yjyoon / 대전CCTV통계코드 star
윤영준 윤영준 2023-08-09
added missing files
@a35d480618dbe13dbfe6b9a9bf3ee4d3d4bfcbfb
 
a35d480
deageon statistics.py (added)
+++ deageon statistics.py
@@ -0,0 +1,130 @@
+import pandas as pd
+import glob
+import json
+import os
+import multiprocessing
+import concurrent.futures
+from joblib import Parallel, delayed
+from tqdm import tqdm
+import plotly.graph_objects as go
+import plotly.express as px
+
+
+def merge_stats(original, new):
+    for stat_type, values in new.items():
+        if stat_type not in original:
+            original[stat_type] = {}
+        for key, count in values.items():
+            if key not in original[stat_type]:
+                original[stat_type][key] = 0
+            original[stat_type][key] += count
+
+def glob_in_subdir(subdir_pattern):
+    return glob.glob(subdir_pattern, recursive=True)
+
+def parallel_glob(base_pattern, n_jobs=-1):
+    # Split the base pattern into static and wildcard parts
+    static_part, _, wildcard = base_pattern.rpartition('/')
+    subdirs = glob.glob(static_part)
+
+    # Construct patterns for each subdir
+    subdir_patterns = [f"{subdir}/{wildcard}" for subdir in subdirs]
+
+    # Search in parallel
+    results = Parallel(n_jobs=n_jobs)(
+        delayed(glob_in_subdir)(pattern) for pattern in tqdm(subdir_patterns, desc="Processing subdirectories"))
+
+    # Flatten the list of lists
+    all_files = [item for sublist in results for item in sublist]
+
+    return all_files
+
+def transform_to_dataframe_format(stats):
+    rows = []
+    for file_name, file_stats in stats.items():
+        for stat_type, values in file_stats.items():
+            for (category, attribute_value), count in values.items():
+                row = {
+                    'file_name': file_name,
+                    'stat_type': stat_type,
+                    'category': category,
+                    'attribute_value': attribute_value,
+                    'count': count
+                }
+                rows.append(row)
+    return pd.DataFrame(rows)
+
+
+def process_file(file_path):
+    with open(file_path, 'r') as f:
+        try:
+            record = json.load(f)
+        except json.JSONDecodeError:
+            print(f"Failed to decode JSON from file: {file_path}")
+            return None, None
+        file_name = record['file'].split('/')[-1].split('_')[0]  # Simplified filename extraction
+        file_stats = {'define': {}, 'status': {}}
+
+        for annotation in record['frames']['annotations']:
+            category = annotation['category']['code']
+
+            for attribute in annotation['category']['attributes']:
+                if 'define' in attribute['code']:
+                    stat_type = 'define'
+                elif 'status' in attribute['code']:
+                    stat_type = 'status'
+                else:
+                    continue
+
+                key = (category, attribute['value'])
+                if key not in file_stats[stat_type]:
+                    file_stats[stat_type][key] = 0
+                file_stats[stat_type][key] += 1
+
+        return file_name, file_stats
+
+
+def generate_and_plot(stats_data, title):
+    hierarchical_data = []
+
+    # Add all file data
+    for file_name, attributes in stats_data.items():
+        for (category, value), count in attributes.items():
+            hierarchical_data.append({"file_name": file_name, "category": category, "value": value, "count": count})
+
+    df = pd.DataFrame(hierarchical_data)
+
+    # Pivot to create MultiIndex
+    df_pivot = df.pivot_table(index=['file_name', 'category', 'value'], values='count', aggfunc='sum')
+    fig = px.sunburst(df, path=['file_name', 'category', 'value'])
+    fig.update_layout(margin=dict(t=0, b=0, l=0, r=0), title=title)
+    fig.show()
+
+    return fig, df, df_pivot
+
+if __name__ == '__main__':
+    path = "/media/juni/T7 Shield/DeageonCCTV/인공지능_학습용_도심내_CCTV_영상_데이터셋/**/*.json"
+
+    dataset = parallel_glob(path)
+
+    # dataset = glob.glob("/media/juni/T7 Shield/DeageonCCTV/인공지능_학습용_도심내_CCTV_영상_데이터셋/21730619/*.json")
+
+    print("files are located")
+    results = Parallel(n_jobs=-1)(delayed(process_file)(file_path) for file_path in tqdm(dataset))
+
+    stats = {}
+    for directory_name, file_stats in results:
+        if directory_name not in stats:
+            stats[directory_name] = {}
+        merge_stats(stats[directory_name], file_stats)
+    print(stats)
