diff --git a/fa23-team-c/baseques_visual.ipynb b/fa23-team-c/Base Project/Notebooks/baseques_visual_1.ipynb similarity index 100% rename from fa23-team-c/baseques_visual.ipynb rename to fa23-team-c/Base Project/Notebooks/baseques_visual_1.ipynb diff --git a/fa23-team-c/BaseQuestion3_Visualizations.ipynb b/fa23-team-c/Base Project/Notebooks/baseques_visual_2.ipynb similarity index 100% rename from fa23-team-c/BaseQuestion3_Visualizations.ipynb rename to fa23-team-c/Base Project/Notebooks/baseques_visual_2.ipynb diff --git a/fa23-team-c/EDA.ipynb b/fa23-team-c/Base Project/Notebooks/eda.ipynb similarity index 100% rename from fa23-team-c/EDA.ipynb rename to fa23-team-c/Base Project/Notebooks/eda.ipynb diff --git a/fa23-team-c/MergingNeighbourhoodstoRoutes.ipynb b/fa23-team-c/Base Project/Notebooks/neighborhoods_to_routes.ipynb similarity index 99% rename from fa23-team-c/MergingNeighbourhoodstoRoutes.ipynb rename to fa23-team-c/Base Project/Notebooks/neighborhoods_to_routes.ipynb index 7e9ef77..80ff395 100644 --- a/fa23-team-c/MergingNeighbourhoodstoRoutes.ipynb +++ b/fa23-team-c/Base Project/Notebooks/neighborhoods_to_routes.ipynb @@ -1364,7 +1364,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.7" } }, "nbformat": 4, diff --git a/fa23-team-c/GetRoutesToNeighbourhoods.ipynb b/fa23-team-c/Base Project/Notebooks/routes_to_neighborhoods.ipynb similarity index 100% rename from fa23-team-c/GetRoutesToNeighbourhoods.ipynb rename to fa23-team-c/Base Project/Notebooks/routes_to_neighborhoods.ipynb diff --git a/fa23-team-c/calculate_delay.py b/fa23-team-c/Base Project/Python Scripts/calculate_delay.py similarity index 100% rename from fa23-team-c/calculate_delay.py rename to fa23-team-c/Base Project/Python Scripts/calculate_delay.py diff --git a/fa23-team-c/process2_data.py b/fa23-team-c/Base Project/Python Scripts/calculate_lateness.py similarity index 100% rename from fa23-team-c/process2_data.py rename to fa23-team-c/Base Project/Python Scripts/calculate_lateness.py diff --git a/fa23-team-c/calculate_travel_times.py b/fa23-team-c/Base Project/Python Scripts/calculate_travel_times.py similarity index 100% rename from fa23-team-c/calculate_travel_times.py rename to fa23-team-c/Base Project/Python Scripts/calculate_travel_times.py diff --git a/fa23-team-c/process_data.py b/fa23-team-c/Base Project/Python Scripts/filter_travel_times.py similarity index 100% rename from fa23-team-c/process_data.py rename to fa23-team-c/Base Project/Python Scripts/filter_travel_times.py diff --git a/fa23-team-c/stops.py b/fa23-team-c/Base Project/Python Scripts/get_stops_info.py similarity index 100% rename from fa23-team-c/stops.py rename to fa23-team-c/Base Project/Python Scripts/get_stops_info.py diff --git a/fa23-team-c/stop_coordinates_to_neighborhoods.py b/fa23-team-c/Base Project/Python Scripts/stop_coordinates_to_neighborhoods.py similarity index 100% rename from fa23-team-c/stop_coordinates_to_neighborhoods.py rename to fa23-team-c/Base Project/Python Scripts/stop_coordinates_to_neighborhoods.py diff --git a/fa23-team-c/visualize_ages.py b/fa23-team-c/Base Project/Python Scripts/visualize_ages.py similarity index 100% rename from fa23-team-c/visualize_ages.py rename to fa23-team-c/Base Project/Python Scripts/visualize_ages.py diff --git a/fa23-team-c/visualize_lateness.py b/fa23-team-c/Base Project/Python Scripts/visualize_lateness.py similarity index 100% rename from fa23-team-c/visualize_lateness.py rename to fa23-team-c/Base Project/Python Scripts/visualize_lateness.py diff --git a/fa23-team-c/maps.py b/fa23-team-c/Base Project/Python Scripts/visualize_population.py similarity index 100% rename from fa23-team-c/maps.py rename