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2 km NNW of Tarbert, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [-5.429, 55.883, 7]}, "id": "us2000bf5x"}, {"type": "Feature", "properties": {"mag": 4.3, "place": "5 km NE of Clydach, United Kingdom", "time": 1518877865070, "updated": 1681205336855, "tz": null, "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us2000d3uw", "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000d3uw&format=geojson", "felt": 3410, "cdi": 5.4, "mmi": 4.638, "alert": null, "status": "reviewed", "tsunami": 0, "sig": 824, "net": "us", "code": "2000d3uw", "ids": ",us2000d3uw,", "sources": ",us,", "types": ",dyfi,impact-text,origin,phase-data,shakemap,", "nst": null, "dmin": 2.167, "rms": 1.14, "gap": 92, "magType": "mb", "type": "earthquake", "title": "M 4.3 - 5 km NE of Clydach, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [-3.8559, 51.7231, 11.55]}, "id": "us2000d3uw"}, {"type": "Feature", "properties": {"mag": 2.7, "place": "4 km E of Holmwood, United Kingdom", "time": 1522581061000, "updated": 1529703139040, "tz": null, "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us1000dc9r", "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us1000dc9r&format=geojson", "felt": 22, "cdi": 3.3, "mmi": null, "alert": null, "status": "reviewed", "tsunami": 0, "sig": 119, "net": "us", "code": "1000dc9r", "ids": ",us1000dc9r,", "sources": ",us,", "types": ",dyfi,origin,phase-data,", "nst": null, "dmin": null, "rms": 1.07, "gap": null, "magType": "ml", "type": "earthquake", "title": "M 2.7 - 4 km E of Holmwood, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [-0.257, 51.174, 5]}, "id": "us1000dc9r"}, {"type": "Feature", "properties": {"mag": 4.1, "place": "7 km NNE of Withernsea, United Kingdom", "time": 1528582465670, "updated": 1535560582040, "tz": null, "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us1000emw5", "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us1000emw5&format=geojson", "felt": 33, "cdi": 3.9, "mmi": null, "alert": null, "status": "reviewed", "tsunami": 0, "sig": 271, "net": "us", "code": "1000emw5", "ids": ",us1000emw5,", "sources": ",us,", "types": ",dyfi,origin,phase-data,", "nst": null, "dmin": 2.438, "rms": 1.01, "gap": 76, "magType": "mb", "type": "earthquake", "title": "M 4.1 - 7 km NNE of Withernsea, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [0.0603, 53.7927, 10]}, "id": "us1000emw5"}, {"type": "Feature", "properties": {"mag": 2.6, "place": "5 km W of Capel, United Kingdom", "time": 1530102503700, "updated": 1537547147040, "tz": null, "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us2000fpl7", "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000fpl7&format=geojson", "felt": 17, "cdi": 3.8, "mmi": null, "alert": null, "status": "reviewed", "tsunami": 0, "sig": 110, "net": "us", "code": "2000fpl7", "ids": ",us2000fpl7,", "sources": ",us,", "types": ",dyfi,origin,phase-data,", "nst": null, "dmin": null, "rms": 0.8, "gap": null, "magType": "ml", "type": "earthquake", "title": "M 2.6 - 5 km W of Capel, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [-0.258, 51.154, 5]}, "id": "us2000fpl7"}, {"type": "Feature", "properties": {"mag": 2.4, "place": "4 km E of Capel, United Kingdom", "time": 1530251652600, "updated": 1537547147040, "tz": null, "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us2000ft87", "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000ft87&format=geojson", "felt": 3, "cdi": 2, "mmi": null, "alert": null, "status": "reviewed", "tsunami": 0, "sig": 89, "net": "us", "code": "2000ft87", "ids": ",us2000ft87,", "sources": ",us,", "types": ",dyfi,origin,phase-data,", "nst": null, "dmin": null, "rms": 1.8, "gap": null, "magType": "ml", "type": "earthquake", "title": "M 2.4 - 4 km E of Capel, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [-0.265, 51.152, 5]}, "id": "us2000ft87"}, {"type": "Feature", "properties": {"mag": 2.8, "place": "1 km S of Ewhurst, United Kingdom", "time": 1530788004180, "updated": 1551245211157, "tz": null, "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us2000fxc7", "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000fxc7&format=geojson", "felt": 171, "cdi": 4.2, "mmi": null, "alert": null, "status": "reviewed", "tsunami": 0, "sig": 192, "net": "us", "code": "2000fxc7", "ids": ",us2000fxc7,", "sources": ",us,", "types": ",dyfi,origin,phase-data,", "nst": null, "dmin": 3.582, "rms": 0.41, "gap": 190, "magType": "mb_lg", "type": "earthquake", "title": "M 2.8 - 1 km S of Ewhurst, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [-0.4435, 51.1437, 10]}, "id": "us2000fxc7"}, {"type": "Feature", "properties": {"mag": 2.5, "place": "1 km ENE of Gourock, United Kingdom", "time": 1535668487620, "updated": 1541615829040, "tz": null, "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us2000h6y0", "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us2000h6y0&format=geojson", "felt": null, "cdi": null, "mmi": null, "alert": null, "status": "reviewed", "tsunami": 0, "sig": 96, "net": "us", "code": "2000h6y0", "ids": ",us2000h6y0,", "sources": ",us,", "types": ",impact-text,origin,phase-data,", "nst": null, "dmin": 1.112, "rms": 0.26, "gap": 211, "magType": "ml", "type": "earthquake", "title": "M 2.5 - 1 km ENE of Gourock, United Kingdom"}, "geometry": {"type": "Point", "coordinates": [-4.7957, 55.9663, 10]}, "id": "us2000h6y0"}], "bbox": [-6.04, 50.048, 0, 1.582, 58.204, 28.7]}
\ No newline at end of file
diff --git a/earthquakes.py b/earthquakes.py
index 16f433d..81b903f 100644
--- a/earthquakes.py
+++ b/earthquakes.py
@@ -3,7 +3,8 @@
 # However, we will use a more powerful and simpler library called requests.
 # This is external library that you may need to install first.
 import requests
-
+import json
+import numpy as np
 
