are planning subsequent yr’s birthday celebrations for 3 pals: Gabriel, Jacques, and Camille. All three of them had been born in 1996, in Paris, France, so they are going to be 30 years previous subsequent yr in 2026. Gabriel and Jacques will occur to be in Paris on their respective birthdays, whereas Camille might be in Tokyo, Japan, throughout hers. Gabriel and Camille are inclined to have a good time their birthdays in any given yr on the “official” days talked about on their start certificates — January 18 and Might 5, respectively. Jacques, who was born on February 29, prefers to have a good time his birthday (or civil anniversary) on March 1 in non-leap years.
We use leap years to maintain our calendar in sync with the Earth’s orbit across the Solar. A photo voltaic yr — the time it takes the Earth to finish one full orbit across the Solar — is roughly 365.25 days. By conference, the Gregorian calendar assigns three hundred and sixty five days to every yr, apart from leap years, which get three hundred and sixty six days to compensate for the fractional drift over time. This makes you marvel: will any of your pals be celebrating their birthday on the “actual” anniversary of their day of start, i.e., the day that the Solar might be in the identical place within the sky (relative to the Earth) because it was after they had been born? Might it’s that your pals will find yourself celebrating turning 30 — a particular milestone — a day too quickly or a day too late?
The next article makes use of this birthday drawback to introduce readers to some attention-grabbing and broadly relevant open-source knowledge science Python packages for astronomical computation and geospatial-temporal analytics, together with skyfield, timezonefinder, geopy, and pytz. To achieve hands-on expertise, we are going to use these packages to resolve our enjoyable drawback of precisely predicting the “actual birthday” (or date of photo voltaic return) in a given future yr. We are going to then talk about how such packages will be leveraged in different real-life purposes.
Actual Birthday Predictor
Challenge Setup
All implementation steps under have been examined on macOS Sequoia 15.6.1 and needs to be roughly comparable on Linux and Home windows.
Allow us to begin by organising the venture listing. We might be utilizing uv to handle the venture (see set up directions right here). Confirm the put in model within the Terminal:
uv --versionInitialize a venture listing known as real-birthday-predictor at an acceptable location in your native machine:
uv init --bare real-birthday-predictorWithin the venture listing, create a necessities.txt file with the next dependencies:
skyfield==1.53
timezonefinder==8.0.0
geopy==2.4.1
pytz==2025.2Here’s a temporary overview of every of those packages:
skyfieldgives features for astronomical computation. It may be used to compute exact positions of celestial our bodies (e.g., Solar, Moon, planets, and satellites) to assist decide rise/set occasions, eclipses, and orbital paths. It depends on so-called ephemerides (tables of positional knowledge for numerous celestial our bodies extrapolated over a few years), that are maintained by organizations such because the NASA Jet Propulsion Laboratory (JPL). For this text, we are going to use the light-weight DE421 ephemeris file, which covers dates from July 29, 1899, by October 9, 2053.timezonefinderhas features for mapping geographical coordinates (latitudes and longitudes) to timezones (e.g., “Europe/Paris”). It could do that offline.geopypresents features for geospatial analytics, similar to mapping between addresses and geographical coordinates. We are going to use it along with theNominatimgeocoder for OpenStreetMap knowledge to map the names of cities and international locations to coordinates.pytzgives features for temporal analytics and time zone conversion. We are going to use it to transform between UTC and native occasions utilizing regional daylight-saving guidelines.
We may also use a number of different built-in modules, similar to datetime for parsing and manipulating date/time values, calendar for checking leap years, and time for sleeping between geocoding retries.
Subsequent, create a digital Python 3.12 setting contained in the venture listing, activate the setting, and set up the dependencies:
uv venv --python=3.12
supply .venv/bin/activate
uv add -r necessities.txtExamine that the dependencies have been put in:
uv pip recordImplementation
On this part, we are going to go piece by piece by the code for predicting the “actual” birthday date and time in a given future yr and site of celebration. First, we import the mandatory modules:
from datetime import datetime, timedelta
from skyfield.api import load, wgs84
from timezonefinder import TimezoneFinder
from geopy.geocoders import Nominatim
from geopy.exc import GeocoderTimedOut
import pytz
import calendar
import timeThen we outline the strategy, utilizing significant variable names and docstring textual content:
def get_real_birthday_prediction(
official_birthday: str,
official_birth_time: str,
birth_country: str,
birth_city: str,
current_country: str,
current_city: str,
target_year: str = None
):
"""
Predicts the "actual" birthday (photo voltaic return) for a given yr,
accounting for the time zone on the start location and the time zone
on the present location. Makes use of March 1 in non-leap years for the civil
anniversary if the official start date is February 29.
