Downloading data

Python basics

Python
Basics
Author

Kunal Khurana

Published

October 13, 2023

Learning outcomes

  1. working with real-world data sets.
  2. processing CSV and JSON files.
  3. extracting data that needs to be focussed on.
  4. Use of datetime module with Matplotlib, and plot multiple data series on one chart.
  5. Style plotly charts and maps

CSV File Headers

import csv

filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line
    print(header_row)
['STATION', 'NAME', 'DATE', 'PRCP', 'TAVG', 'TMAX', 'TMIN']

Printing the headers and their Positions

import csv

filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line
    
    for a, b in enumerate(header_row):
        print(a, b)
    
    
0 STATION
1 NAME
2 DATE
3 PRCP
4 TAVG
5 TMAX
6 TMIN

Extracting and reading data

  • high temperatures for the day
filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line

    highs = []    # reading and processing rest of the file
    for row in reader:
        high = int(row[5])  #TMAX index is 5
        highs.append(high)
print(highs)
[62, 58, 70, 70, 67, 59, 58, 62, 66, 59, 56, 63, 65, 58, 56, 59, 64, 60, 60, 61, 65, 65, 63, 59, 64, 65, 68, 66, 64, 67, 65]

Plotting data in temperature chart

import csv
import matplotlib.pyplot as plt

filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line

# plotting
plt.style.use('classic')
fig, ax = plt.subplots()
ax.plot(highs, c= 'red')

#formatting
ax.set_title("Daily high temperatures, 2023", fontsize = 22)
ax.set_xlabel('', fontsize = 16)
ax.set_ylabel("Temperature (F)", fontsize = 22)
ax.tick_params(axis = 'both', which = 'major', labelsize=16)
plt.show()

### Plotting dates
from datetime import datetime
first_date = datetime.strptime('2023-10-14', '%Y-%m-%d')
print(first_date)                              
2023-10-14 00:00:00
import csv
from datetime import datetime
import matplotlib.pyplot as plt


filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line
    
    #getting dates and highs
    dates, highs = [], []
    for row in reader:
        current_date = datetime.strptime(row[2], '%Y-%m-%d')
        high = int(row[5])
        dates.append(current_date)
        highs.append(high)

# plotting
plt.style.use('classic')
fig, ax = plt.subplots()
ax.plot(dates, highs, c= 'red')

#formatting
ax.set_title("Daily high temperatures, 2018", fontsize = 22)
ax.set_xlabel('', fontsize = 16)
fig.autofmt_xdate()
ax.set_ylabel("Temperature (F)", fontsize = 22)
ax.tick_params(axis = 'both', which = 'major', labelsize=16)
plt.show()

Plotting a second data series

import csv
from datetime import datetime
import matplotlib.pyplot as plt


filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line
    
    #getting dates and highs
    dates, highs, lows = [], [], []
    for row in reader:
        current_date = datetime.strptime(row[2], '%Y-%m-%d')
        high = int(row[5])
        low = int(row[6])         #low added
        dates.append(current_date)
        highs.append(high)
        lows.append(low)          #low appended

# plotting
plt.style.use('classic')
fig, ax = plt.subplots()
ax.plot(dates, highs, c= 'red')
ax.plot(dates, lows, c = 'blue')


#formatting
ax.set_title("Daily high and low temperatures, 2018", fontsize = 24)
ax.set_xlabel('', fontsize = 16)
fig.autofmt_xdate()
ax.set_ylabel("Temperature (F)", fontsize = 22)
ax.tick_params(axis = 'both', which = 'major', labelsize=16)
plt.show()

Shading an Area in the chart

  • alpha controls colors transpirancy (alpha value; 0 to 1 = completely transparent to opaque)
  • passing fill_between() the list dates for the x-values and then the two y-value series highs and lows.
import csv
from datetime import datetime
import matplotlib.pyplot as plt


filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line
    
    #getting dates and highs
    dates, highs, lows = [], [], []
    for row in reader:
        current_date = datetime.strptime(row[2], '%Y-%m-%d')
        high = int(row[5])
        low = int(row[6])         
        dates.append(current_date)
        highs.append(high)
        lows.append(low)          

# plotting
plt.style.use('classic')
fig, ax = plt.subplots()
ax.plot(dates, highs, c= 'red', alpha = 0.5)      #alpha for transpirancy added here
ax.plot(dates, lows, c= 'blue', alpha = 0.5)
ax.fill_between (dates, highs, lows, facecolor= 'blue', alpha = 0.1)


#formatting
ax.set_title("Daily high and low temperatures, 2018", fontsize = 24)
ax.set_xlabel('', fontsize = 16)
fig.autofmt_xdate()
ax.set_ylabel("Temperature (F)", fontsize = 22)
ax.tick_params(axis = 'both', which = 'major', labelsize=16)
plt.show()

Error checking

  • we’ll provide wrong row nunbers as inputs
filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line
    
    #getting dates and highs
    dates, highs, lows = [], [], []
    for row in reader:
        current_date = datetime.strptime(row[2], '%Y-%m-%d')
        high = int(row[4])
        low = int(row[5])         
        dates.append(current_date)
        highs.append(high)
        lows.append(low)          

# plotting
plt.style.use('classic')
fig, ax = plt.subplots()
ax.plot(dates, highs, c= 'red', alpha = 0.5)      #alpha for transpirancy added here
ax.plot(dates, lows, c= 'blue', alpha = 0.5)
ax.fill_between (dates, highs, lows, facecolor= 'blue', alpha = 0.1)