 def get_data():
     # With requests, we can ask the web service for the data.
@@ -17,7 +18,7 @@ def get_data():
             "maxlongitude": "1.67",
             "minlongitude": "-9.756",
             "minmagnitude": "1",
-            "endtime": "2018-10-11",
+            "endtime": "2024-10-20",
             "orderby": "time-asc"}
     )
 
@@ -27,31 +28,49 @@ def get_data():
     # To understand the structure of this text, you may want to save it
     # to a file and open it in VS Code or a browser.
     # See the README file for more information.
-    ...
-
+    data = json.loads(text)
+    with open('response.json','w') as f:
+        json.dump(data,f)
     # We need to interpret the text to get values that we can work with.
     # What format is the text in? How can we load the values?
-    return ...
+    return data
 
 def count_earthquakes(data):
     """Get the total number of earthquakes in the response."""
-    return ...
+    earthquake_times = data['metadata']['count']
+    return earthquake_times
 
 
 def get_magnitude(earthquake):
     """Retrive the magnitude of an earthquake item."""
-    return ...
+    mag_list=[]
+    for item in earthquake:
+        mag_list.append(item['properties']['mag'])
+    return mag_list
 
 
 def get_location(earthquake):
     """Retrieve the latitude and longitude of an earthquake item."""
     # There are three coordinates, but we don't care about the third (altitude)
-    return ...
+    loc_list=[]
+    for item in earthquake:
+        loc_list.append(item['geometry']['coordinates'][:2])
+    return loc_list
 
 
 def get_maximum(data):
     """Get the magnitude and location of the strongest earthquake in the data."""
-    ...
+    earthquake = data['features']
+    max_mag = np.max([get_magnitude(earthquake)])
+    max_indices = [i for i, value in enumerate(get_magnitude(earthquake)) if value == max_mag]
+    if len(max_indices) == 1:
+        max_loc = get_location(earthquake)[max_indices[0]]
+    else:
+        max_loc = []
+        for index in max_indices:
+            max_loc.append(get_location(earthquake)[index])
+    return max_mag, max_loc
+
 
