {'time': '2019-01-31T23:49:50.000Z', 'duration': -9.993, 'value': 0},\n",
       "   {'time': '2019-01-31T23:49:40.000Z', 'duration': -9.994, 'value': 1},\n",
       "   {'time': '2019-01-31T23:48:30.000Z', 'duration': -9.977, 'value': 0},\n",
       "   {'time': '2019-01-31T23:42:20.000Z', 'duration': -10.018, 'value': 1},\n",
       "   {'time': '2019-01-31T23:41:00.000Z', 'duration': -10.007, 'value': 2},\n",
       "   {'time': '2019-01-31T23:39:10.000Z', 'duration': -10.007, 'value': 1},\n",
       "   {'time': '2019-01-31T23:39:00.000Z', 'duration': -9.999, 'value': 6.37},\n",
       "   {'time': '2019-01-31T23:38:40.000Z', 'duration': -10.007, 'value': 1},\n",
       "   {'time': '2019-01-31T23:28:50.000Z', 'duration': -9.992, 'value': 6.37},\n",
       "   {'time': '2019-01-31T23:28:40.000Z', 'duration': -10.014, 'value': 0},\n",
       "   {'time': '2019-01-31T23:25:50.000Z', 'duration': -9.999, 'value': 6.37},\n",
       "   {'time': '2019-01-31T23:25:40.000Z', 'duration': -9.996, 'value': 0},\n",
       "   {'time': '2019-01-31T23:24:50.000Z', 'duration': -10.005, 'value': 6.37},\n",
       "   {'time': '2019-01-31T23:24:40.000Z', 'duration': -9.998, 'value': 0},\n",
       "   {'time': '2019-01-31T23:18:20.000Z', 'duration': -10.002, 'value': 6.37},\n",
       "   {'time': '2019-01-31T23:18:10.000Z', 'duration': -9.997, 'value': 0},\n",
       "   {'time': '2019-01-31T23:14:40.000Z', 'duration': -10.263, 'value': 6.37},\n",
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       "   {'time': '2019-01-30T15:49:10.000Z', 'duration': -10.249, 'value': 0},\n",
       "   {'time': '2019-01-30T15:49:00.000Z', 'duration': -10.002, 'value': 5.8},\n",
       "   {'time': '2019-01-30T15:48:40.000Z', 'duration': -9.991, 'value': 0},\n",
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       "   {'time': '2019-01-30T15:48:00.000Z', 'duration': -10.005, 'value': 0},\n",
       "   ...]}}"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=requests.get(\n",
    "    'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/solar-radiation/raw/historic?startTime=2019-01-20&endTime=2019-02-01')\n",
    "data.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_json(json.dumps(data.json()['historic']['values']))\n",
    "df.to_csv('Jan-3.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'timeseries': {'timeseriesId': '140e6248-2107-44f2-afc1-b758acd8343a',\n",
       "  'feedId': '7e405076-9276-42e1-89a7-07c792dc26e2',\n",
       "  'unit': {'unitId': '904a6ff6-ae37-471e-9c28-08b582c3433b',\n",
       "   'name': 'percent'},\n",
       "  'storage': {'name': 'Real', 'suffix': 'real'},\n",
       "  'aggregation': [],\n",
       "  'derivatives': [],\n",
       "  'assessments': [],\n",
       "  'parentFeed': {'feedId': '7e405076-9276-42e1-89a7-07c792dc26e2',\n",
       "   'metric': 'Relative humidity',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': 'aec71032-a37c-4055-b56d-8cae7eeb3c68',\n",
       "     'sourceId': 'Relative humidity',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'parentEntity': {'entityId': 'd76f537c-ce71-4948-93bd-5d980674e588',\n",
       "    'name': 'Urban Sciences Building: Roof: Automatic Weather Station',\n",
       "    'meta': {'building': 'Urban Sciences Building'},\n",
       "    'position': [],\n",
       "    'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/d76f537c-ce71-4948-93bd-5d980674e588',\n",
       "      'rel': 'self'},\n",
       "     {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/automatic-weather-station',\n",
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       "   'isRestricted': False,\n",
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       "   {'time': '2019-12-28T16:32:50.000Z', 'duration': -9.98, 'value': 62},\n",
       "   {'time': '2019-12-28T16:32:40.000Z', 'duration': -10.019, 'value': 61},\n",
       "   {'time': '2019-12-28T16:32:30.000Z', 'duration': -10, 'value': 60},\n",
       "   {'time': '2019-12-28T16:32:00.000Z', 'duration': -10.002, 'value': 59},\n",
       "   {'time': '2019-12-28T16:31:30.000Z', 'duration': -10.004, 'value': 58},\n",
       "   {'time': '2019-12-28T16:30:30.000Z', 'duration': -9.997, 'value': 59},\n",
       "   {'time': '2019-12-28T16:30:20.000Z', 'duration': -9.987, 'value': 58},\n",
       "   {'time': '2019-12-28T16:29:40.000Z', 'duration': -9.987, 'value': 59},\n",
       "   {'time': '2019-12-28T16:28:20.000Z', 'duration': -10, 'value': 58},\n",
       "   {'time': '2019-12-28T16:26:00.000Z', 'duration': -10, 'value': 59},\n",
       "   {'time': '2019-12-28T16:23:20.000Z', 'duration': -10.003, 'value': 58},\n",
       "   {'time': '2019-12-28T16:21:40.000Z', 'duration': -10.02, 'value': 59},\n",
       "   {'time': '2019-12-28T16:21:00.000Z', 'duration': -10.014, 'value': 60},\n",
       "   ...]}}"
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=requests.get(\n",
