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Refactoring code for Issue src/meta/config.js #89

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Refactoring code for Issue src/meta/config.js #89

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ae5c87c
fixing the function that needs to be refactored
Sep 4, 2024
a388f65
fixing some syntax issues
Sep 4, 2024
af5b936
making project ready for tesm PR
Sep 15, 2024
ec561a6
adding console print
Sep 15, 2024
86549c9
trying to fix sonar error
Sep 15, 2024
fe2f4dd
removing console
Sep 15, 2024
15ce234
fixing testing issues
Sep 15, 2024
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275 changes: 275 additions & 0 deletions .ipynb_checkpoints/Lab2.3-UsingWebAPIs-AccuWeatherExample-Questions-checkpoint.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"id": "13933ab3",
"metadata": {},
"source": [
"#Part 3 Demo of a RESTful access of the AccuWeather website with an API key\n",
"Step 1. Register on accuweather.com\n",
"Step2: Go to https://developer.accuweather.com/packages and get a free key (remember not to make too many calls - there is a limit)\n",
"Step 3: Use the key for working on Lab 2.3 (set the key in the file api_key.txt and read it into your code). "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f48627a3-1f6d-42c6-aa20-a317b2843f28",
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"from pathlib import Path"
]
},
{
"cell_type": "markdown",
"id": "68a4114c-0e63-4339-b259-e7baa6453299",
"metadata": {},
"source": [
"# Get a free key from AccuWeather site (has limited services and limited number of trys in a day)\n",
"\n",
"Insert the file named api_key.txt with the key value and place the file in the same folder as this notebook"
]
},
{
"cell_type": "markdown",
"id": "dae2a1c5-86fa-450f-9372-ba2c45af9e56",
"metadata": {},
"source": [
"Q1. What does the following function return?\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "7cc88e49",
"metadata": {},
"source": [
"This function returns the contents of a file as a text without any trailing spaces or white spaces. It basically cleans the file."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f46330f6-acd5-4d1c-84c5-9cb2f26bc424",
"metadata": {},
"outputs": [],
"source": [
"def read_api_key(filepath):\n",
" # Feel free to modify this function if you are storing the API Key differently\n",
" return Path(filepath).read_text().strip()"
]
},
{
"cell_type": "markdown",
"id": "2767380a-06de-4d96-b6ae-fa86d177185e",
"metadata": {},
"source": [
"Q2. What does the following function return?\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "6de86387",
"metadata": {},
"source": [
"This function returns the city code for a specified city by querying the AccuWeather API. However, if the API does not work it prints an error message and returns 0."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cf895b5c-42df-4aa9-a2c1-d9dd69c34ebf",
"metadata": {},
"outputs": [],
"source": [
"def get_citycode(citystring, api_key):\n",
" url=f\"http://dataservice.accuweather.com/locations/v1/cities/search?apikey={api_key}&q={citystring}\"\n",
" response = requests.get(url)\n",
" if response.status_code == 200:\n",
" data = response.json()\n",
" print(data)\n",
" return data[0]['Key']#271669\n",
" else:\n",
" print(\"Failed to retrieve data from: \"+ url+ \"\\n\"+ str(response))\n",
" return 0\n"
]
},
{
"cell_type": "markdown",
"id": "af302688-c771-46df-a303-ce92c7967701",
"metadata": {},
"source": [
"Q3. What does the following function return?\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "44276518",
"metadata": {},
"source": [