#formatting
ax.set_title("Daily high and low temperatures, 2018", fontsize = 24)
ax.set_xlabel('', fontsize = 16)
fig.autofmt_xdate()
ax.set_ylabel("Temperature (F)", fontsize = 22)
ax.tick_params(axis = 'both', which = 'major', labelsize=16)
plt.show()
ValueError: invalid literal for int() with base 10: ''

Fixing the above error with try/except/else block

filename = "E:\machine learning projects\sitka_weather_07-2018_simple.csv"
with open(filename) as f:
    reader = csv.reader(f)
    header_row = next(reader) #reads next/first line
    
    #getting dates and highs
    dates, highs, lows = [], [], []
    for row in reader:
        current_date = datetime.strptime(row[2], '%Y-%m-%d')
        try:
            high = int(row[4])
            low = int(row[5])
        except ValueError:
            print(f"Missing data for {current_date}")
        else:
            dates.append(current_date)
            highs.append(high)
            lows.append(low)        

# plotting
plt.style.use('classic')
fig, ax = plt.subplots()
ax.plot(dates, highs, c= 'red', alpha = 0.5)      #alpha for transpirancy added here
ax.plot(dates, lows, c= 'blue', alpha = 0.5)
ax.fill_between (dates, highs, lows, facecolor= 'blue', alpha = 0.1)


#formatting
ax.set_title("Daily high and low temperatures, 2018 \nUsing try except else method", fontsize = 24)
ax.set_xlabel('', fontsize = 16)
fig.autofmt_xdate()
ax.set_ylabel("Temperature (F)", fontsize = 22)
ax.tick_params(axis = 'both', which = 'major', labelsize=16)
plt.show()
Missing data for 2018-07-01 00:00:00
Missing data for 2018-07-02 00:00:00
Missing data for 2018-07-03 00:00:00
Missing data for 2018-07-04 00:00:00
Missing data for 2018-07-05 00:00:00
Missing data for 2018-07-06 00:00:00
Missing data for 2018-07-07 00:00:00
Missing data for 2018-07-08 00:00:00
Missing data for 2018-07-09 00:00:00
Missing data for 2018-07-10 00:00:00
Missing data for 2018-07-11 00:00:00
Missing data for 2018-07-12 00:00:00
Missing data for 2018-07-13 00:00:00
Missing data for 2018-07-14 00:00:00
Missing data for 2018-07-15 00:00:00
Missing data for 2018-07-16 00:00:00
Missing data for 2018-07-17 00:00:00
Missing data for 2018-07-18 00:00:00
Missing data for 2018-07-19 00:00:00
Missing data for 2018-07-20 00:00:00
Missing data for 2018-07-21 00:00:00
Missing data for 2018-07-22 00:00:00
Missing data for 2018-07-23 00:00:00
Missing data for 2018-07-24 00:00:00
Missing data for 2018-07-25 00:00:00
Missing data for 2018-07-26 00:00:00
Missing data for 2018-07-27 00:00:00
Missing data for 2018-07-28 00:00:00
Missing data for 2018-07-29 00:00:00
Missing data for 2018-07-30 00:00:00
Missing data for 2018-07-31 00:00:00

Downloading your own data

  • practice session
  • STEPS (https://www.ncdc.noaa.gov/cdo-web/ > search tool > daily summeries > city- Toronto > click search > add to cart > custom GHCN-Daily CSV > continue > data will be emailed)
import csv

filename_1 = "E:\\machine learning projects\\3495022.csv"
with open(filename_1) as f_1:
    reader = csv.reader(f_1)
    header_row = next(reader) #reads next/first line
    
    for a, b in enumerate(header_row):
        print(a, b)
0 STATION
1 NAME
2 LATITUDE
3 LONGITUDE
4 ELEVATION
5 DATE
6 DAPR
7 DAPR_ATTRIBUTES
8 MDPR
9 MDPR_ATTRIBUTES
10 PRCP
11 PRCP_ATTRIBUTES
12 SNOW
13 SNOW_ATTRIBUTES
14 SNWD
15 SNWD_ATTRIBUTES
16 TAVG
17 TAVG_ATTRIBUTES
18 TMAX
19 TMAX_ATTRIBUTES
20 TMIN
21 TMIN_ATTRIBUTES
22 WDFG
23 WDFG_ATTRIBUTES
24 WESD
25 WESD_ATTRIBUTES
26 WESF
27 WESF_ATTRIBUTES
28 WSFG
29 WSFG_ATTRIBUTES
import csv
from datetime import datetime

filename_1 = "E:\\machine learning projects\\3495022.csv"
with open(filename_1) as f_1:
    reader = csv.reader(f_1)
    header_row = next(reader) #reads next/first line
    
    #getting dates and highs
    dates, prcp = [], []

    #processing data inside the 'with' block
    for row in reader:
        current_date = datetime.strptime(row[5], '%Y-%m-%d')
        prcp_value = float(row[10])
        DATE.append(current_date)
        PRCP.append(prcp_value)
        
        # Check if the value is not an empty string before converting to float
        if prcp:
            prcp_value = float(prcp)
            dates.append(current_date)
            prcp.append(prcp_value)
ValueError: could not convert string to float: ''