to fa23-team-c/Base Project/Python Scripts/visualize_population.py diff --git a/fa23-team-c/visualize_punctuality.py b/fa23-team-c/Base Project/Python Scripts/visualize_punctuality.py similarity index 97% rename from fa23-team-c/visualize_punctuality.py rename to fa23-team-c/Base Project/Python Scripts/visualize_punctuality.py index 4b8942b..28d65ec 100644 --- a/fa23-team-c/visualize_punctuality.py +++ b/fa23-team-c/Base Project/Python Scripts/visualize_punctuality.py @@ -7,8 +7,8 @@ delays['abs_delay'] = delays['delay'].abs() average_delay_by_route = delays.groupby('route_id')['abs_delay'].mean() sorted_routes = average_delay_by_route.sort_values(ascending=True) -five_most_punctual = sorted_routes.head(5) -five_least_punctual = sorted_routes.tail(5).sort_values(ascending=False) +five_most_punctual = sorted_routes.head(10) +five_least_punctual = sorted_routes.tail(10).sort_values(ascending=False) most_punctual_route_ids = five_most_punctual.index.get_level_values('route_id').tolist() least_punctual_route_ids = five_least_punctual.index.get_level_values('route_id').tolist() diff --git a/fa23-team-c/Deliverable 4/Final report draft.pdf b/fa23-team-c/Deliverable 4/Final report draft.pdf new file mode 100644 index 0000000..8c60aa0 Binary files /dev/null and b/fa23-team-c/Deliverable 4/Final report draft.pdf differ diff --git a/fa23-team-c/Deliverable 5/Final Report - CS506.pdf b/fa23-team-c/Deliverable 5/Final Report - CS506.pdf new file mode 100644 index 0000000..8c60aa0 Binary files /dev/null and b/fa23-team-c/Deliverable 5/Final Report - CS506.pdf differ diff --git a/fa23-team-c/extension_eda.ipynb b/fa23-team-c/Extension Project/Notebooks/eda.ipynb similarity index 100% rename from fa23-team-c/extension_eda.ipynb rename to fa23-team-c/Extension Project/Notebooks/eda.ipynb diff --git a/fa23-team-c/extension_questions.ipynb b/fa23-team-c/Extension Project/Notebooks/questions.ipynb similarity index 100% rename from fa23-team-c/extension_questions.ipynb rename to fa23-team-c/Extension Project/Notebooks/questions.ipynb diff --git a/fa23-team-c/extension.py b/fa23-team-c/Extension Project/Python Scripts/visualize_rides_start_locations.py similarity index 100% rename from fa23-team-c/extension.py rename to fa23-team-c/Extension Project/Python Scripts/visualize_rides_start_locations.py diff --git a/fa23-team-c/README.md b/fa23-team-c/README.md index c528f41..33d3c43 100644 --- a/fa23-team-c/README.md +++ b/fa23-team-c/README.md @@ -1,3 +1,59 @@ -Add your name to the team info page! +# City of Boston: Transit and Performance - Team C -At the end of the semester update this README with information on how to run your project. \ No newline at end of file +## Description +This project delves into an in-depth analysis of MBTA bus routes in Boston to assess their performance concerning the socioeconomic demographics of the communities they serve. The aim is to identify potential disparities in service quality and accessibility. By examining operational data alongside census demographic information, this project seeks to uncover any correlations between service levels and the demographics of served neighborhoods. + +## Goals +- Analyze MBTA bus routes' performance in relation to demographic data of Boston neighborhoods +- Investigate disparities in travel times, on-time performance, and reliability across different bus routes +- Examine the racial, economic, and age demographics of communities primarily served by each bus route +- Assess whether service disparities disproportionately affect disadvantaged communities. + +## Files + +### 1. Base Project: +#### Notebooks: +1. `baseques_visual_1.ipynb` +2. `baseques_visual_2.ipynb` +3. `eda.ipynb` +4. `routes_to_neighborhoods.ipynb` +5. `neighborhoods_to_routes.ipynb` + +#### Python Scripts: +1. `calculate_delay.py` +2. `calculate_lateness.py` +3. `calculate_travel_times.py` +4. `filter_travel_times.py` +5. `get_stops_info.py` +6. `stop_coordinates_to_neighborhoods.py` +7. `visualize_ages.py` +8. `visualize_lateness.py` +9. `visualize_population.py` +10. `visualize_punctuality.py` + +### 2. Extension Project: +#### Notebooks: +1. `eda.ipynb` +2. `questions.ipynb` + +#### Python Scripts: +1. `visualize_rides_start_locations.py` + +## Methodology +- Data collection from MBTA APIs and census demographics. +- Cleaning, joining, and filtering datasets for analysis. +- Exploratory data analysis, statistical summaries, and visualization techniques. +- Geographic mapping of the data to identify spatial patterns. +- Utilization of data science techniques to assess service disparities. + +## Key Questions Explored +1. What are the end-to-end travel times for different bus routes across Boston? +2. Are there notable differences in on-time performance and reliability among routes? +3. What are the racial, economic, and age demographics of communities served by each bus route? +4. Do identified service disparities disproportionately affect disadvantaged communities? + +## Conclusion +This data-driven analysis aims to promote discussion and progress towards establishing an affordable, reliable transportation network that serves all communities equitably in Boston. + +## Team Information +[Team Info Page](team-info-page) \ No newline at end of file diff --git a/fa23-team-c/Scrum Reports/Nov 30 scrum report.pdf b/fa23-team-c/Scrum Reports/Nov 30 scrum report.pdf new file mode 100644 index 0000000..a6ab21f Binary files /dev/null and b/fa23-team-c/Scrum Reports/Nov 30 scrum report.pdf differ diff --git a/fa23-team-c/__pycache__/Constants.cpython-310.pyc b/fa23-team-c/__pycache__/Constants.cpython-310.pyc deleted file mode 100644 index 2b3b042..0000000 Binary files a/fa23-team-c/__pycache__/Constants.cpython-310.pyc and /dev/null differ diff --git a/fa23-team-c/baseques3_1_final.png b/fa23-team-c/baseques3_1_final.png deleted file mode 100644 index b4e919a..0000000 Binary files a/fa23-team-c/baseques3_1_final.png and /dev/null differ diff --git a/fa23-team-c/baseques3_2_final.png b/fa23-team-c/baseques3_2_final.png deleted file mode 100644 index 1493a50..0000000 Binary files a/fa23-team-c/baseques3_2_final.png and /dev/null differ diff --git a/fa23-team-c/baseques3_3_final.png b/fa23-team-c/baseques3_3_final.png deleted file mode 100644 index 71fa8d3..0000000 Binary files a/fa23-team-c/baseques3_3_final.png and /dev/null differ diff --git a/fa23-team-c/baseques3_4_final.png b/fa23-team-c/baseques3_4_final.png deleted file mode 100644 index 16f0538..0000000 Binary files a/fa23-team-c/baseques3_4_final.png and /dev/null differ diff --git a/fa23-team-c/correlate_stop.ipynb b/fa23-team-c/correlate_stop.ipynb deleted file mode 100644 index 22f9caf..0000000 --- a/fa23-team-c/correlate_stop.ipynb +++ /dev/null @@ -1,156 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "average_travel_times = pd.read_csv('data/average_travel_times.csv')\n", - "bus_stops = pd.read_csv('data/PATI_BUS_Stops.csv')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'CT2', '428', '35', '33', '137', '354', '42', '89', '426', '90', '429', '439', '171', '455', '110', '210', '114', '201', '91', '111', '236', '85', '238', '116', '93', '193', '34E', '50', '61', '211', '23', '14', '119', '29', '67', '70', '17', '08', '26', '09', '75', '435', '191', '45', '94', '44', '194', '424', '04', '746_', '112', '240', '451', '60', '30', '36', '95', '73', '108', '65', '64', '52', '15', '104', '743', '18', '71', '101', '504', '558', '92', '39', '226', '105', '121', '131', 