"The following function returns the weather forecast for a specific city using the AccuWeather API. However, if the API does not work then it prints an error message."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ebba52c6-752a-4e30-8c34-065f31f0e9d4",
"metadata": {},
"outputs": [],
"source": [
"def get_weather(api_key, city_code):\n",
" url = f\"http://dataservice.accuweather.com/forecasts/v1/daily/1day/{city_code}?apikey={api_key}&details=true&metric=true\"\n",
" response = requests.get(url)\n",
" if response.status_code == 200:\n",
" data = response.json()\n",
" print(data)\n",
" return data\n",
" else:\n",
" print(\"Failed to retrieve data\")\n",
" print(url)\n",
" print(response)"
]
},
{
"cell_type": "markdown",
"id": "ee7bc35b-cfa7-40a0-8782-2561a4a890a7",
"metadata": {},
"source": [
"Q4. Explain the code in the following cell\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "d4e9dc8c",
"metadata": {},
"source": [
"The code in the cell uses the functions that we previously defined to read an API key from a file that we input. Then it uses it to get the city code of a specified city."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "57e14ff2-29bf-43fa-9dfd-a8f9622dca05",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[{'Version': 1, 'Key': '1310', 'Type': 'City', 'Rank': 35, 'LocalizedName': 'Pittsburgh', 'EnglishName': 'Pittsburgh', 'PrimaryPostalCode': '15219', 'Region': {'ID': 'NAM', 'LocalizedName': 'North America', 'EnglishName': 'North America'}, 'Country': {'ID': 'US', 'LocalizedName': 'United States', 'EnglishName': 'United States'}, 'AdministrativeArea': {'ID': 'PA', 'LocalizedName': 'Pennsylvania', 'EnglishName': 'Pennsylvania', 'Level': 1, 'LocalizedType': 'State', 'EnglishType': 'State', 'CountryID': 'US'}, 'TimeZone': {'Code': 'EDT', 'Name': 'America/New_York', 'GmtOffset': -4.0, 'IsDaylightSaving': True, 'NextOffsetChange': '2024-11-03T06:00:00Z'}, 'GeoPosition': {'Latitude': 40.441, 'Longitude': -79.996, 'Elevation': {'Metric': {'Value': 219.0, 'Unit': 'm', 'UnitType': 5}, 'Imperial': {'Value': 718.0, 'Unit': 'ft', 'UnitType': 0}}}, 'IsAlias': False, 'SupplementalAdminAreas': [{'Level': 2, 'LocalizedName': 'Allegheny', 'EnglishName': 'Allegheny'}], 'DataSets': ['AirQualityCurrentConditions', 'AirQualityForecasts', 'Alerts', 'DailyAirQualityForecast', 'DailyPollenForecast', 'ForecastConfidence', 'FutureRadar', 'MinuteCast', 'ProximityNotification-Lightning', 'Radar']}]\n",
"City code: 1310\n"
]
}
],
"source": [
"api_key = read_api_key(filepath='''/Users/reemkonsowa/Desktop/api/api-key.txt''') # Replace the file with your actual API key\n",
"city_string=\"Pittsburgh, PA\"\n",
"city_code = get_citycode(city_string, api_key)\n",
"print(f\"City code: {city_code}\")"
]
},
{
"cell_type": "markdown",
"id": "c67d3a1e-cd18-43be-be6d-132c81c6f50a",
"metadata": {},
"source": [
"Q5. Explain the code in the following cell\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "8a225ec2",
"metadata": {},
"source": [
"The code in the following cell prints the weather information of a specific city. It stores different information that is being retrieved from other functions and then prints it. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f8e616f3-c37f-4865-a3e8-f60324763a9f",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Headline': {'EffectiveDate': '2024-09-07T08:00:00-04:00', 'EffectiveEpochDate': 1725710400, 'Severity': 4, 'Text': 'Noticeably cooler Saturday', 'Category': 'cooler', 'EndDate': '2024-09-07T20:00:00-04:00', 'EndEpochDate': 1725753600, 'MobileLink': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?unit=c&lang=en-us', 'Link': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?unit=c&lang=en-us'}, 