Mapping Global Data sets: JSON Format

import json

# explore the structure of the data

filename = "E:/machine learning projects/1.0_day.geojson"
with open(filename, encoding = 'utf-8') as f:
    all_eq_data = json.load(f)
    
readable_file = 'E:/machine learning projects/readable_1.0_day.geojson'
with open(readable_file, 'w') as f:
    json.dump(all_eq_data, f, indent=4)
# opening the readable file that we just created

readable_file = 'E:/machine learning projects/readable_1.0_day.geojson'
with open(readable_file, 'r', encoding = 'utf-8') as f:
    content = f.read()
    print(content)
{
    "type": "FeatureCollection",
    "metadata": {
        "generated": 1699552743000,
        "url": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/1.0_day.geojson",
        "title": "USGS Magnitude 1.0+ Earthquakes, Past Day",
        "status": 200,
        "api": "1.10.3",
        "count": 191
    },
    "features": [
        {
            "type": "Feature",
            "properties": {
                "mag": 1.80999994,
                "place": "7 km S of P\u0101hala, Hawaii",
                "time": 1699548293900,
                "updated": 1699548484670,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/hv73642362",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/hv73642362.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 50,
                "net": "hv",
                "code": "73642362",
                "ids": ",hv73642362,",
                "sources": ",hv,",
                "types": ",origin,phase-data,",
                "nst": 32,
                "dmin": null,
                "rms": 0.140000001,
                "gap": 171,
                "magType": "md",
                "type": "earthquake",
                "title": "M 1.8 - 7 km S of P\u0101hala, Hawaii"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -155.49299621582,
                    19.1323337554932,
                    31.1900005340576
                ]
            },
            "id": "hv73642362"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2.3,
                "place": "47 km NNW of Chickaloon, Alaska",
                "time": 1699547077244,
                "updated": 1699547194385,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/ak023edwvsb0",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023edwvsb0.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 81,
                "net": "ak",
                "code": "023edwvsb0",
                "ids": ",ak023edwvsb0,",
                "sources": ",ak,",
                "types": ",origin,phase-data,",
                "nst": null,
                "dmin": null,
                "rms": 1.02,
                "gap": null,
                "magType": "ml",
                "type": "earthquake",
                "title": "M 2.3 - 47 km NNW of Chickaloon, Alaska"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -148.6656,
                    62.21,
                    26.1
                ]
            },
            "id": "ak023edwvsb0"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 3.3,
                "place": "62 km SSW of Whites City, New Mexico",
                "time": 1699546775038,
                "updated": 1699548922019,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vzhg",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vzhg.geojson",
                "felt": 1,
                "cdi": 1,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 168,
                "net": "tx",
                "code": "2023vzhg",
                "ids": ",tx2023vzhg,us7000l9wr,",
                "sources": ",tx,us,",
                "types": ",dyfi,origin,phase-data,",
                "nst": 13,
                "dmin": 0.1,
                "rms": 0.1,
                "gap": 80,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 3.3 - 62 km SSW of Whites City, New Mexico"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -104.593,
                    31.647,
                    7.5969
                ]
            },
            "id": "tx2023vzhg"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.5,
                "place": "15 km E of Seven Trees, CA",
                "time": 1699546696380,
                "updated": 1699548912144,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/nc73960536",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73960536.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 35,
                "net": "nc",
                "code": "73960536",
                "ids": ",nc73960536,",
                "sources": ",nc,",
                "types": ",nearby-cities,origin,phase-data,scitech-link,",
                "nst": 17,
                "dmin": 0.04013,
                "rms": 0.05,
                "gap": 51,
                "magType": "md",
                "type": "earthquake",
                "title": "M 1.5 - 15 km E of Seven Trees, CA"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -121.668335,
                    37.2989998,
                    6.19
                ]
            },
            "id": "nc73960536"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.8,
                "place": "45 km NW of Toyah, Texas",
                "time": 1699546087245,
                "updated": 1699548100415,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vzgy",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vzgy.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 50,
                "net": "tx",
                "code": "2023vzgy",
                "ids": ",tx2023vzgy,",
                "sources": ",tx,",
                "types": ",origin,phase-data,",
                "nst": 18,
                "dmin": 0,
                "rms": 0.4,
                "gap": 56,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 1.8 - 45 km NW of Toyah, Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -104.12,
                    31.62,
                    4.5431
                ]
            },
            "id": "tx2023vzgy"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2.5,
                "place": "60 km SSW of Whites City, New Mexico",
                "time": 1699545502173,
                "updated": 1699551505040,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vzgq",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vzgq.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 96,
                "net": "tx",
                "code": "2023vzgq",
                "ids": ",us7000l9vz,tx2023vzgq,",
                "sources": ",us,tx,",
                "types": ",origin,phase-data,",
                "nst": 14,
                "dmin": 0,
                "rms": 0.2,
                "gap": 72,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 2.5 - 60 km SSW of Whites City, New Mexico"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -104.506,
                    31.637,
                    7.0571
                ]
            },
            "id": "tx2023vzgq"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 4.7,
                "place": "Banda Sea",
                "time": 1699544209694,
                "updated": 1699549188040,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000l9uy",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000l9uy.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 340,
                "net": "us",
                "code": "7000l9uy",
                "ids": ",us7000l9uy,",
                "sources": ",us,",
                "types": ",origin,phase-data,",
                "nst": 69,
                "dmin": 7.367,
                "rms": 0.53,
                "gap": 57,
                "magType": "mb",
                "type": "earthquake",