+
+    define_stats = {file: data['define'] for file, data in stats.items()}
+    status_stats = {file: data['status'] for file, data in stats.items()}
+
+    def_fig, def_data, df_multi_data = generate_and_plot(define_stats, "Object Definitions")
+    def_data.to_csv("define_stats.csv", index=False)
+    df_multi_data.to_csv("define_stats_multi.csv", index=False)
+    stat_fig, stat_data, df_multi_data = generate_and_plot(status_stats, "Object Status")
+    stat_data.to_csv("status_stats.csv", index=False)
+    df_multi_data.to_csv("status_stats.csv_multi", index=False)(파일 끝에 줄바꿈 문자 없음)
 
a35d480
define_stats.csv (added)
+++ define_stats.csv
@@ -0,0 +1,571 @@
+file_name,category,value,count
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),person,normal,51163
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,car,617199
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),person,etc,3072
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,motorcycle,6004
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,truck,98484
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),person,kick_board,657
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,etc,11135
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),person,bicycle,647
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),animal,dog,42
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,taxi,545
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,bus,157
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),animal,etc,28
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),person,normal,29989
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,car,622956
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,motorcycle,9362
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,taxi,1604
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,etc,6176
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),person,bicycle,318
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,truck,6437
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),person,etc,1555
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),animal,dog,118
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),animal,cat,20
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,bus,13
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),person,kick_board,105
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,car,293871
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,bus,396
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),person,normal,36374
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,motorcycle,5867
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),person,etc,1353
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,truck,19926
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,taxi,1519
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),animal,dog,33
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),person,bicycle,1146
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,etc,1703
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),person,kick_board,55
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),animal,cat,3
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,car,299598
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,taxi,30802
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,truck,97010
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),person,normal,57574
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,etc,6342
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),person,etc,3719
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,motorcycle,7123
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,bus,3458
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),person,bicycle,3389
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),person,kick_board,294
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),animal,dog,71
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),animal,cat,5
+대전역-138.(2019-05) [20210616]200000-220000,vehicle,car,42461
+대전역-138.(2019-05) [20210616]200000-220000,vehicle,taxi,33228
+대전역-138.(2019-05) [20210616]200000-220000,person,normal,21959
+대전역-138.(2019-05) [20210616]200000-220000,vehicle,motorcycle,115
+대전역-138.(2019-05) [20210616]200000-220000,person,etc,145
+대전역-138.(2019-05) [20210616]200000-220000,vehicle,bus,210
+대전역-138.(2019-05) [20210616]200000-220000,vehicle,truck,51