'DailyForecasts': [{'Date': '2024-09-05T07:00:00-04:00', 'EpochDate': 1725534000, 'Sun': {'Rise': '2024-09-05T06:52:00-04:00', 'EpochRise': 1725533520, 'Set': '2024-09-05T19:44:00-04:00', 'EpochSet': 1725579840}, 'Moon': {'Rise': '2024-09-05T09:13:00-04:00', 'EpochRise': 1725541980, 'Set': '2024-09-05T20:50:00-04:00', 'EpochSet': 1725583800, 'Phase': 'WaxingCrescent', 'Age': 3}, 'Temperature': {'Minimum': {'Value': 14.3, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 28.3, 'Unit': 'C', 'UnitType': 17}}, 'RealFeelTemperature': {'Minimum': {'Value': 14.0, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Cool'}, 'Maximum': {'Value': 30.4, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Very Warm'}}, 'RealFeelTemperatureShade': {'Minimum': {'Value': 14.0, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Cool'}, 'Maximum': {'Value': 27.0, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Very Warm'}}, 'HoursOfSun': 12.7, 'DegreeDaySummary': {'Heating': {'Value': 0.0, 'Unit': 'C', 'UnitType': 17}, 'Cooling': {'Value': 3.0, 'Unit': 'C', 'UnitType': 17}}, 'AirAndPollen': [{'Name': 'AirQuality', 'Value': 46, 'Category': 'Good', 'CategoryValue': 1, 'Type': 'Nitrogen Dioxide'}, {'Name': 'Grass', 'Value': 12, 'Category': 'Moderate', 'CategoryValue': 2}, {'Name': 'Mold', 'Value': 0, 'Category': 'Low', 'CategoryValue': 1}, {'Name': 'Ragweed', 'Value': 30, 'Category': 'Moderate', 'CategoryValue': 2}, {'Name': 'Tree', 'Value': 0, 'Category': 'Low', 'CategoryValue': 1}, {'Name': 'UVIndex', 'Value': 6, 'Category': 'High', 'CategoryValue': 3}], 'Day': {'Icon': 1, 'IconPhrase': 'Sunny', 'HasPrecipitation': False, 'ShortPhrase': 'Plenty of sunshine', 'LongPhrase': 'Plenty of sunshine', 'PrecipitationProbability': 0, 'ThunderstormProbability': 0, 'RainProbability': 0, 'SnowProbability': 0, 'IceProbability': 0, 'Wind': {'Speed': {'Value': 9.3, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 128, 'Localized': 'SE', 'English': 'SE'}}, 'WindGust': {'Speed': {'Value': 20.4, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 116, 'Localized': 'ESE', 'English': 'ESE'}}, 'TotalLiquid': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Rain': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Snow': {'Value': 0.0, 'Unit': 'cm', 'UnitType': 4}, 'Ice': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'HoursOfPrecipitation': 0.0, 'HoursOfRain': 0.0, 'HoursOfSnow': 0.0, 'HoursOfIce': 0.0, 'CloudCover': 1, 'Evapotranspiration': {'Value': 4.6, 'Unit': 'mm', 'UnitType': 3}, 'SolarIrradiance': {'Value': 7194.5, 'Unit': 'W/m²', 'UnitType': 33}, 'RelativeHumidity': {'Minimum': 31, 'Maximum': 75, 'Average': 45}, 'WetBulbTemperature': {'Minimum': {'Value': 12.2, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 17.0, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 15.9, 'Unit': 'C', 'UnitType': 17}}, 'WetBulbGlobeTemperature': {'Minimum': {'Value': 14.4, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 23.2, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 20.6, 'Unit': 'C', 'UnitType': 17}}}, 'Night': {'Icon': 33, 'IconPhrase': 'Clear', 'HasPrecipitation': False, 'ShortPhrase': 'Clear', 'LongPhrase': 'Clear', 'PrecipitationProbability': 2, 'ThunderstormProbability': 0, 'RainProbability': 2, 'SnowProbability': 0, 'IceProbability': 0, 'Wind': {'Speed': {'Value': 9.3, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 129, 'Localized': 'SE', 'English': 'SE'}}, 'WindGust': {'Speed': {'Value': 14.8, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 113, 'Localized': 'ESE', 'English': 'ESE'}}, 'TotalLiquid': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Rain': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Snow': {'Value': 