{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Daily Weather Forecast\n", "\n", "This notebook gets the weather forecast for the city requested and shows the forecast and the temperature graph." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The input\n", "\n", "This cell will be replaced by the place parameter specified when you run the notebook using notebook execution:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "parameters" ] }, "outputs": [], "source": [ "place=\"Minneapolis, MN\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert the location to longitude and latitude\n", "\n", "In this section, we use the [geopy](https://geopy.readthedocs.io/en/stable/) library to get the latitude and longitude of the city from Open Street Map. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from geopy.geocoders import Nominatim" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "geolocator = Nominatim(user_agent=\"sagemaker test app\")\n", "location = geolocator.geocode(place)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "if location is None:\n", " raise ValueError(\"Unknown place name: {}\".format(place))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minneapolis, MN is at lat/long 44.9772995, -93.2654692\n" ] } ], "source": [ "latitude = location.latitude\n", "longitude = location.longitude\n", "\n", "print(\"{} is at lat/long {}, {}\".format(place, latitude, longitude))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use the NWS API to retrieve the forecast\n", "\n", "The National Weather Service has an [API](https://www.weather.gov/documentation/services-web-api) to retrieving forecasts for any lat/long combo in the United States. \n", "\n", "Getting the forecast from an arbitrary point is a two-stage process. First, you call the `points` endpoint to find the forecasts for the specified point. The result gives you URLs for hourly and twice-daily forecasts that cover that point. You retrieve those to get the actual forecast.\n", "\n", "All the results are in JSON, so they're easy to consume." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'https://api.weather.gov/points/44.9773,-93.2655'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "info_url = \"https://api.weather.gov/points/{0:.4f},{1:.4f}\".format(latitude,longitude)\n", "info_url" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the `requests` library to retrieve the JSON and then save it to a pandas dataframe." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import requests\n", "import json\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "response = requests.get(info_url)\n", "# If the response was successful, no Exception will be raised\n", "response.raise_for_status()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "info = json.loads(response.text)\n", "forecastHourly_url = info[\"properties\"][\"forecastHourly\"]\n", "forecast_url = info[\"properties\"][\"forecast\"]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def get_forecast(url):\n", " response = requests.get(url)\n", " response.raise_for_status()\n", "\n", " forecast_data = json.loads(response.text)\n", " forecast = pd.DataFrame(forecast_data[\"properties\"][\"periods\"])\n", " forecast[\"startTime\"] = pd.to_datetime(forecast[\"startTime\"])\n", " forecast[\"endTime\"] = pd.to_datetime(forecast[\"endTime\"])\n", " return forecast\n", "\n", "hourly_forecast = get_forecast(forecastHourly_url)\n", "daily_forecast = get_forecast(forecast_url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecast for the next 24 hours" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TemperatureWindForecast
DateTime
May 2117:006910 mph SSEMostly Cloudy
18:006910 mph SSEMostly Cloudy
19:006910 mph SSEMostly Cloudy
20:00695 mph SSEMostly Cloudy
21:00675 mph SSEMostly Cloudy