    "    'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/relative-humidity/raw/historic?startTime=2019-12-15&endTime=2020-01-01')\n",
    "data.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_json(json.dumps(data.json()['historic']['values']))\n",
    "df.to_csv('Dec-2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'timeseries': {'timeseriesId': 'bb81da07-2ae9-45df-8c31-8955dd9dffc6',\n",
       "  'feedId': '44d757f7-a90a-472c-9d82-a8a1659034e8',\n",
       "  'unit': {'unitId': '35bb8ea2-964d-4e99-9649-55cd11e23ca7',\n",
       "   'name': 'metres per second'},\n",
       "  'storage': {'name': 'Real', 'suffix': 'real'},\n",
       "  'aggregation': [],\n",
       "  'derivatives': [],\n",
       "  'assessments': [],\n",
       "  'parentFeed': {'feedId': '44d757f7-a90a-472c-9d82-a8a1659034e8',\n",
       "   'metric': 'Wind speed',\n",
       "   'hardwareId': None,\n",
       "   'meta': {},\n",
       "   'provider': None,\n",
       "   'hardware': None,\n",
       "   'technology': None,\n",
       "   'brokerage': [{'brokerageId': 'ca4aecbc-50af-41f4-b563-79ab6dd4aec2',\n",
       "     'sourceId': 'Wind speed',\n",
       "     'meta': {},\n",
       "     'broker': {'brokerId': 'ed94d873-6588-4291-9a7b-1d2c5b0eba6d',\n",
       "      'name': 'USB Roof Weather Station',\n",
       "      'active': False,\n",
       "      'meta': None}}],\n",
       "   'service': [],\n",
       "   'parentEntity': {'entityId': 'd76f537c-ce71-4948-93bd-5d980674e588',\n",
       "    'name': 'Urban Sciences Building: Roof: Automatic Weather Station',\n",
       "    'meta': {'building': 'Urban Sciences Building'},\n",
       "    'position': [],\n",
       "    'links': [{'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/d76f537c-ce71-4948-93bd-5d980674e588',\n",
       "      'rel': 'self'},\n",
       "     {'href': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/entity/automatic-weather-station',\n",
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       "   {'time': '2019-09-26T21:12:00.000Z', 'duration': -9.983, 'value': 2.98},\n",
       "   {'time': '2019-09-26T21:11:50.000Z', 'duration': -10.014, 'value': 3.3},\n",
       "   {'time': '2019-09-26T21:11:40.000Z', 'duration': -9.997, 'value': 1.55},\n",
       "   {'time': '2019-09-26T21:11:30.000Z', 'duration': -10.001, 'value': 1.44},\n",
       "   {'time': '2019-09-26T21:11:20.000Z', 'duration': -10.001, 'value': 1.01},\n",
       "   {'time': '2019-09-26T21:11:10.000Z', 'duration': -10.007, 'value': 0.84},\n",
       "   {'time': '2019-09-26T21:11:00.000Z', 'duration': -9.977, 'value': 0.51},\n",
       "   {'time': '2019-09-26T21:10:50.000Z', 'duration': -10.013, 'value': 1.5},\n",
       "   {'time': '2019-09-26T21:10:40.000Z', 'duration': -10.001, 'value': 0.28},\n",
       "   {'time': '2019-09-26T21:10:30.000Z', 'duration': -9.996, 'value': 1.16},\n",
       "   {'time': '2019-09-26T21:10:20.000Z', 'duration': -9.997, 'value': 1.25},\n",
       "   {'time': '2019-09-26T21:10:10.000Z', 'duration': -9.987, 'value': 0.99},\n",
       "   {'time': '2019-09-26T21:10:00.000Z', 'duration': -30.023, 'value': 1.22},\n",
       "   {'time': '2019-09-26T21:09:50.000Z', 'duration': -29.999, 'value': 0.42},\n",
       "   {'time': '2019-09-26T21:09:20.000Z', 'duration': -9.975, 'value': 1.15},\n",
       "   {'time': '2019-09-26T21:08:50.000Z', 'duration': -10.02, 'value': 3.5},\n",
       "   {'time': '2019-09-26T21:08:40.000Z', 'duration': -10.004, 'value': 0.65},\n",
       "   {'time': '2019-09-26T21:08:30.000Z', 'duration': -9.995, 'value': 1.6},\n",
       "   {'time': '2019-09-26T21:08:20.000Z', 'duration': -10.004, 'value': 1.07},\n",
       "   {'time': '2019-09-26T21:08:10.000Z', 'duration': -9.887, 'value': 1.03},\n",
       "   {'time': '2019-09-26T21:08:00.000Z', 'duration': -10.11, 'value': 0.14},\n",
       "   {'time': '2019-09-26T21:07:50.000Z', 'duration': -9.988, 'value': 1.4},\n",
       "   {'time': '2019-09-26T21:07:40.000Z', 'duration': -9.813, 'value': 1.05},\n",
       "   {'time': '2019-09-26T21:07:30.000Z', 'duration': -10.2, 'value': 0.81},\n",
       "   {'time': '2019-09-26T21:07:20.000Z', 'duration': -10.001, 'value': 1.79},\n",
       "   {'time': '2019-09-26T21:07:10.000Z', 'duration': -10, 'value': 1.08},\n",
       "   {'time': '2019-09-26T21:07:00.000Z', 'duration': -9.997, 'value': 1.78},\n",
       "   ...]}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=requests.get(\n",
    "    'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/automatic-weather-station/wind-speed/raw/historic?startTime=2019-09-24&endTime=2019-09-27')\n",
    "data.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_json(json.dumps(data.json()['historic']['values']))\n",
    "df.to_csv('add.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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