0.0, 'Unit': 'cm', 'UnitType': 4}, 'Ice': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'HoursOfPrecipitation': 0.0, 'HoursOfRain': 0.0, 'HoursOfSnow': 0.0, 'HoursOfIce': 0.0, 'CloudCover': 0, 'Evapotranspiration': {'Value': 0.5, 'Unit': 'mm', 'UnitType': 3}, 'SolarIrradiance': {'Value': 71.4, 'Unit': 'W/m²', 'UnitType': 33}, 'RelativeHumidity': {'Minimum': 43, 'Maximum': 89, 'Average': 69}, 'WetBulbTemperature': {'Minimum': {'Value': 13.5, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 16.3, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 14.9, 'Unit': 'C', 'UnitType': 17}}, 'WetBulbGlobeTemperature': {'Minimum': {'Value': 15.2, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 21.0, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 17.6, 'Unit': 'C', 'UnitType': 17}}}, 'Sources': ['AccuWeather'], 'MobileLink': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?day=1&unit=c&lang=en-us', 'Link': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?day=1&unit=c&lang=en-us'}]}\n",
"{'Headline': {'EffectiveDate': '2024-09-07T08:00:00-04:00', 'EffectiveEpochDate': 1725710400, 'Severity': 4, 'Text': 'Noticeably cooler Saturday', 'Category': 'cooler', 'EndDate': '2024-09-07T20:00:00-04:00', 'EndEpochDate': 1725753600, 'MobileLink': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?unit=c&lang=en-us', 'Link': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?unit=c&lang=en-us'}, 'DailyForecasts': [{'Date': '2024-09-05T07:00:00-04:00', 'EpochDate': 1725534000, 'Sun': {'Rise': '2024-09-05T06:52:00-04:00', 'EpochRise': 1725533520, 'Set': '2024-09-05T19:44:00-04:00', 'EpochSet': 1725579840}, 'Moon': {'Rise': '2024-09-05T09:13:00-04:00', 'EpochRise': 1725541980, 'Set': '2024-09-05T20:50:00-04:00', 'EpochSet': 1725583800, 'Phase': 'WaxingCrescent', 'Age': 3}, 'Temperature': {'Minimum': {'Value': 14.3, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 28.3, 'Unit': 'C', 'UnitType': 17}}, 'RealFeelTemperature': {'Minimum': {'Value': 14.0, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Cool'}, 'Maximum': {'Value': 30.4, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Very Warm'}}, 'RealFeelTemperatureShade': {'Minimum': {'Value': 14.0, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Cool'}, 'Maximum': {'Value': 27.0, 'Unit': 'C', 'UnitType': 17, 'Phrase': 'Very Warm'}}, 'HoursOfSun': 12.7, 'DegreeDaySummary': {'Heating': {'Value': 0.0, 'Unit': 'C', 'UnitType': 17}, 'Cooling': {'Value': 3.0, 'Unit': 'C', 'UnitType': 17}}, 'AirAndPollen': [{'Name': 'AirQuality', 'Value': 46, 'Category': 'Good', 'CategoryValue': 1, 'Type': 'Nitrogen Dioxide'}, {'Name': 'Grass', 'Value': 12, 'Category': 'Moderate', 'CategoryValue': 2}, {'Name': 'Mold', 'Value': 0, 'Category': 'Low', 'CategoryValue': 1}, {'Name': 'Ragweed', 'Value': 30, 'Category': 'Moderate', 'CategoryValue': 2}, {'Name': 'Tree', 'Value': 0, 'Category': 'Low', 'CategoryValue': 1}, {'Name': 'UVIndex', 'Value': 6, 'Category': 'High', 'CategoryValue': 3}], 'Day': {'Icon': 1, 'IconPhrase': 'Sunny', 'HasPrecipitation': False, 'ShortPhrase': 'Plenty of sunshine', 'LongPhrase': 'Plenty of sunshine', 'PrecipitationProbability': 0, 'ThunderstormProbability': 0, 'RainProbability': 0, 'SnowProbability': 0, 'IceProbability': 0, 'Wind': {'Speed': {'Value': 9.3, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 128, 'Localized': 'SE', 'English': 'SE'}}, 'WindGust': {'Speed': {'Value': 20.4, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 116, 'Localized': 'ESE', 'English': 'ESE'}}, 'TotalLiquid': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Rain': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Snow': {'Value': 