22:00655 mph SSEMostly Cloudy
23:00645 mph SSEMostly Cloudy
May 2200:00635 mph SSEMostly Cloudy
01:00625 mph SSEMostly Cloudy
02:00615 mph SEMostly Cloudy
03:00615 mph SEMostly Cloudy
04:00605 mph SSEMostly Cloudy
05:00595 mph SEMostly Cloudy
06:00595 mph SEMostly Cloudy
07:00605 mph SEMostly Cloudy
08:00625 mph SEMostly Cloudy
09:006510 mph SEMostly Cloudy
10:006710 mph SEMostly Cloudy
11:006910 mph SSEMostly Cloudy
12:007010 mph SSEMostly Cloudy
13:007210 mph SEMostly Cloudy
14:007310 mph SSEMostly Cloudy
15:007410 mph SEMostly Cloudy
16:007410 mph SSEMostly Cloudy
\n", "
" ], "text/plain": [ " Temperature Wind Forecast\n", "Date Time \n", "May 21 17:00 69 10 mph SSE Mostly Cloudy\n", " 18:00 69 10 mph SSE Mostly Cloudy\n", " 19:00 69 10 mph SSE Mostly Cloudy\n", " 20:00 69 5 mph SSE Mostly Cloudy\n", " 21:00 67 5 mph SSE Mostly Cloudy\n", " 22:00 65 5 mph SSE Mostly Cloudy\n", " 23:00 64 5 mph SSE Mostly Cloudy\n", "May 22 00:00 63 5 mph SSE Mostly Cloudy\n", " 01:00 62 5 mph SSE Mostly Cloudy\n", " 02:00 61 5 mph SE Mostly Cloudy\n", " 03:00 61 5 mph SE Mostly Cloudy\n", " 04:00 60 5 mph SSE Mostly Cloudy\n", " 05:00 59 5 mph SE Mostly Cloudy\n", " 06:00 59 5 mph SE Mostly Cloudy\n", " 07:00 60 5 mph SE Mostly Cloudy\n", " 08:00 62 5 mph SE Mostly Cloudy\n", " 09:00 65 10 mph SE Mostly Cloudy\n", " 10:00 67 10 mph SE Mostly Cloudy\n", " 11:00 69 10 mph SSE Mostly Cloudy\n", " 12:00 70 10 mph SSE Mostly Cloudy\n", " 13:00 72 10 mph SE Mostly Cloudy\n", " 14:00 73 10 mph SSE Mostly Cloudy\n", " 15:00 74 10 mph SE Mostly Cloudy\n", " 16:00 74 10 mph SSE Mostly Cloudy" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "today = hourly_forecast[:24][[\"startTime\",\"temperature\",\"windSpeed\", \"windDirection\", \"shortForecast\"]]\n", "today = today.rename(columns={\"temperature\": \"Temperature\", \"shortForecast\": \"Forecast\"})\n", "today.insert(0, \"Date\", today[\"startTime\"].dt.strftime(\"%b %d\"))\n", "today.insert(1, \"Time\", today[\"startTime\"].dt.strftime(\"%H:%M\"))\n", "today.insert(4, \"Wind\", today[[\"windSpeed\", \"windDirection\"]].agg(' '.join, axis=1 ))\n", "today = today.drop([\"startTime\", \"windSpeed\", \"windDirection\"], axis=\"columns\")\n", "today.set_index(['Date', 'Time'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecast for the next week" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
When Temperature Wind Forecast
This Afternoon7110 mph SSEMostly Cloudy
Tonight595 to 10 mph SSEMostly Cloudy
Friday745 to 10 mph SEMostly Cloudy
Friday Night635 to 10 mph ESEChance Showers And Thunderstorms
Saturday765 to 10 mph SEChance Showers And Thunderstorms then Showers And Thunderstorms Likely
Saturday Night640 to 5 mph SEChance Showers And Thunderstorms then Mostly Cloudy
Sunday825 to 10 mph SSEChance Showers And Thunderstorms
Sunday Night625 mph SWShowers And Thunderstorms Likely then Chance Showers And Thunderstorms
Memorial Day765 mph WNWChance Showers And Thunderstorms
Monday Night590 to 5 mph WNWChance Showers And Thunderstorms then Mostly Cloudy
Tuesday790 to 5 mph WNWMostly Sunny
Tuesday Night610 to 5 mph SWPartly Cloudy
Wednesday810 to 5 mph SSWMostly Sunny then Chance Showers And Thunderstorms
Wednesday Night635 mph SSWChance Showers And Thunderstorms
" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "week = daily_forecast[[\"name\",\"temperature\",\"windSpeed\", \"windDirection\", \"shortForecast\"]]\n", "week = week.rename(columns={\"name\": \"When\", \"temperature\": \"Temperature\", \"shortForecast\": \"Forecast\"})\n", "week.insert(4, \"Wind\", week[[\"windSpeed\", \"windDirection\"]].agg(' '.join, axis=1 ))\n", "week = week.drop([\"windSpeed\", \"windDirection\"], axis=\"columns\")\n", "week = week.style.hide_index()\n", "week" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A chart of temperatures for the next 7 days\n", "\n", "We use the [Altair](https://altair-viz.github.io/index.html) charting library to render the hourly predicted temperatures for the next week." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import altair as alt" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "nights_df=hourly_forecast.assign(new=hourly_forecast.isDaytime.diff().ne(0).cumsum()).groupby([\"isDaytime\", \"new\"]).agg({\"startTime\": min, \"endTime\": max}).reset_index()\n", "nights_df=nights_df[nights_df[\"isDaytime\"]==False]\n", "nights=alt.Chart(nights_df).mark_rect(color=\"#9E9CC9\").encode(x=\"startTime:T\", x2=\"endTime:T\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "scaleMin = np.min(hourly_forecast[\"temperature\"])\n", "scaleMin = int(scaleMin * 0.9)\n", "scaleMin = scaleMin - (scaleMin % 5)\n", "\n", "scaleMax = np.max(hourly_forecast[\"temperature\"])\n", "scaleMax = int(scaleMax * 1.1)\n", "scaleMax = scaleMax + (5 - (scaleMax % 5))\n", "domain = (scaleMin, scaleMax)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "temps = (alt.Chart(hourly_forecast, title=\"7-day Temperature Forecast for {}\".format(place)).\n", " mark_line().\n", " encode(x=alt.X(\"startTime\", title=\"Date\"),\n", " y=alt.Y(\"temperature\", title=\"Temperature (°F)\",scale=alt.Scale(domain=domain))).\n", " properties(width=700, height=300))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "datasets": { "data-ca9334b1b570a8e5b8c3c494abd88bd9": [ { "detailedForecast": "", "endTime": "2020-05-21T18:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 1, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-21T17:00:00-05:00", "temperature": 69, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "10 mph" }, { "detailedForecast": "", "endTime": "2020-05-21T19:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 2, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-21T18:00:00-05:00", "temperature": 69, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "10 mph" }, { "detailedForecast": "", "endTime": "2020-05-21T20:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 3, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-21T19:00:00-05:00", "temperature": 69, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "10 mph" }, { "detailedForecast": "", "endTime": "2020-05-21T21:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 4, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-21T20:00:00-05:00", "temperature": 69, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-21T22:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 5, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-21T21:00:00-05:00", "temperature": 67, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-21T23:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 6, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-21T22:00:00-05:00", "temperature": 65, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T00:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 7, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-21T23:00:00-05:00", "temperature": 64, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T01:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 8, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T00:00:00-05:00", "temperature": 63, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T02:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 9, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T01:00:00-05:00", "temperature": 62, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T03:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 10, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T02:00:00-05:00", "temperature": 61, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T04:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 11, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T03:00:00-05:00", "temperature": 61, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T05:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 12, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T04:00:00-05:00", "temperature": 60, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T06:00:00-05:00", "icon": "https://api.weather.gov/icons/land/night/bkn?size=small", "isDaytime": false, "name": "", "number": 13, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T05:00:00-05:00", "temperature": 59, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T07:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 14, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T06:00:00-05:00", "temperature": 59, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T08:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 15, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T07:00:00-05:00", "temperature": 60, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T09:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 16, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T08:00:00-05:00", "temperature": 62, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "5 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T10:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 17, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T09:00:00-05:00", "temperature": 65, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "10 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T11:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 18, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T10:00:00-05:00", "temperature": 67, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SE", "windSpeed": "10 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T12:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 19, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T11:00:00-05:00", "temperature": 69, "temperatureTrend": null, "temperatureUnit": "F", "windDirection": "SSE", "windSpeed": "10 mph" }, { "detailedForecast": "", "endTime": "2020-05-22T13:00:00-05:00", "icon": "https://api.weather.gov/icons/land/day/bkn?size=small", "isDaytime": true, "name": "", "number": 20, "shortForecast": "Mostly Cloudy", "startTime": "2020-05-22T12:00:00-05:00", "temperature": 70, "temperatureTrend": null, "temperatureUnit": "F", 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"text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nights + temps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save the results with scrapbook\n", "\n", "We use [scrapbook](https://github.com/nteract/scrapbook) to save particular results of this run so that they can be retrieved later by reading the notebook.\n", "\n", "This will let us take the data from multiple runs of the notebook and compare it." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/scrapbook.scrap.text+json": { "data": "Minneapolis, MN", "encoder": "text", "name": "place", "version": 1 } }, "metadata": { "scrapbook": { "data": true, "display": false, "name": "place" } }, "output_type": "display_data" }, { "data": { "application/scrapbook.scrap.text+json": { "data": 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Thunderstorms\",\"148\":\"Chance Showers And Thunderstorms\",\"149\":\"Chance Showers And Thunderstorms\",\"150\":\"Chance Showers And Thunderstorms\",\"151\":\"Chance Showers And Thunderstorms\",\"152\":\"Chance Showers And Thunderstorms\",\"153\":\"Chance Showers And Thunderstorms\",\"154\":\"Chance Showers And Thunderstorms\",\"155\":\"Chance Showers And