 
 # With all the above functions defined, we can now call them and get the result
diff --git a/number_per_year.png b/number_per_year.png
new file mode 100644
index 0000000..4acb080
Binary files /dev/null and b/number_per_year.png differ
diff --git a/plot_earthquakes.py b/plot_earthquakes.py
new file mode 100644
index 0000000..e6653f9
--- /dev/null
+++ b/plot_earthquakes.py
@@ -0,0 +1,118 @@
+import os
+from datetime import date
+import numpy as np
+
+import matplotlib.pyplot as plt
+import json
+import requests
+from jedi.inference.finder import filter_name
+from matplotlib.pyplot import pause
+
+
+def get_data(force_download = False):
+    """Retrieve the data we will be working with."""
+    "if the file is exist, just use the file instead of download"
+    file_name = 'earthquake_data.json'
+
+    if os.path.exists(file_name) and not force_download:
+        with open(file_name, 'r') as f:
+            dic = json.load(f)
+    else:
+        response = requests.get(
+            "http://earthquake.usgs.gov/fdsnws/event/1/query.geojson",
+            params={
+                'starttime': "2000-01-01",
+                "maxlatitude": "58.723",
+                "minlatitude": "50.008",
+                "maxlongitude": "1.67",
+                "minlongitude": "-9.756",
+                "minmagnitude": "1",
+                "endtime": "2018-10-11",
+                "orderby": "time-asc"}
+        )
+        text = response.text
+        dic = json.loads(text)
+        with open(file_name, 'w') as f:
+            json.dump(dic, f)
+    return dic
+
+
+def get_year(earthquake):
+    """Extract the year in which an earthquake happened."""
+    timestamp = earthquake['properties']['time']
+    # The time is given in a strange-looking but commonly-used format.
+    # To understand it, we can look at the documentation of the source data:
+    # https://earthquake.usgs.gov/data/comcat/index.php#time
+    # Fortunately, Python provides a way of interpreting this timestamp:
+    # (Question for discussion: Why do we divide by 1000?)
+    year = date.fromtimestamp(timestamp/1000).year
+    return year
+
+
+def get_magnitude(earthquake):
+    """Retrive the magnitude of an earthquake item."""
+    return earthquake["properties"]["mag"]
+
+
+# This is function you may want to create to break down the computations,
+# although it is not necessary. You may also change it to something different.
+def get_magnitudes_per_year(earthquakes):
+    """Retrieve the magnitudes of all the earthquakes in a given year.
+
+    Returns a dictionary with years as keys, and lists of magnitudes as values.
+    """
+
+    res = {}
+    for earthquake in earthquakes:
+        year = get_year(earthquake)
+        if year in res:
+            lst = res[year]
+        else:
+            lst = []
+            res[year] = lst
+        lst.append(get_magnitude(earthquake))
+    return res
+
+
+def plot_average_magnitude_per_year(earthquakes):
+    plt.figure(figsize=(11, 4.8))
+    dic = get_magnitudes_per_year(earthquakes)
+    years = []
+    avgs = []
+    for year in dic:
+        years.append(year)
+        avgs.append(np.mean(dic[year]))
+
+    plt.bar(years, avgs)
+    plt.xlabel("years")
+    plt.ylabel("magnitude per year")
+    plt.xticks([i for i in range(np.min(years), np.max(years)+1)])
+    plt.savefig("average_magnitude_per_year.png")
+
+
+def plot_number_per_year(earthquakes):
+    plt.figure(figsize=(11, 4.8))
+    dic = get_magnitudes_per_year(earthquakes)
+    years = []
+    nums = []
+    for year in dic:
+        years.append(year)
+        nums.append(len(dic[year]))
+
+    plt.bar(years, nums)
+    plt.xlabel("years")
+    plt.ylabel("number per year")
+    plt.xticks([i for i in range(np.min(years), np.max(years)+1)])
+    plt.savefig("number_per_year.png")
+
+
+
+# Get the data we will work with
+quakes = get_data()['features']
+
+
+# Plot the results - this is not perfect since the x axis is shown as real
+# numbers rather than integers, which is what we would prefer!
+plot_number_per_year(quakes)
+plt.clf()  # This clears the figure, so that we don't overlay the two plots
+plot_average_magnitude_per_year(quakes)
diff --git a/response.json b/response.json
new file mode 100644
index 0000000..8c3dbd4
--- /dev/null
+++ b/response.json
@@ -0,0 +1,4409 @@
+{
+  "type": "FeatureCollection",
+  "metadata": {
+    "generated": 1729426844000,
+    "url": "https://earthquake.usgs.gov/fdsnws/event/1/query.geojson?starttime=2000-01-01&maxlatitude=58.723&minlatitude=50.008&maxlongitude=1.67&minlongitude=-9.756&minmagnitude=1&endtime=2024-10-20&orderby=time-asc",
+    "title": "USGS Earthquakes",
+    "status": 200,
+    "api": "1.14.1",
+    "count": 133
+  },
+  "features": [
+    {
+      "type": "Feature",
+      "properties": {
+        "mag": 2.6,
+        "place": "12 km NNW of Penrith, United Kingdom",
+        "time": 956553055700,
+        "updated": 1415322596133,
+        "tz": null,
+        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/usp0009rst",
+        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=usp0009rst&format=geojson",
+        "felt": null,
+        "cdi": null,
+        "mmi": null,