                "title": "M 4.7 - Banda Sea"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    129.5293,
                    -6.3194,
                    10
                ]
            },
            "id": "us7000l9uy"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.09,
                "place": "7 km WNW of Cobb, CA",
                "time": 1699543811820,
                "updated": 1699547110873,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/nc73960501",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73960501.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 18,
                "net": "nc",
                "code": "73960501",
                "ids": ",nc73960501,",
                "sources": ",nc,",
                "types": ",nearby-cities,origin,phase-data,scitech-link,",
                "nst": 16,
                "dmin": 0.007444,
                "rms": 0.02,
                "gap": 65,
                "magType": "md",
                "type": "earthquake",
                "title": "M 1.1 - 7 km WNW of Cobb, CA"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -122.7994995,
                    38.8363342,
                    2.14
                ]
            },
            "id": "nc73960501"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.8,
                "place": "53 km WNW of Toyah, Texas",
                "time": 1699543500458,
                "updated": 1699545925286,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vzfl",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vzfl.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 50,
                "net": "tx",
                "code": "2023vzfl",
                "ids": ",tx2023vzfl,",
                "sources": ",tx,",
                "types": ",origin,phase-data,",
                "nst": 17,
                "dmin": 0.1,
                "rms": 0.6,
                "gap": 77,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 1.8 - 53 km WNW of Toyah, Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
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                "time": 1699470610690,
                "updated": 1699472713895,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/nc73960121",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73960121.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 18,
                "net": "nc",
                "code": "73960121",
                "ids": ",nc73960121,",
                "sources": ",nc,",
                "types": ",nearby-cities,origin,phase-data,scitech-link,",
                "nst": 15,
                "dmin": 0.01288,
                "rms": 0.02,
                "gap": 99,
                "magType": "md",
                "type": "earthquake",
                "title": "M 1.1 - 3 km NE of The Geysers, CA"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -122.7294998,
                    38.7948341,
                    1.95
                ]
            },
            "id": "nc73960121"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.9,
                "place": "38 km WSW of Mentone, Texas",
                "time": 1699470534832,
                "updated": 1699471481707,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxrj",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxrj.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 56,
                "net": "tx",
                "code": "2023vxrj",
                "ids": ",tx2023vxrj,",
                "sources": ",tx,",
                "types": ",origin,phase-data,",
                "nst": 21,
                "dmin": 0,
                "rms": 0.3,
                "gap": 50,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 1.9 - 38 km WSW of Mentone, Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -103.996,
                    31.638,
                    4.4323
                ]
            },
            "id": "tx2023vxrj"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2.4,
                "place": "70 km W of Nanwalek, Alaska",
                "time": 1699470219606,
                "updated": 1699470392871,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/ak023ecb08rs",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023ecb08rs.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 89,
                "net": "ak",
                "code": "023ecb08rs",
                "ids": ",ak023ecb08rs,",
                "sources": ",ak,",
                "types": ",origin,phase-data,",
                "nst": null,
                "dmin": null,
                "rms": 0.73,
                "gap": null,
                "magType": "ml",
                "type": "earthquake",
                "title": "M 2.4 - 70 km W of Nanwalek, Alaska"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -153.1594,
                    59.355,
                    88.3
                ]
            },
            "id": "ak023ecb08rs"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2.4,
                "place": "47 km WSW of Anchor Point, Alaska",
                "time": 1699469276379,
                "updated": 1699469454902,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/ak023ecao9yt",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023ecao9yt.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 89,
                "net": "ak",
                "code": "023ecao9yt",
                "ids": ",ak023ecao9yt,",
                "sources": ",ak,",
                "types": ",origin,phase-data,",
                "nst": null,
                "dmin": null,
                "rms": 0.86,
                "gap": null,
                "magType": "ml",
                "type": "earthquake",
                "title": "M 2.4 - 47 km WSW of Anchor Point, Alaska"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -152.612,
                    59.6262,
                    74.5
                ]
            },
            "id": "ak023ecao9yt"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.9,
                "place": "39 km W of Mentone, Texas",
                "time": 1699468626083,
                "updated": 1699470921482,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxqh",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxqh.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 56,
                "net": "tx",
                "code": "2023vxqh",
                "ids": ",tx2023vxqh,",
                "sources": ",tx,",
                "types": ",origin,phase-data,",
                "nst": 16,
                "dmin": 0,
                "rms": 0.3,
                "gap": 45,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 1.9 - 39 km W of Mentone, Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -104.015,
                    31.647,
                    4.1758
                ]
            },
            "id": "tx2023vxqh"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2.4,
                "place": "40 km W of Mentone, Texas",
                "time": 1699468165641,
                "updated": 1699506715268,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxqa",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxqa.geojson",
                "felt": 6,
                "cdi": 3.8,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 91,
                "net": "tx",
                "code": "2023vxqa",
                "ids": ",tx2023vxqa,",
                "sources": ",tx,",
                "types": ",dyfi,origin,phase-data,",
                "nst": 19,
                "dmin": 0,
                "rms": 0.2,
                "gap": 47,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 2.4 - 40 km W of Mentone, Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -104.018,