"""Notice that current_country and current_city collectively consult with the placement at which the birthday is to be celebrated within the goal yr.
We validate the inputs earlier than working with them:
# Decide goal yr
if target_year is None:
target_year = datetime.now().yr
else:
attempt:
target_year = int(target_year)
besides ValueError:
increase ValueError(f"Invalid goal yr '{target_year}'. Please use 'yyyy' format.")
# Validate and parse start date
attempt:
birth_date = datetime.strptime(official_birthday, "%d-%m-%Y")
besides ValueError:
increase ValueError(
f"Invalid start date '{official_birthday}'. "
"Please use 'dd-mm-yyyy' format with a sound calendar date."
)
# Validate and parse start time
attempt:
birth_hour, birth_minute = map(int, official_birth_time.cut up(":"))
besides ValueError:
increase ValueError(
f"Invalid start time '{official_birth_time}'. "
"Please use 'hh:mm' 24-hour format."
)
if not (0 <= birth_hour <= 23):
increase ValueError(f"Hour '{birth_hour}' is out of vary (0-23).")
if not (0 <= birth_minute <= 59):
increase ValueError(f"Minute '{birth_minute}' is out of vary (0-59).")Subsequent, we use geopy with the Nominatim geocoder to establish the start and present areas. To keep away from getting timeout errors, we set a fairly lengthy timeout worth of ten seconds; that is how lengthy our safe_geocode operate waits for the geocoding service to reply earlier than elevating a geopy.exc.GeocoderTimedOut exception. To be further protected, the operate makes an attempt the lookup process 3 times with one-second delays earlier than giving up:
geolocator = Nominatim(user_agent="birthday_tz_lookup", timeout=10)
# Helper operate to name geocode API with retries
def safe_geocode(question, retries=3, delay=1):
for try in vary(retries):
attempt:
return geolocator.geocode(question)
besides GeocoderTimedOut:
if try < retries - 1:
time.sleep(delay)
else:
increase RuntimeError(
f"Couldn't retrieve location for '{question}' after {retries} makes an attempt. "
"The geocoding service could also be sluggish or unavailable. Please attempt once more later."
)
birth_location = safe_geocode(f"{birth_city}, {birth_country}")
current_location = safe_geocode(f"{current_city}, {current_country}")
if not birth_location or not current_location:
increase ValueError("Couldn't discover coordinates for one of many areas. Please test spelling.")Utilizing the geographical coordinates of the start and present areas, we determine the respective time zones and the UTC date and time at start. We additionally assume that people like Jacques, who had been born on February 29, will choose to have a good time their birthday on March 1 in non-leap years:
# Get time zones
tf = TimezoneFinder()
birth_tz_name = tf.timezone_at(lng=birth_location.longitude, lat=birth_location.latitude)
current_tz_name = tf.timezone_at(lng=current_location.longitude, lat=current_location.latitude)
if not birth_tz_name or not current_tz_name:
increase ValueError("Couldn't decide timezone for one of many areas.")
birth_tz = pytz.timezone(birth_tz_name)
current_tz = pytz.timezone(current_tz_name)
# Set civil anniversary date to March 1 for February 29 birthdays in non-leap years
birth_month, birth_day = birth_date.month, birth_date.day
if (birth_month, birth_day) == (2, 29):
if not calendar.isleap(birth_date.yr):
increase ValueError(f"{birth_date.yr} just isn't a bissextile year, so February 29 is invalid.")