+대전역-138.(2019-05) [20210616]200000-220000,person,kick_board,105
+대전역-138.(2019-05) [20210616]200000-220000,vehicle,etc,174
+대전역-138.(2019-05) [20210616]200000-220000,person,bicycle,149
+대전역-138.(2019-05) [20210616]220000-235959,person,normal,14300
+대전역-138.(2019-05) [20210616]220000-235959,vehicle,car,32421
+대전역-138.(2019-05) [20210616]220000-235959,vehicle,taxi,11957
+대전역-138.(2019-05) [20210616]220000-235959,vehicle,bus,127
+대전역-138.(2019-05) [20210616]220000-235959,vehicle,motorcycle,50
+대전역-138.(2019-05) [20210616]220000-235959,vehicle,truck,116
+대전역-138.(2019-05) [20210616]220000-235959,person,etc,2
+대전역-138.(2019-05) [20210616]220000-235959,person,bicycle,24
+대전역-138.(2019-05) [20210616]220000-235959,animal,dog,1
+대전역-138.(2019-05) [20210616]220000-235959,person,kick_board,19
+대전역-138.(2019-05) [20210617]200000-220000,vehicle,taxi,17229
+대전역-138.(2019-05) [20210617]200000-220000,person,normal,23797
+대전역-138.(2019-05) [20210617]200000-220000,vehicle,car,47478
+대전역-138.(2019-05) [20210617]200000-220000,vehicle,bus,150
+대전역-138.(2019-05) [20210617]200000-220000,animal,dog,1
+대전역-138.(2019-05) [20210617]200000-220000,vehicle,motorcycle,1101
+대전역-138.(2019-05) [20210617]200000-220000,vehicle,truck,488
+대전역-138.(2019-05) [20210617]200000-220000,person,bicycle,36
+대전역-138.(2019-05) [20210617]200000-220000,person,etc,9
+대전역-138.(2019-05) [20210617]200000-220000,person,kick_board,39
+대전역-138.(2019-05) [20210617]200000-220000,vehicle,etc,23
+대전역-138.(2019-05) [20210617]220000-235959,person,normal,15926
+대전역-138.(2019-05) [20210617]220000-235959,vehicle,taxi,12162
+대전역-138.(2019-05) [20210617]220000-235959,vehicle,car,29144
+대전역-138.(2019-05) [20210617]220000-235959,person,kick_board,20
+대전역-138.(2019-05) [20210617]220000-235959,vehicle,bus,175
+대전역-138.(2019-05) [20210617]220000-235959,vehicle,truck,71
+대전역-138.(2019-05) [20210617]220000-235959,vehicle,motorcycle,1884
+대전역-138.(2019-05) [20210617]220000-235959,animal,dog,1
+대전역-138.(2019-05) [20210617]220000-235959,vehicle,etc,22
+대전역-138.(2019-05) [20210617]220000-235959,person,etc,137
+대전역-138.(2019-05) [20210617]220000-235959,person,bicycle,4
+대전역-138.(2019-05) [20210618]200000-220000,vehicle,taxi,5412
+대전역-138.(2019-05) [20210618]200000-220000,vehicle,car,26714
+대전역-138.(2019-05) [20210618]200000-220000,vehicle,motorcycle,1749
+대전역-138.(2019-05) [20210618]200000-220000,person,normal,9627
+대전역-138.(2019-05) [20210618]200000-220000,person,etc,33
+대전역-138.(2019-05) [20210618]200000-220000,vehicle,truck,148
+대전역-138.(2019-05) [20210618]200000-220000,person,bicycle,4
+대전역-138.(2019-05) [20210618]200000-220000,vehicle,etc,580
+대전역-138.(2019-05) [20210618]200000-220000,vehicle,bus,36
+대전역-138.(2019-05) [20210618]200000-220000,animal,dog,13
+대전역-138.(2019-05) [20210618]220000-235959,vehicle,car,55258
+대전역-138.(2019-05) [20210618]220000-235959,person,normal,26910
+대전역-138.(2019-05) [20210618]220000-235959,vehicle,taxi,8930
+대전역-138.(2019-05) [20210618]220000-235959,vehicle,motorcycle,3309
+대전역-138.(2019-05) [20210618]220000-235959,vehicle,etc,526
+대전역-138.(2019-05) [20210618]220000-235959,vehicle,truck,700
+대전역-138.(2019-05) [20210618]220000-235959,vehicle,bus,108
+대전역-138.(2019-05) [20210618]220000-235959,animal,dog,7
+대전역-138.(2019-05) [20210618]220000-235959,person,etc,3
+대전역-138.(2019-05) [20210618]220000-235959,person,kick_board,7
+대전역-138.(2019-05) [20210618]220000-235959,person,bicycle,4
+대전역-138.(2019-05) [20210619]200000-220000,vehicle,car,39977
+대전역-138.(2019-05) [20210619]200000-220000,vehicle,motorcycle,3205
+대전역-138.(2019-05) [20210619]200000-220000,vehicle,taxi,8640
+대전역-138.(2019-05) [20210619]200000-220000,person,normal,14512
+대전역-138.(2019-05) [20210619]200000-220000,person,etc,112
+대전역-138.(2019-05) [20210619]200000-220000,vehicle,bus,103
+대전역-138.(2019-05) [20210619]200000-220000,vehicle,truck,45
+대전역-138.(2019-05) [20210619]200000-220000,person,bicycle,312
+대전역-138.(2019-05) [20210619]200000-220000,vehicle,etc,164
+대전역-138.(2019-05) [20210619]220000-235959,vehicle,taxi,10990
+대전역-138.(2019-05) [20210619]220000-235959,vehicle,car,57202
+대전역-138.(2019-05) [20210619]220000-235959,person,normal,17608
+대전역-138.(2019-05) [20210619]220000-235959,vehicle,motorcycle,4433
+대전역-138.(2019-05) [20210619]220000-235959,vehicle,bus,130
+대전역-138.(2019-05) [20210619]220000-235959,vehicle,truck,1207
+대전역-138.(2019-05) [20210619]220000-235959,person,etc,1
+대전역-138.(2019-05) [20210619]220000-235959,person,bicycle,131
+대전역-138.(2019-05) [20210619]220000-235959,vehicle,etc,261