                    31.651,
                    5.6817
                ]
            },
            "id": "tx2023vxqa"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2.1,
                "place": "1 km WNW of Point Possession, Alaska",
                "time": 1699468152567,
                "updated": 1699468278477,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/ak023ecakbp4",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023ecakbp4.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 68,
                "net": "ak",
                "code": "023ecakbp4",
                "ids": ",ak023ecakbp4,",
                "sources": ",ak,",
                "types": ",origin,phase-data,",
                "nst": null,
                "dmin": null,
                "rms": 0.77,
                "gap": null,
                "magType": "ml",
                "type": "earthquake",
                "title": "M 2.1 - 1 km WNW of Point Possession, Alaska"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -150.7113,
                    60.9274,
                    34.6
                ]
            },
            "id": "ak023ecakbp4"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 4.6,
                "place": "298 km WSW of Tual, Indonesia",
                "time": 1699467981946,
                "updated": 1699471139040,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000l9p4",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000l9p4.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 326,
                "net": "us",
                "code": "7000l9p4",
                "ids": ",us7000l9p4,",
                "sources": ",us,",
                "types": ",origin,phase-data,",
                "nst": 44,
                "dmin": 1.737,
                "rms": 0.93,
                "gap": 56,
                "magType": "mb",
                "type": "earthquake",
                "title": "M 4.6 - 298 km WSW of Tual, Indonesia"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    130.133,
                    -6.2563,
                    10
                ]
            },
            "id": "us7000l9p4"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2,
                "place": "40 km W of Mentone, Texas",
                "time": 1699467671508,
                "updated": 1699470264466,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxpu",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxpu.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 62,
                "net": "tx",
                "code": "2023vxpu",
                "ids": ",tx2023vxpu,",
                "sources": ",tx,",
                "types": ",origin,phase-data,",
                "nst": 33,
                "dmin": 0,
                "rms": 0.2,
                "gap": 37,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 2.0 - 40 km W of Mentone, Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -104.02,
                    31.654,
                    6.3758
                ]
            },
            "id": "tx2023vxpu"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.9,
                "place": "37 km WSW of Mentone, Texas",
                "time": 1699467600466,
                "updated": 1699534956449,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxpt",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxpt.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 56,
                "net": "tx",
                "code": "2023vxpt",
                "ids": ",tx2023vxpt,",
                "sources": ",tx,",
                "types": ",origin,phase-data,",
                "nst": 22,
                "dmin": 0,
                "rms": 0.1,
                "gap": 47,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 1.9 - 37 km WSW of Mentone, Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -103.988,
                    31.633,
                    5.8616
                ]
            },
            "id": "tx2023vxpt"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.61,
                "place": "11 km ESE of Ashford, Washington",
                "time": 1699467325410,
                "updated": 1699486036250,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/uw61971251",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/uw61971251.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 40,
                "net": "uw",
                "code": "61971251",
                "ids": ",uw61971251,",
                "sources": ",uw,",
                "types": ",origin,phase-data,",
                "nst": 50,
                "dmin": 0.04012,
                "rms": 0.14,
                "gap": 69,
                "magType": "ml",
                "type": "earthquake",
                "title": "M 1.6 - 11 km ESE of Ashford, Washington"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -121.90316666666666,
                    46.701166666666666,
                    7.25
                ]
            },
            "id": "uw61971251"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 1.64,
                "place": "3 km SE of Guerneville, CA",
                "time": 1699467192620,
                "updated": 1699477813346,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/nc73957865",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73957865.geojson",
                "felt": null,
                "cdi": null,
                "mmi": null,
                "alert": null,
                "status": "automatic",
                "tsunami": 0,
                "sig": 41,
                "net": "nc",
                "code": "73957865",
                "ids": ",nc73957865,",
                "sources": ",nc,",
                "types": ",nearby-cities,origin,phase-data,scitech-link,",
                "nst": 7,
                "dmin": 0.249,
                "rms": 0.14,
                "gap": 215,
                "magType": "md",
                "type": "earthquake",
                "title": "M 1.6 - 3 km SE of Guerneville, CA"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -122.9683304,
                    38.4850006,
                    24.01
                ]
            },
            "id": "nc73957865"
        },
        {
            "type": "Feature",
            "properties": {
                "mag": 2.5,
                "place": "western Texas",
                "time": 1699466411777,
                "updated": 1699502416780,
                "tz": null,
                "url": "https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxpc",
                "detail": "https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxpc.geojson",
                "felt": 4,
                "cdi": 2.7,
                "mmi": null,
                "alert": null,
                "status": "reviewed",
                "tsunami": 0,
                "sig": 97,
                "net": "tx",
                "code": "2023vxpc",
                "ids": ",tx2023vxpc,",
                "sources": ",tx,",
                "types": ",dyfi,origin,phase-data,",
                "nst": 28,
                "dmin": 0,
                "rms": 0.1,
                "gap": 41,
                "magType": "ml(texnet)",
                "type": "earthquake",
                "title": "M 2.5 - western Texas"
            },
            "geometry": {
                "type": "Point",
                "coordinates": [
                    -104.011,
                    31.638,
                    5.6046
                ]
            },
            "id": "tx2023vxpc"
        }
    ],
    "bbox": [
        -177.1013,
        -24.3611,
        -0.84,
        167.4497,
        67.7142,
        183.697
    ]
}
# created from 