Thunderstorms\"},\"detailedForecast\":{\"0\":\"\",\"1\":\"\",\"2\":\"\",\"3\":\"\",\"4\":\"\",\"5\":\"\",\"6\":\"\",\"7\":\"\",\"8\":\"\",\"9\":\"\",\"10\":\"\",\"11\":\"\",\"12\":\"\",\"13\":\"\",\"14\":\"\",\"15\":\"\",\"16\":\"\",\"17\":\"\",\"18\":\"\",\"19\":\"\",\"20\":\"\",\"21\":\"\",\"22\":\"\",\"23\":\"\",\"24\":\"\",\"25\":\"\",\"26\":\"\",\"27\":\"\",\"28\":\"\",\"29\":\"\",\"30\":\"\",\"31\":\"\",\"32\":\"\",\"33\":\"\",\"34\":\"\",\"35\":\"\",\"36\":\"\",\"37\":\"\",\"38\":\"\",\"39\":\"\",\"40\":\"\",\"41\":\"\",\"42\":\"\",\"43\":\"\",\"44\":\"\",\"45\":\"\",\"46\":\"\",\"47\":\"\",\"48\":\"\",\"49\":\"\",\"50\":\"\",\"51\":\"\",\"52\":\"\",\"53\":\"\",\"54\":\"\",\"55\":\"\",\"56\":\"\",\"57\":\"\",\"58\":\"\",\"59\":\"\",\"60\":\"\",\"61\":\"\",\"62\":\"\",\"63\":\"\",\"64\":\"\",\"65\":\"\",\"66\":\"\",\"67\":\"\",\"68\":\"\",\"69\":\"\",\"70\":\"\",\"71\":\"\",\"72\":\"\",\"73\":\"\",\"74\":\"\",\"75\":\"\",\"76\":\"\",\"77\":\"\",\"78\":\"\",\"79\":\"\",\"80\":\"\",\"81\":\"\",\"82\":\"\",\"83\":\"\",\"84\":\"\",\"85\":\"\",\"86\":\"\",\"87\":\"\",\"88\":\"\",\"89\":\"\",\"90\":\"\",\"91\":\"\",\"92\":\"\",\"93\":\"\",\"94\":\"\",\"95\":\"\",\"96\":\"\",\"97\":\"\",\"98\":\"\",\"99\":\"\",\"100\":\"\",\"101\":\"\",\"102\":\"\",\"103\":\"\",\"104\":\"\",\"105\":\"\",\"106\":\"\",\"107\":\"\",\"108\":\"\",\"109\":\"\",\"110\":\"\",\"111\":\"\",\"112\":\"\",\"113\":\"\",\"114\":\"\",\"115\":\"\",\"116\":\"\",\"117\":\"\",\"118\":\"\",\"119\":\"\",\"120\":\"\",\"121\":\"\",\"122\":\"\",\"123\":\"\",\"124\":\"\",\"125\":\"\",\"126\":\"\",\"127\":\"\",\"128\":\"\",\"129\":\"\",\"130\":\"\",\"131\":\"\",\"132\":\"\",\"133\":\"\",\"134\":\"\",\"135\":\"\",\"136\":\"\",\"137\":\"\",\"138\":\"\",\"139\":\"\",\"140\":\"\",\"141\":\"\",\"142\":\"\",\"143\":\"\",\"144\":\"\",\"145\":\"\",\"146\":\"\",\"147\":\"\",\"148\":\"\",\"149\":\"\",\"150\":\"\",\"151\":\"\",\"152\":\"\",\"153\":\"\",\"154\":\"\",\"155\":\"\"}}", "encoder": "text", "name": "hourly_forecast", "version": 1 } }, "metadata": { "scrapbook": { "data": true, "display": false, "name": "hourly_forecast" } }, "output_type": "display_data" }, { "data": { "application/scrapbook.scrap.text+json": { "data": "{\"number\":{\"0\":1,\"1\":2,\"2\":3,\"3\":4,\"4\":5,\"5\":6,\"6\":7,\"7\":8,\"8\":9,\"9\":10,\"10\":11,\"11\":12,\"12\":13,\"13\":14},\"name\":{\"0\":\"This Afternoon\",\"1\":\"Tonight\",\"2\":\"Friday\",\"3\":\"Friday Night\",\"4\":\"Saturday\",\"5\":\"Saturday Night\",\"6\":\"Sunday\",\"7\":\"Sunday Night\",\"8\":\"Memorial Day\",\"9\":\"Monday Night\",\"10\":\"Tuesday\",\"11\":\"Tuesday Night\",\"12\":\"Wednesday\",\"13\":\"Wednesday 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mph\",\"1\":\"5 to 10 mph\",\"2\":\"5 to 10 mph\",\"3\":\"5 to 10 mph\",\"4\":\"5 to 10 mph\",\"5\":\"0 to 5 mph\",\"6\":\"5 to 10 mph\",\"7\":\"5 mph\",\"8\":\"5 mph\",\"9\":\"0 to 5 mph\",\"10\":\"0 to 5 mph\",\"11\":\"0 to 5 mph\",\"12\":\"0 to 5 mph\",\"13\":\"5 mph\"},\"windDirection\":{\"0\":\"SSE\",\"1\":\"SSE\",\"2\":\"SE\",\"3\":\"ESE\",\"4\":\"SE\",\"5\":\"SE\",\"6\":\"SSE\",\"7\":\"SW\",\"8\":\"WNW\",\"9\":\"WNW\",\"10\":\"WNW\",\"11\":\"SW\",\"12\":\"SSW\",\"13\":\"SSW\"},\"icon\":{\"0\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/day\\/bkn?size=medium\",\"1\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/night\\/bkn?size=medium\",\"2\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/day\\/bkn?size=medium\",\"3\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/night\\/tsra,30\\/tsra,50?size=medium\",\"4\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/day\\/tsra,60?size=medium\",\"5\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/night\\/tsra_hi,50\\/bkn?size=medium\",\"6\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/day\\/tsra_sct,50\\/tsra_sct,70?size=medium\",\"7\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/night\\/tsra,70\\/tsra,50?size=medium\",\"8\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/day\\/tsra_sct,30\\/tsra_sct,40?size=medium\",\"9\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/night\\/tsra_sct,40\\/bkn?size=medium\",\"10\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/day\\/sct?size=medium\",\"11\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/night\\/sct?size=medium\",\"12\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/day\\/sct\\/tsra_hi,30?size=medium\",\"13\":\"https:\\/\\/api.weather.gov\\/icons\\/land\\/night\\/tsra_hi,30\\/tsra_hi,40?size=medium\"},\"shortForecast\":{\"0\":\"Mostly