0.0, 'Unit': 'cm', 'UnitType': 4}, 'Ice': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'HoursOfPrecipitation': 0.0, 'HoursOfRain': 0.0, 'HoursOfSnow': 0.0, 'HoursOfIce': 0.0, 'CloudCover': 1, 'Evapotranspiration': {'Value': 4.6, 'Unit': 'mm', 'UnitType': 3}, 'SolarIrradiance': {'Value': 7194.5, 'Unit': 'W/m²', 'UnitType': 33}, 'RelativeHumidity': {'Minimum': 31, 'Maximum': 75, 'Average': 45}, 'WetBulbTemperature': {'Minimum': {'Value': 12.2, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 17.0, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 15.9, 'Unit': 'C', 'UnitType': 17}}, 'WetBulbGlobeTemperature': {'Minimum': {'Value': 14.4, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 23.2, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 20.6, 'Unit': 'C', 'UnitType': 17}}}, 'Night': {'Icon': 33, 'IconPhrase': 'Clear', 'HasPrecipitation': False, 'ShortPhrase': 'Clear', 'LongPhrase': 'Clear', 'PrecipitationProbability': 2, 'ThunderstormProbability': 0, 'RainProbability': 2, 'SnowProbability': 0, 'IceProbability': 0, 'Wind': {'Speed': {'Value': 9.3, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 129, 'Localized': 'SE', 'English': 'SE'}}, 'WindGust': {'Speed': {'Value': 14.8, 'Unit': 'km/h', 'UnitType': 7}, 'Direction': {'Degrees': 113, 'Localized': 'ESE', 'English': 'ESE'}}, 'TotalLiquid': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Rain': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'Snow': {'Value': 0.0, 'Unit': 'cm', 'UnitType': 4}, 'Ice': {'Value': 0.0, 'Unit': 'mm', 'UnitType': 3}, 'HoursOfPrecipitation': 0.0, 'HoursOfRain': 0.0, 'HoursOfSnow': 0.0, 'HoursOfIce': 0.0, 'CloudCover': 0, 'Evapotranspiration': {'Value': 0.5, 'Unit': 'mm', 'UnitType': 3}, 'SolarIrradiance': {'Value': 71.4, 'Unit': 'W/m²', 'UnitType': 33}, 'RelativeHumidity': {'Minimum': 43, 'Maximum': 89, 'Average': 69}, 'WetBulbTemperature': {'Minimum': {'Value': 13.5, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 16.3, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 14.9, 'Unit': 'C', 'UnitType': 17}}, 'WetBulbGlobeTemperature': {'Minimum': {'Value': 15.2, 'Unit': 'C', 'UnitType': 17}, 'Maximum': {'Value': 21.0, 'Unit': 'C', 'UnitType': 17}, 'Average': {'Value': 17.6, 'Unit': 'C', 'UnitType': 17}}}, 'Sources': ['AccuWeather'], 'MobileLink': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?day=1&unit=c&lang=en-us', 'Link': 'http://www.accuweather.com/en/us/pittsburgh-pa/15219/daily-weather-forecast/1310?day=1&unit=c&lang=en-us'}]}\n",
"Pittsburgh, PA\n",
"Headline Text: Noticeably cooler Saturday\n",
"Temperature Minimum Value: 14.3\n"
]
}
],
"source": [
"if (city_code!=0):\n",
" weather_data=get_weather(api_key, city_code)\n",
" print(weather_data)\n",
"# Extract 'Text' from 'Headline'\n",
" headline_text = weather_data['Headline']['Text']\n",
"# Extract 'Temperature Minimum' value\n",
" temperature_minimum = weather_data['DailyForecasts'][0]['Temperature']['Minimum']['Value']\n",
" print(city_string)\n",
" print(\"Headline Text:\", headline_text)\n",
" print(\"Temperature Minimum Value:\", temperature_minimum)\n",
"else: \n",
" print(\"Invalid search term\")"
]
},
{
"cell_type": "markdown",
"id": "29a8a8e9-102c-46e0-ad76-87c11f3002fd",
"metadata": {},
"source": [
"# Run all the cells and find the minimum temperature in Tucson, Arizona today \n",
"Write the minimum temperature here: \n",
"# Submit both .ipynb and .html files "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3f2cf97c",
"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": "3.11.4"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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