readable_file = 'E:/machine learning projects/1.0_day.geojson'
with open(readable_file, 'r', encoding = 'utf-8') as f:
    content = f.read()
    print(content)
{"type":"FeatureCollection","metadata":{"generated":1699552743000,"url":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/1.0_day.geojson","title":"USGS Magnitude 1.0+ Earthquakes, Past Day","status":200,"api":"1.10.3","count":191},"features":[{"type":"Feature","properties":{"mag":1.80999994,"place":"7 km S of Pāhala, Hawaii","time":1699548293900,"updated":1699548484670,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/hv73642362","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/hv73642362.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":50,"net":"hv","code":"73642362","ids":",hv73642362,","sources":",hv,","types":",origin,phase-data,","nst":32,"dmin":null,"rms":0.140000001,"gap":171,"magType":"md","type":"earthquake","title":"M 1.8 - 7 km S of Pāhala, Hawaii"},"geometry":{"type":"Point","coordinates":[-155.49299621582,19.1323337554932,31.1900005340576]},"id":"hv73642362"},
{"type":"Feature","properties":{"mag":2.3,"place":"47 km NNW of Chickaloon, Alaska","time":1699547077244,"updated":1699547194385,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak023edwvsb0","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023edwvsb0.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":81,"net":"ak","code":"023edwvsb0","ids":",ak023edwvsb0,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":1.02,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.3 - 47 km NNW of Chickaloon, Alaska"},"geometry":{"type":"Point","coordinates":[-148.6656,62.21,26.1]},"id":"ak023edwvsb0"},
{"type":"Feature","properties":{"mag":3.3,"place":"62 km SSW of Whites City, New Mexico","time":1699546775038,"updated":1699548922019,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vzhg","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vzhg.geojson","felt":1,"cdi":1,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":168,"net":"tx","code":"2023vzhg","ids":",tx2023vzhg,us7000l9wr,","sources":",tx,us,","types":",dyfi,origin,phase-data,","nst":13,"dmin":0.1,"rms":0.1,"gap":80,"magType":"ml(texnet)","type":"earthquake","title":"M 3.3 - 62 km SSW of Whites City, New Mexico"},"geometry":{"type":"Point","coordinates":[-104.593,31.647,7.5969]},"id":"tx2023vzhg"},
{"type":"Feature","properties":{"mag":1.5,"place":"15 km E of Seven Trees, CA","time":1699546696380,"updated":1699548912144,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73960536","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73960536.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":35,"net":"nc","code":"73960536","ids":",nc73960536,","sources":",nc,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":17,"dmin":0.04013,"rms":0.05,"gap":51,"magType":"md","type":"earthquake","title":"M 1.5 - 15 km E of Seven Trees, CA"},"geometry":{"type":"Point","coordinates":[-121.668335,37.2989998,6.19]},"id":"nc73960536"},
{"type":"Feature","properties":{"mag":1.8,"place":"45 km NW of Toyah, Texas","time":1699546087245,"updated":1699548100415,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vzgy","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vzgy.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":50,"net":"tx","code":"2023vzgy","ids":",tx2023vzgy,","sources":",tx,","types":",origin,phase-data,","nst":18,"dmin":0,"rms":0.4,"gap":56,"magType":"ml(texnet)","type":"earthquake","title":"M 1.8 - 45 km NW of Toyah, Texas"},"geometry":{"type":"Point","coordinates":[-104.12,31.62,4.5431]},"id":"tx2023vzgy"},
{"type":"Feature","properties":{"mag":2.5,"place":"60 km SSW of Whites City, New Mexico","time":1699545502173,"updated":1699551505040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vzgq","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vzgq.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":96,"net":"tx","code":"2023vzgq","ids":",us7000l9vz,tx2023vzgq,","sources":",us,tx,","types":",origin,phase-data,","nst":14,"dmin":0,"rms":0.2,"gap":72,"magType":"ml(texnet)","type":"earthquake","title":"M 2.5 - 60 km SSW of Whites City, New Mexico"},"geometry":{"type":"Point","coordinates":[-104.506,31.637,7.0571]},"id":"tx2023vzgq"},
{"type":"Feature","properties":{"mag":4.7,"place":"Banda Sea","time":1699544209694,"updated":1699549188040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000l9uy","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000l9uy.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":340,"net":"us","code":"7000l9uy","ids":",us7000l9uy,","sources":",us,","types":",origin,phase-data,","nst":69,"dmin":7.367,"rms":0.53,"gap":57,"magType":"mb","type":"earthquake","title":"M 4.7 - Banda Sea"},"geometry":{"type":"Point","coordinates":[129.5293,-6.3194,10]},"id":"us7000l9uy"},
{"type":"Feature","properties":{"mag":1.09,"place":"7 km WNW of Cobb, CA","time":1699543811820,"updated":1699547110873,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73960501","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73960501.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":18,"net":"nc","code":"73960501","ids":",nc73960501,","sources":",nc,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":16,"dmin":0.007444,"rms":0.02,"gap":65,"magType":"md","type":"earthquake","title":"M 1.1 - 7 km WNW of Cobb, CA"},"geometry":{"type":"Point","coordinates":[-122.7994995,38.8363342,2.14]},"id":"nc73960501"},
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{"type":"Feature","properties":{"mag":1.56,"place":"3 km NE of The Geysers, CA","time":1699470623950,"updated":1699484474981,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73960126","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73960126.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":37,"net":"nc","code":"73960126","ids":",nc73960126,","sources":",nc,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":27,"dmin":0.01246,"rms":0.03,"gap":98,"magType":"md","type":"earthquake","title":"M 1.6 - 3 km NE of The Geysers, CA"},"geometry":{"type":"Point","coordinates":[-122.730835,38.7948341,1.2]},"id":"nc73960126"},
{"type":"Feature","properties":{"mag":1.08,"place":"3 km NE of The Geysers, CA","time":1699470610690,"updated":1699472713895,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73960121","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73960121.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":18,"net":"nc","code":"73960121","ids":",nc73960121,","sources":",nc,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":15,"dmin":0.01288,"rms":0.02,"gap":99,"magType":"md","type":"earthquake","title":"M 1.1 - 3 km NE of The Geysers, CA"},"geometry":{"type":"Point","coordinates":[-122.7294998,38.7948341,1.95]},"id":"nc73960121"},
{"type":"Feature","properties":{"mag":1.9,"place":"38 km WSW of Mentone, Texas","time":1699470534832,"updated":1699471481707,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxrj","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxrj.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":56,"net":"tx","code":"2023vxrj","ids":",tx2023vxrj,","sources":",tx,","types":",origin,phase-data,","nst":21,"dmin":0,"rms":0.3,"gap":50,"magType":"ml(texnet)","type":"earthquake","title":"M 1.9 - 38 km WSW of Mentone, Texas"},"geometry":{"type":"Point","coordinates":[-103.996,31.638,4.4323]},"id":"tx2023vxrj"},