+        "alert": null,
+        "status": "reviewed",
+        "tsunami": 0,
+        "sig": 104,
+        "net": "us",
+        "code": "p0009rst",
+        "ids": ",usp0009rst,",
+        "sources": ",us,",
+        "types": ",impact-text,origin,phase-data,",
+        "nst": null,
+        "dmin": null,
+        "rms": null,
+        "gap": null,
+        "magType": "ml",
+        "type": "earthquake",
+        "title": "M 2.6 - 12 km NNW of Penrith, United Kingdom"
+      },
+      "geometry": { "type": "Point", "coordinates": [-2.81, 54.77, 14] },
+      "id": "usp0009rst"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "mag": 4,
+        "place": "1 km WSW of Warwick, United Kingdom",
+        "time": 969683025790,
+        "updated": 1415322666913,
+        "tz": null,
+        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/usp000a0pm",
+        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=usp000a0pm&format=geojson",
+        "felt": null,
+        "cdi": null,
+        "mmi": null,
+        "alert": null,
+        "status": "reviewed",
+        "tsunami": 0,
+        "sig": 246,
+        "net": "us",
+        "code": "p000a0pm",
+        "ids": ",usp000a0pm,",
+        "sources": ",us,",
+        "types": ",impact-text,origin,phase-data,",
+        "nst": 55,
+        "dmin": null,
+        "rms": null,
+        "gap": null,
+        "magType": "ml",
+        "type": "earthquake",
+        "title": "M 4.0 - 1 km WSW of Warwick, United Kingdom"
+      },
+      "geometry": { "type": "Point", "coordinates": [-1.61, 52.28, 13.1] },
+      "id": "usp000a0pm"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "mag": 4,
+        "place": "38 km NNE of Cromer, United Kingdom",
+        "time": 977442788510,
+        "updated": 1415322705662,
+        "tz": null,
+        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/usp000a6hd",
+        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=usp000a6hd&format=geojson",
+        "felt": null,
+        "cdi": null,
+        "mmi": null,
+        "alert": null,
+        "status": "reviewed",
+        "tsunami": 0,
+        "sig": 246,
+        "net": "us",
+        "code": "p000a6hd",
+        "ids": ",usp000a6hd,",
+        "sources": ",us,",
+        "types": ",origin,phase-data,",
+        "nst": 27,
+        "dmin": null,
+        "rms": 1.12,
+        "gap": null,
+        "magType": "ml",
+        "type": "earthquake",
+        "title": "M 4.0 - 38 km NNE of Cromer, United Kingdom"
+      },
+      "geometry": { "type": "Point", "coordinates": [1.564, 53.236, 10] },
+      "id": "usp000a6hd"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "mag": 3.3,
+        "place": "171 km ENE of Peterhead, United Kingdom",
+        "time": 984608438660,
+        "updated": 1415322741153,
+        "tz": null,
+        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/usp000abdr",
+        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=usp000abdr&format=geojson",
+        "felt": null,
+        "cdi": null,
+        "mmi": null,
+        "alert": null,
+        "status": "reviewed",
+        "tsunami": 0,
+        "sig": 168,
+        "net": "us",
+        "code": "p000abdr",
+        "ids": ",usp000abdr,",
+        "sources": ",us,",
+        "types": ",origin,phase-data,",
+        "nst": 36,
+        "dmin": null,
+        "rms": 1.44,
+        "gap": null,
+        "magType": "mb",
+        "type": "earthquake",
+        "title": "M 3.3 - 171 km ENE of Peterhead, United Kingdom"
+      },
+      "geometry": { "type": "Point", "coordinates": [0.872, 58.097, 10] },
+      "id": "usp000abdr"
+    },
+    {
+      "type": "Feature",
+      "properties": {
+        "mag": 2.9,
+        "place": "8 km W of Marlborough, United Kingdom",
+        "time": 984879824720,
+        "updated": 1415322742102,
+        "tz": null,
+        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/usp000abnc",
+        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=usp000abnc&format=geojson",
+        "felt": null,
+        "cdi": null,
+        "mmi": null,
+        "alert": null,
+        "status": "reviewed",
+        "tsunami": 0,
+        "sig": 129,
+        "net": "us",
+        "code": "p000abnc",
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+        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000knsz",
+        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000knsz&format=geojson",
+        "felt": 37,
+        "cdi": 4.6,
+        "mmi": null,
+        "alert": null,
+        "status": "reviewed",
+        "tsunami": 0,
+        "sig": 129,
+        "net": "us",
+        "code": "6000knsz",
+        "ids": ",us6000knsz,",
+        "sources": ",us,",
+        "types": ",dyfi,origin,phase-data,",
+        "nst": 12,
+        "dmin": 2.463,
+        "rms": 0.75,
+        "gap": 132,
+        "magType": "mb_lg",
+        "type": "earthquake",
+        "title": "M 2.7 - 2 km SE of Cheadle, United Kingdom"
+      },
+      "geometry": {
+        "type": "Point",
+        "coordinates": [-1.9648, 52.9686, 10.011]
+      },
+      "id": "us6000knsz"
+    }
+  ],
+  "bbox": [-6.04, 50.048, 0, 1.582, 58.204, 28.7]
+}