Cloudy\",\"1\":\"Mostly Cloudy\",\"2\":\"Mostly Cloudy\",\"3\":\"Chance Showers And Thunderstorms\",\"4\":\"Chance Showers And Thunderstorms then Showers And Thunderstorms Likely\",\"5\":\"Chance Showers And Thunderstorms then Mostly Cloudy\",\"6\":\"Chance Showers And Thunderstorms\",\"7\":\"Showers And Thunderstorms Likely then Chance Showers And Thunderstorms\",\"8\":\"Chance Showers And Thunderstorms\",\"9\":\"Chance Showers And Thunderstorms then Mostly Cloudy\",\"10\":\"Mostly Sunny\",\"11\":\"Partly Cloudy\",\"12\":\"Mostly Sunny then Chance Showers And Thunderstorms\",\"13\":\"Chance Showers And Thunderstorms\"},\"detailedForecast\":{\"0\":\"Mostly cloudy, with a high near 71. South southeast wind around 10 mph.\",\"1\":\"Mostly cloudy, with a low around 59. South southeast wind 5 to 10 mph.\",\"2\":\"Mostly cloudy, with a high near 74. Southeast wind 5 to 10 mph.\",\"3\":\"A chance of showers and thunderstorms after 7pm. Mostly cloudy, with a low around 63. East southeast wind 5 to 10 mph. Chance of precipitation is 50%.\",\"4\":\"A chance of showers and thunderstorms before 7am, then showers and thunderstorms likely between 7am and 1pm, then a chance of showers and thunderstorms. Mostly cloudy, with a high near 76. Southeast wind 5 to 10 mph. Chance of precipitation is 60%. New rainfall amounts less than a tenth of an inch possible.\",\"5\":\"A chance of showers and thunderstorms before 7pm. Mostly cloudy, with a low around 64. Southeast wind 0 to 5 mph. Chance of precipitation is 50%.\",\"6\":\"A chance of showers and thunderstorms between 7am and 1pm, then showers and thunderstorms likely. Mostly cloudy, with a high near 82. South southeast wind 5 to 10 mph. Chance of precipitation is 70%. New rainfall amounts between a tenth and quarter of an inch possible.\",\"7\":\"Showers and thunderstorms likely before 7pm, then a chance of showers and thunderstorms. Mostly cloudy, with a low around 62. Southwest wind around 5 mph. Chance of precipitation is 70%.\",\"8\":\"A chance of showers and thunderstorms. Mostly cloudy, with a high near 76. West northwest wind around 5 mph. Chance of precipitation is 40%.\",\"9\":\"A chance of showers and thunderstorms before 7pm. Mostly cloudy, with a low around 59. West northwest wind 0 to 5 mph. Chance of precipitation is 40%.\",\"10\":\"Mostly sunny, with a high near 79. West northwest wind 0 to 5 mph.\",\"11\":\"Partly cloudy, with a low around 61. Southwest wind 0 to 5 mph.\",\"12\":\"A chance of showers and thunderstorms after 1pm. Mostly sunny, with a high near 81. South southwest wind 0 to 5 mph. Chance of precipitation is 30%.\",\"13\":\"A chance of showers and thunderstorms. Partly cloudy, with a low around 63. South southwest wind around 5 mph. Chance of precipitation is 40%.\"}}", "encoder": "text", "name": "daily_forecast", "version": 1 } }, "metadata": { "scrapbook": { "data": true, "display": false, "name": "daily_forecast" } }, "output_type": "display_data" } ], "source": [ "import scrapbook as sb\n", "\n", "sb.glue(\"place\", place)\n", "sb.glue(\"hourly_forecast\", hourly_forecast.to_json())\n", "sb.glue(\"daily_forecast\", daily_forecast.to_json())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.1" }, "sagemaker_run_notebook": { "saved_parameters": [ { "name": "place", "value": "New York, NY" } ] } }, "nbformat": 4, "nbformat_minor": 4 }