{"type":"Feature","properties":{"mag":2.4,"place":"70 km W of Nanwalek, Alaska","time":1699470219606,"updated":1699470392871,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak023ecb08rs","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023ecb08rs.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":89,"net":"ak","code":"023ecb08rs","ids":",ak023ecb08rs,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.73,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.4 - 70 km W of Nanwalek, Alaska"},"geometry":{"type":"Point","coordinates":[-153.1594,59.355,88.3]},"id":"ak023ecb08rs"},
{"type":"Feature","properties":{"mag":2.4,"place":"47 km WSW of Anchor Point, Alaska","time":1699469276379,"updated":1699469454902,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak023ecao9yt","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023ecao9yt.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":89,"net":"ak","code":"023ecao9yt","ids":",ak023ecao9yt,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.86,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.4 - 47 km WSW of Anchor Point, Alaska"},"geometry":{"type":"Point","coordinates":[-152.612,59.6262,74.5]},"id":"ak023ecao9yt"},
{"type":"Feature","properties":{"mag":1.9,"place":"39 km W of Mentone, Texas","time":1699468626083,"updated":1699470921482,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxqh","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxqh.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":56,"net":"tx","code":"2023vxqh","ids":",tx2023vxqh,","sources":",tx,","types":",origin,phase-data,","nst":16,"dmin":0,"rms":0.3,"gap":45,"magType":"ml(texnet)","type":"earthquake","title":"M 1.9 - 39 km W of Mentone, Texas"},"geometry":{"type":"Point","coordinates":[-104.015,31.647,4.1758]},"id":"tx2023vxqh"},
{"type":"Feature","properties":{"mag":2.4,"place":"40 km W of Mentone, Texas","time":1699468165641,"updated":1699506715268,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxqa","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxqa.geojson","felt":6,"cdi":3.8,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":91,"net":"tx","code":"2023vxqa","ids":",tx2023vxqa,","sources":",tx,","types":",dyfi,origin,phase-data,","nst":19,"dmin":0,"rms":0.2,"gap":47,"magType":"ml(texnet)","type":"earthquake","title":"M 2.4 - 40 km W of Mentone, Texas"},"geometry":{"type":"Point","coordinates":[-104.018,31.651,5.6817]},"id":"tx2023vxqa"},
{"type":"Feature","properties":{"mag":2.1,"place":"1 km WNW of Point Possession, Alaska","time":1699468152567,"updated":1699468278477,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak023ecakbp4","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak023ecakbp4.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":68,"net":"ak","code":"023ecakbp4","ids":",ak023ecakbp4,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.77,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.1 - 1 km WNW of Point Possession, Alaska"},"geometry":{"type":"Point","coordinates":[-150.7113,60.9274,34.6]},"id":"ak023ecakbp4"},
{"type":"Feature","properties":{"mag":4.6,"place":"298 km WSW of Tual, Indonesia","time":1699467981946,"updated":1699471139040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000l9p4","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000l9p4.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":326,"net":"us","code":"7000l9p4","ids":",us7000l9p4,","sources":",us,","types":",origin,phase-data,","nst":44,"dmin":1.737,"rms":0.93,"gap":56,"magType":"mb","type":"earthquake","title":"M 4.6 - 298 km WSW of Tual, Indonesia"},"geometry":{"type":"Point","coordinates":[130.133,-6.2563,10]},"id":"us7000l9p4"},
{"type":"Feature","properties":{"mag":2,"place":"40 km W of Mentone, Texas","time":1699467671508,"updated":1699470264466,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxpu","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxpu.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":62,"net":"tx","code":"2023vxpu","ids":",tx2023vxpu,","sources":",tx,","types":",origin,phase-data,","nst":33,"dmin":0,"rms":0.2,"gap":37,"magType":"ml(texnet)","type":"earthquake","title":"M 2.0 - 40 km W of Mentone, Texas"},"geometry":{"type":"Point","coordinates":[-104.02,31.654,6.3758]},"id":"tx2023vxpu"},
{"type":"Feature","properties":{"mag":1.9,"place":"37 km WSW of Mentone, Texas","time":1699467600466,"updated":1699534956449,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxpt","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxpt.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":56,"net":"tx","code":"2023vxpt","ids":",tx2023vxpt,","sources":",tx,","types":",origin,phase-data,","nst":22,"dmin":0,"rms":0.1,"gap":47,"magType":"ml(texnet)","type":"earthquake","title":"M 1.9 - 37 km WSW of Mentone, Texas"},"geometry":{"type":"Point","coordinates":[-103.988,31.633,5.8616]},"id":"tx2023vxpt"},
{"type":"Feature","properties":{"mag":1.61,"place":"11 km ESE of Ashford, Washington","time":1699467325410,"updated":1699486036250,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/uw61971251","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/uw61971251.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":40,"net":"uw","code":"61971251","ids":",uw61971251,","sources":",uw,","types":",origin,phase-data,","nst":50,"dmin":0.04012,"rms":0.14,"gap":69,"magType":"ml","type":"earthquake","title":"M 1.6 - 11 km ESE of Ashford, Washington"},"geometry":{"type":"Point","coordinates":[-121.90316666666666,46.701166666666666,7.25]},"id":"uw61971251"},
{"type":"Feature","properties":{"mag":1.64,"place":"3 km SE of Guerneville, CA","time":1699467192620,"updated":1699477813346,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73957865","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73957865.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":41,"net":"nc","code":"73957865","ids":",nc73957865,","sources":",nc,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":7,"dmin":0.249,"rms":0.14,"gap":215,"magType":"md","type":"earthquake","title":"M 1.6 - 3 km SE of Guerneville, CA"},"geometry":{"type":"Point","coordinates":[-122.9683304,38.4850006,24.01]},"id":"nc73957865"},
{"type":"Feature","properties":{"mag":2.5,"place":"western Texas","time":1699466411777,"updated":1699502416780,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/tx2023vxpc","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/tx2023vxpc.geojson","felt":4,"cdi":2.7,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":97,"net":"tx","code":"2023vxpc","ids":",tx2023vxpc,","sources":",tx,","types":",dyfi,origin,phase-data,","nst":28,"dmin":0,"rms":0.1,"gap":41,"magType":"ml(texnet)","type":"earthquake","title":"M 2.5 - western Texas"},"geometry":{"type":"Point","coordinates":[-104.011,31.638,5.6046]},"id":"tx2023vxpc"}],"bbox":[-177.1013,-24.3611,-0.84,167.4497,67.7142,183.697]}