civil_anniversary_month, civil_anniversary_day = (
(3, 1) if not calendar.isleap(target_year) else (2, 29)
)
else:
civil_anniversary_month, civil_anniversary_day = birth_month, birth_day
# Parse start datetime in start location's native time
birth_local_dt = birth_tz.localize(datetime(
birth_date.yr, birth_month, birth_day,
birth_hour, birth_minute
))
birth_dt_utc = birth_local_dt.astimezone(pytz.utc)Utilizing the DE421 ephemeris knowledge, we calculate the place the Solar was (i.e., its ecliptic longitude) on the precise time and place the person was born:
# Load ephemeris knowledge and get Solar's ecliptic longitude at start
eph = load("de421.bsp") # Covers dates 1899-07-29 by 2053-10-09
ts = load.timescale()
solar = eph["sun"]
earth = eph["earth"]
t_birth = ts.utc(birth_dt_utc.yr, birth_dt_utc.month, birth_dt_utc.day,
birth_dt_utc.hour, birth_dt_utc.minute, birth_dt_utc.second)
# Start longitude in tropical body from POV of start observer on Earth's floor
birth_observer = earth + wgs84.latlon(birth_location.latitude, birth_location.longitude)
ecl = birth_observer.at(t_birth).observe(solar).obvious().ecliptic_latlon(epoch='date')
birth_longitude = ecl[1].levelsNotice that, the primary time the road eph = load("de421.bsp") is executed, the de421.bsp file might be downloaded and positioned within the venture listing; in all future executions, the downloaded file might be used instantly. It’s also potential to change the code to load one other ephemeris file (e.g., de440s.bsp, which covers years by January 22, 2150).
Now comes an attention-grabbing a part of the operate: we are going to make an preliminary guess of the “actual” birthday date and time within the goal yr, outline protected higher and decrease bounds for the true date and time worth (e.g., two days both facet of the preliminary guess), and carry out a binary search with early-stopping to effectively residence in on the true worth:
# Preliminary guess for goal yr photo voltaic return
approx_dt_local_birth_tz = birth_tz.localize(datetime(
target_year, civil_anniversary_month, civil_anniversary_day,
birth_hour, birth_minute
))
approx_dt_utc = approx_dt_local_birth_tz.astimezone(pytz.utc)
# Compute Solar longitude from POV of present observer on Earth's floor
current_observer = earth + wgs84.latlon(current_location.latitude, current_location.longitude)
def sun_longitude_at(dt):
t = ts.utc(dt.yr, dt.month, dt.day, dt.hour, dt.minute, dt.second)
ecl = current_observer.at(t).observe(solar).obvious().ecliptic_latlon(epoch='date')
return ecl[1].levels
def angle_diff(a, b):
return (a - b + 180) % 360 - 180
# Set protected higher and decrease bounds for search area
dt1 = approx_dt_utc - timedelta(days=2)
dt2 = approx_dt_utc + timedelta(days=2)
# Use binary search with early-stopping to resolve for precise photo voltaic return in UTC
old_angle_diff = 999
for _ in vary(50):
mid = dt1 + (dt2 - dt1) / 2
curr_angle_diff = angle_diff(sun_longitude_at(mid), birth_longitude)
if old_angle_diff == curr_angle_diff: # Early-stopping situation
break
if curr_angle_diff > 0:
dt2 = mid
else:
dt1 = mid
old_angle_diff = curr_angle_diff
real_dt_utc = dt1 + (dt2 - dt1) / 2See this article for extra examples of utilizing binary search and to know why this algorithm is a vital one for knowledge scientists to grasp.
Lastly, the date and time of the “actual” birthday recognized by the binary search is transformed to the present location’s time zone, formatted as wanted, and returned:
# Convert to present location's native time and format output
real_dt_local_current = real_dt_utc.astimezone(current_tz)
date_str = real_dt_local_current.strftime("%d/%m")
time_str = real_dt_local_current.strftime("%H:%M")
return date_str, time_str, current_tz_nameTesting
Now we’re able to foretell the “actual” birthdays of Gabriel, Jacques, and Camille in 2026.