'SL4', '34', '132', '117', '21', '222', '215', '230', '78', '192', '411', '134', '43', '62', '86', '47', '556', '350', '441', '100', 'SL1', '83', '505', '68', '51', '106', '245', '436', '24', '77', '16', '97', '11', '10', 'SL2', '28', '59', '220', '32', '07', '80', '74', '38', '554', '225', '501', '120', '66', '19', '22', '31', '450', '69', '109', '57', '99', '37', '76', '442', '96', '351', '430', '216', '88', '456', '40', '553', '01', '217', 'SL5', '87', 'CT3', '202', '55', '41'}\n" - ] - } - ], - "source": [ - "unique_route_ids = set(average_travel_times['route_id'].unique())\n", - "print(unique_route_ids)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "181076\n", - "181076\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\chand\\AppData\\Local\\Temp\\ipykernel_3868\\2521813369.py:9: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " bus_stops['cleaned_routes'] = bus_stops.apply(filter_fn, axis=1)\n" - ] - } - ], - "source": [ - "def filter_fn(row):\n", - " available_routes = set(row[\"Routes\"].split(\",\"))\n", - " new = available_routes.intersection(unique_route_ids)\n", - " return 0 if (len(new) == 0) else repr(new) \n", - "\n", - "\n", - "print(bus_stops.size)\n", - "# filter out rows that contain the unique_route_ids\n", - "bus_stops['cleaned_routes'] = bus_stops.apply(filter_fn, axis=1)\n", - "bus_stops = bus_stops[bus_stops['cleaned_routes'] != 0]\n", - "\n", - "# print the filtered bus stops\n", - "print(bus_stops.size)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " route_id stop_id stop_name stop_lat stop_lon\n", - "0 43 1249 Tremont St @ Rutland Sq -71.077301 42.341006\n", - "1 43 1250 Tremont St @ Worcester St -71.078787 42.340187\n", - "2 43 1251 Tremont St @ W Springfield St -71.079768 42.339703\n", - "3 43 1252 Tremont St @ Northampton St -71.081129 42.338955\n", - "4 43 1253 Tremont St @ Douglas Pk -71.083178 42.337824\n" - ] - } - ], - "source": [ - "lst = []\n", - "for index, row in bus_stops.iterrows():\n", - " routes = eval(row['cleaned_routes'])\n", - " for route in routes:\n", - " lst.append([route, row['Stop_ID'], row['Stop_Name'], row['X'],row['Y']])\n", - "\n", - "route_stop = pd.DataFrame(lst,columns=['route_id','stop_id','stop_name','stop_lat','stop_lon'])\n", - "print(route_stop.head())\n", - "route_stop.to_csv('data/route_stop.csv', index=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - 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route_stop['stop_id'].unique().tolist()\n", - "print(unique_stops)\n", - "print(len(unique_stops))\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/fa23-team-c/data/Boston_Neighborhood_Boundaries_Approximated_by_2020_Census_Tracts.geojson b/fa23-team-c/data/Boston_Neighborhood_Boundaries_Approximated_by_2020_Census_Tracts.geojson deleted file mode 100644 index e20360c..0000000 --- a/fa23-team-c/data/Boston_Neighborhood_Boundaries_Approximated_by_2020_Census_Tracts.geojson +++ /dev/null @@ -1,31 +0,0 @@ -{ -"type": "FeatureCollection", -"name": 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list(bus_stops.columns) - -# iterate over rows of bus_stops dataframe -for index, row in bus_stops.iterrows(): - # do something with each row - print(row["Stop_ID"]) - - # define the url and parameters - url = "https://maps.googleapis.com/maps/api/geocode/json" - params = { - "latlng": f"""{row["Latitude"]},{row["Longitude"]}""", - "key": "AIzaSyD6NeK7pHH8jL2ogy_kB9B3qnGtVbpUHuM" - } - - # send the request and get the response - response = requests.get(url, params=params) - - # convert the response to a dictionary - data = response.json() - - # print(data['results'][0]['address_components'][0]['long_name']) - try: - # raise Exception("Sorry, no numbers below zero") - for item in data['results'][0]['address_components']: - if item['types'] == ['postal_code']: - zip_code = item['long_name'] - row_list = list(row) - row_list.append(zip_code) - list_of_zip_codes.append(row_list) - break - except: - print(f'No postal code found for {row["Stop_ID"]}') - with open('data/failed_stop_ids.txt', 'a') as f: - f.write(str(row["Stop_ID"]) + '\n') - f.close() - continue - - if index == 5: - break - sleep(0.05) - # use the data dictionary - # pp.pprint(data) - -# print(list_of_zip_codes) -df = pd.DataFrame(list_of_zip_codes, columns=columns + ['zip_code']) -df.to_csv('data/bus_stops_with_zip_codes_google.csv', index=False) - diff --git a/fa23-team-c/data_fetch_open.py b/fa23-team-c/data_fetch_open.py deleted file mode 100644 index fd8affa..0000000 --- a/fa23-team-c/data_fetch_open.py +++ /dev/null @@ -1,59 +0,0 @@ -import pandas as pd -import requests -import pprint -from time import sleep -import requests -import random - -bus_stops = pd.read_csv('data/stops_coordinates.csv') -list_of_zip_codes = [] -pp = pprint.PrettyPrinter(compact=True) -columns = list(bus_stops.columns) - -# iterate over rows of bus_stops dataframe -for index, row in bus_stops.iterrows(): - # do something with each row - print(row["stop_id"], row["latitude"], row["longitude"]) - - # define the url and parameters - - url = "https://nominatim.openstreetmap.org/reverse" - params = { - "format": "geocodejson", - "lat": f'{row["latitude"]}', - "lon": f'{row["longitude"]}' - } - - response = requests.get(url, params=params) - # print(response.content) - - # convert the response to a dictionary - data = response.json() - - # print(data['results'][0]['address_components'][0]['long_name']) - try: - # raise Exception("Sorry, no numbers below zero") - zip_code = data['features'][0]['properties']['geocoding']['postcode'] - row_list = list(row) - row_list.append(zip_code) - list_of_zip_codes.append(row_list) - except: - print(f'No postal code found for {row["stop_id"]}') - with open('data/failed_stop_ids.txt', 'a') as f: - f.write(str(row["stop_id"]) + '\n') - f.close() - continue - - # generate a random number between 1 and 10 - random_number = random.randint(1, 100) - - # sleep for the random number of seconds - sleep(random_number*0.001) - sleep(0.09) - # use the data dictionary - # pp.pprint(data) - -# print(list_of_zip_codes) -df = pd.DataFrame(list_of_zip_codes, columns=columns + ['zip_code']) -df.to_csv('data/bus_stops_with_zip_codes_open_new.csv', index=False) - diff --git a/fa23-team-c/neighborhoods_to_zipcodes.py b/fa23-team-c/neighborhoods_to_zipcodes.py deleted file mode 100644 index 00c5241..0000000 --- a/fa23-team-c/neighborhoods_to_zipcodes.py +++ /dev/null @@ -1,18 +0,0 @@ -import geopandas as gpd -import pandas as pd - -zipcodes_gdf = gpd.read_file('data/ZIP_Codes.geojson') -neighborhoods_gdf = gpd.read_file('data/neighborhoods.geojson') - -neighborhoods_with_zipcodes = [] - -for idx, neighborhood in neighborhoods_gdf.iterrows(): - neighborhood_polygon = neighborhood['geometry'] - intersecting_zipcodes = zipcodes_gdf[zipcodes_gdf.intersects(neighborhood_polygon)] - zipcodes_in_neighborhood = set(intersecting_zipcodes['ZIP5'].tolist()) - - neighborhood_name = neighborhood['neighborhood'] - neighborhoods_with_zipcodes.append({'Neighborhood': neighborhood_name, 'ZipCodes': ', '.join(map(str, zipcodes_in_neighborhood))}) - -result_df = pd.DataFrame(neighborhoods_with_zipcodes) -result_df.to_csv('neighborhoods_to_zipcodes.csv', index=False) \ No newline at end of file