Inference-

We clearly see the readability of both the files.

Making a list of all earthquakes

all_eq_dicts = all_eq_data['features']
print(len(all_eq_dicts))
191

Extracting magnitues

mags = []
for eq_dict in all_eq_dicts:
    mag = eq_dict['properties']['mag']
    mags.append(mag)
    
print(mags[:20])
[1.80999994, 2.3, 3.3, 1.5, 1.8, 2.5, 4.7, 1.09, 1.8, 4.9, 2, 1.6, 1.01, 3.2, 2.4, 5.1, 1.8, 1.7, 1.7, 0.98]

Extracting location data

mags, lons, lats = [], [], []
for eq_dict in all_eq_dicts:
    mag = eq_dict['properties'] ['mag']
    lon = eq_dict['geometry'] ['coordinates'][0]
    lat = eq_dict['geometry'] ['coordinates'][1]
    mags.append(mag)
    lons.append(lon)
    lats.append(lat)
    
print(lons[:5])
print(lats[:5])
[-155.49299621582, -148.6656, -104.593, -121.668335, -104.12]
[19.1323337554932, 62.21, 31.647, 37.2989998, 31.62]

Building a World map

import json

from plotly.graph_objs import Scattergeo, Layout
from plotly import offline

# map the earthquakes
data = [Scattergeo(lon = lons, lat = lats)]

my_layout = Layout(title = 'Global Earthquakes')

fig = {'data': data, 'layout' : my_layout}
offline.plot(fig, filename = 'global_earthquakes.html')
'global_earthquakes.html'

Different way of specifying Chart data

data_2 = [Scattergeo(lon = lons, lat = lats)]

my_layout_2 = Layout (title = 'Global_earthquakes_2')

fig = {'data' : data_2, 'layout' : my_layout_2}
offline.plot (fig, filename = 'global_earthquakes.html')
'global_earthquakes.html'

Customize marker size

data_3 = [{
    'type' : 'scattergeo',
    'lon': lons, 
    'lat': lats, 
    'marker': {
        'size': [5* mag for mag in mags], 
    },
}]

my_layout_3 = Layout(title = 'Global Earthquakes')

fig = {'data' : data_3, 'layout' : my_layout_3}
offline.plot (fig, filename = 'global_earthquakes_3.html')
'global_earthquakes_3.html'

Customize marker colors


data_4 = [{
    'type' : 'scattergeo',
    'lon': lons, 
    'lat': lats, 
    'marker': {
        'size': [5* mag for mag in mags],
        'color' : mags, 
        'colorscale': 'Viridis',
        'reversescale': True, 
        'colorbar': {'title': 'Magnitude'},
    },
}]

my_layout_4 = Layout(title = 'Global Earthquakes')

fig = {'data' : data_4, 'layout' : my_layout_4}
offline.plot (fig, filename = 'global_earthquakes_4.html')
'global_earthquakes_4.html'

Other colorscales

from plotly import colors

for key in colors.PLOTLY_SCALES.keys():
    print(key)
Greys
YlGnBu
Greens
YlOrRd
Bluered
RdBu
Reds
Blues
Picnic
Rainbow
Portland
Jet
Hot
Blackbody
Earth
Electric
Viridis
Cividis

Adding hover text

mags, lons, lats, hover_texts = [], [], [], []
for eq_dict in all_eq_dicts:
    mag = eq_dict['properties'] ['mag']
    lon = eq_dict['geometry'] ['coordinates'][0]
    lat = eq_dict['geometry'] ['coordinates'][1]
    title = eq_dict['properties'] ['title'] [2]
    mags.append(mag)
    lons.append(lon)
    lats.append(lat)
    hover_texts.append(title)    #added

# map the earthquakes
data_5 = [{
    'type' : 'scattergeo',
    'lon': lons, 
    'lat': lats, 
    'text' : hover_texts,
    'marker': {
        'size': [5* mag for mag in mags],
        'color' : mags, 
        'colorscale': 'Viridis',
        'reversescale': True, 
        'colorbar': {'title': 'Magnitude'},
            },
}]

my_layout_5 = Layout(title = 'Global Earthquakes')

fig = {'data' : data_5, 'layout' : my_layout_5}
offline.plot (fig, filename = 'global_earthquakes_5.html')
'global_earthquakes_5.html'