To make the operate output simpler to digest, here’s a helper operate we are going to use to pretty-print the outcomes of every question:
def print_real_birthday(
official_birthday: str,
official_birth_time: str,
birth_country: str,
birth_city: str,
current_country: str,
current_city: str,
target_year: str = None):
"""Fairly-print output whereas hiding verbose error traces."""
print("Official birthday and time:", official_birthday, "at", official_birth_time)
attempt:
date_str, time_str, current_tz_name = get_real_birthday_prediction(
official_birthday,
official_birth_time,
birth_country,
birth_city,
current_country,
current_city,
target_year
)
print(f"In yr {target_year}, your actual birthday is on {date_str} at {time_str} ({current_tz_name})n")
besides ValueError as e:
print("Error:", e)Listed below are the take a look at circumstances:
# Gabriel
print_real_birthday(
official_birthday="18-01-1996",
official_birth_time="02:30",
birth_country="France",
birth_city="Paris",
current_country="France",
current_city="Paris",
target_year="2026"
)
# Jacques
print_real_birthday(
official_birthday="29-02-1996",
official_birth_time="05:45",
birth_country="France",
birth_city="Paris",
current_country="France",
current_city="Paris",
target_year="2026"
)
# Camille
print_real_birthday(
official_birthday="05-05-1996",
official_birth_time="20:30",
birth_country="Paris",
birth_city="France",
current_country="Japan",
current_city="Tokyo",
target_year="2026"
)And listed below are the outcomes:
Official birthday and time: 18-01-1996 at 02:30
In yr 2026, your actual birthday is on 17/01 at 09:21 (Europe/Paris)
Official birthday and time: 29-02-1996 at 05:45
In yr 2026, your actual birthday is on 28/02 at 12:37 (Europe/Paris)
Official birthday and time: 05-05-1996 at 20:30
In yr 2026, your actual birthday is on 06/05 at 09:48 (Asia/Tokyo)As we see, the “actual” birthday (or second of photo voltaic return) is completely different from the official birthday for all three of your pals: Gabriel and Jacques might theoretically begin celebrating a day earlier than their official birthdays in Paris, whereas Camille ought to attend yet one more day earlier than celebrating her thirtieth in Tokyo.
As an easier various to following the steps above, the writer of this text has created a Python library known as solarius to realize the identical end result (see particulars right here). Set up the library with pip set up solarius or uv add solarius and use it as proven under:
from solarius.mannequin import SolarReturnCalculator
calculator = SolarReturnCalculator(ephemeris_file="de421.bsp")
# Predict with out printing
date_str, time_str, tz_name = calculator.predict(
official_birthday="18-01-1996",
official_birth_time="02:30",
birth_country="France",
birth_city="Paris",
current_country="France",
current_city="Paris",
target_year="2026"
)
print(date_str, time_str, tz_name)
# Or use the comfort printer
calculator.print_real_birthday(
official_birthday="18-01-1996",
official_birth_time="02:30",
birth_country="France",
birth_city="Paris",
current_country="France",
current_city="Paris",
target_year="2026"
)In fact, there may be extra to birthdays than predicting photo voltaic returns — these particular days are steeped in centuries of custom. Here’s a quick video on the fascinating origins of birthdays:
Past Birthdays
The intention of the above part was to present readers a enjoyable and intuitive use case for making use of the varied packages for astronomical computation and geospatial-temporal analytics. Nonetheless, the usefulness of such packages goes far past predicting birthdays.
For instance, all of those packages can be utilized for different circumstances of astronomical occasion prediction (e.g., figuring out when a dawn, sundown, or eclipse will occur on a future date in a given location). Predicting the motion of satellites and different celestial our bodies might additionally play an necessary half in planning area missions.
The packages may be used to optimize the deployment of photo voltaic panels in a specific location, similar to a residential neighborhood or a industrial web site. The target can be to foretell how a lot daylight is prone to fall on that location at completely different occasions of the yr and use this information to regulate the location, tilt, and utilization schedules of the photo voltaic panels for max vitality seize.
Lastly, the packages will be leveraged for historic occasion reconstruction (e.g., within the context of archaeological or historic analysis, and even authorized forensics). The target right here can be to recreate the sky circumstances for a selected previous date and site to assist researchers higher perceive the lighting and visibility circumstances at the moment.
In the end, by combining these open-source packages and built-in modules in numerous methods, it’s potential to resolve attention-grabbing issues that lower throughout a variety of domains.