diff --git a/fa23-team-c/stops_to_zipcodes.py b/fa23-team-c/stops_to_zipcodes.py deleted file mode 100644 index 4274769..0000000 --- a/fa23-team-c/stops_to_zipcodes.py +++ /dev/null @@ -1,49 +0,0 @@ -import csv -import requests -import Constants - -def reverse_geocode(lat, lng): - api_key = Constants.GOOGLE_MAPS_KEY - base_url = 'https://maps.googleapis.com/maps/api/geocode/json?' - - params = { - 'latlng': f"{lat},{lng}", - 'key': api_key - } - - response = requests.get(base_url, params=params) - zip_code = None - if response.status_code == 200: - result = response.json() - if result['status'] == 'OK': - for component in result['results'][0]['address_components']: - if 'postal_code' in component['types']: - zip_code = component['long_name'] - # print(f"Zip Code: {zip_code}") - break - else: - print("Zip code not found for this location.") - else: - print(f"Reverse geocoding failed. Status: {result['status']}") - else: - print(f"Request failed with status code: {response.status_code}") - - return zip_code - - -input_file = 'data/stops_coordinates.csv' -output_file = 'stops_zipcodes.csv' - -with open(input_file, 'r') as csvfile, open(output_file, 'w', newline='') as outputcsv: - reader = csv.DictReader(csvfile) - fieldnames = reader.fieldnames + ['zip_code'] - - writer = csv.DictWriter(outputcsv, fieldnames=fieldnames) - writer.writeheader() - - for row in reader: - stop_id = row['stop_id'] - lat = row['latitude'] - lon = row['longitude'] - zip_code = reverse_geocode(lat, lon) - writer.writerow({**row, 'zip_code': zip_code}) diff --git a/fa23-team-c/team-info-page b/fa23-team-c/team-info-page index 82ec387..c0764e4 100644 --- a/fa23-team-c/team-info-page +++ b/fa23-team-c/team-info-page @@ -1,6 +1,5 @@ -Chandrahas Aroori, Class of 2025 - Team Rep (Email : charoori@bu.edu, Github : Exorust) -Manushi Munshi, Class of 2025 (Email : manushi@bu.edu, Github : manushimunshi14) -Muniruddin Siddiqui, Class of 2024 (Email : munirsid@bu.edu, Github : munirsidd ) -Patrick Browne, Class of 2025 (Email : pbrowne2@bu.edu , Github : pbrowne011) -Haocheng Liu , Class of 2025 (Email : easonlhc@bu.edu, Github : HaochengL) - +Chandrahas Aroori, Class of 2025 - Team Rep (Email: charoori@bu.edu, GitHub: Exorust) +Manushi Munshi, Class of 2025 (Email: manushi@bu.edu, GitHub: manushimunshi14) +Muniruddin Siddiqui, Class of 2024 (Email: munirsid@bu.edu, GitHub: munirsidd) +Patrick Browne, Class of 2025 (Email: pbrowne2@bu.edu, GitHub: pbrowne011) +Haocheng Liu, Class of 2025 (Email: easonlhc@bu.edu, GitHub: HaochengL) \ No newline at end of file diff --git a/fa23-team-c/test.py b/fa23-team-c/test.py deleted file mode 100644 index 64e4c6e..0000000 --- a/fa23-team-c/test.py +++ /dev/null @@ -1,27 +0,0 @@ -import pandas as pd - -stop_data = pd.read_csv('data/stops_zipcodes.csv') -neighborhood_data = pd.read_csv('data/neighborhoods_to_zipcodes.csv') - -stop_data['zip_code'] = stop_data['zip_code'].astype(str).str.zfill(5) -neighborhood_data['ZipCodes'] = neighborhood_data['ZipCodes'].str.split(', ') - -neighborhood_zip_codes = set() -for codes in neighborhood_data['ZipCodes']: - for code in codes: - neighborhood_zip_codes.add(code) - -stop_zip_codes = set() -for code in stop_data["zip_code"]: - stop_zip_codes.add(code) - -missing_zip_codes = stop_zip_codes - neighborhood_zip_codes - -if missing_zip_codes: - with open('missing_zip_codes.txt', 'w') as file: - file.write("Zip codes not in neighborhood data:\n") - for code in missing_zip_codes: - file.write(code + "\n") - print("Missing zip codes have been saved to 'missing_zip_codes.txt'.") -else: - print("All zip codes from stop data are present in neighborhood data.") \ No newline at end of file