+대전역-138.(2019-05) [20210619]220000-235959,animal,dog,1
+대전역-138.(2019-05) [20210620]200000-220000,person,normal,20508
+대전역-138.(2019-05) [20210620]200000-220000,vehicle,car,32389
+대전역-138.(2019-05) [20210620]200000-220000,vehicle,motorcycle,3239
+대전역-138.(2019-05) [20210620]200000-220000,vehicle,taxi,12418
+대전역-138.(2019-05) [20210620]200000-220000,vehicle,bus,125
+대전역-138.(2019-05) [20210620]200000-220000,person,etc,7
+대전역-138.(2019-05) [20210620]200000-220000,vehicle,etc,79
+대전역-138.(2019-05) [20210620]200000-220000,person,bicycle,27
+대전역-138.(2019-05) [20210620]200000-220000,vehicle,truck,42
+대전역-138.(2019-05) [20210620]200000-220000,animal,dog,2
+대전역-138.(2019-05) [20210620]200000-220000,person,kick_board,20
+대전역-138.(2019-05) [20210620]220000-235959,vehicle,car,10097
+대전역-138.(2019-05) [20210620]220000-235959,person,normal,6946
+대전역-138.(2019-05) [20210620]220000-235959,vehicle,motorcycle,1721
+대전역-138.(2019-05) [20210620]220000-235959,vehicle,etc,3
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+대전역-138.(2019-05) [20210620]220000-235959,vehicle,bus,61
+대전역-138.(2019-05) [20210620]220000-235959,person,etc,25
+대전역-138.(2019-05) [20210620]220000-235959,vehicle,truck,8
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,truck,6887
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,car,63458
+내동-169.(592-2016-24) [20210616]100000-120000,person,normal,14415
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,motorcycle,1203
+내동-169.(592-2016-24) [20210616]100000-120000,person,etc,214
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,taxi,121
+내동-169.(592-2016-24) [20210616]100000-120000,animal,dog,91
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,bus,567
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,etc,1138
+내동-169.(592-2016-24) [20210616]100000-120000,person,bicycle,70
+내동-169.(592-2016-24) [20210616]100000-120000,animal,etc,3
+내동-169.(592-2016-24) [20210616]120000-140000,vehicle,car,57037
+내동-169.(592-2016-24) [20210616]120000-140000,vehicle,etc,836
+내동-169.(592-2016-24) [20210616]120000-140000,person,normal,5651
+내동-169.(592-2016-24) [20210616]120000-140000,vehicle,motorcycle,1021
+내동-169.(592-2016-24) [20210616]120000-140000,person,etc,297
+내동-169.(592-2016-24) [20210616]120000-140000,person,bicycle,52
+내동-169.(592-2016-24) [20210616]120000-140000,vehicle,taxi,155
+내동-169.(592-2016-24) [20210616]120000-140000,vehicle,truck,354
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a35d480
status_stats.csv (added)
+++ status_stats.csv
@@ -0,0 +1,190 @@
+file_name,category,value,count
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),person,person_status_normal,55538
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,normal,733507
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,etc,3
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),person,etc,1
+중리-164.(오정 15-39) 오정동 740-23 #1(고정)(Ch 01),vehicle,crush,14
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),person,person_status_normal,31960
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,normal,578796
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,illegal_parking,67744
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,etc,7
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),person,etc,7
+내동-169.(592-2016-24) 은혜빌라(고정)(Ch 01),vehicle,crush,1
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,normal,226912
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,illegal_parking,96365
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),person,person_status_normal,38925
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),person,etc,3
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,etc,4
+가수원-040.(82-2009-8) 정림초교 1-2(Ch 01),vehicle,crush,1
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,normal,412211
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),person,person_status_normal,64973
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,etc,12
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),vehicle,illegal_parking,32110
+가양-046.(2013-2) 흥룡초교 후문-2 (고정)(Ch 01),person,etc,3
+대전역-138.(2019-05) [20210616]200000-220000,vehicle,normal,68032
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+대전역-138.(2019-05) [20210616]200000-220000,vehicle,etc,157
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+대전역-138.(2019-05) [20210616]220000-235959,vehicle,normal,38748
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+대전역-138.(2019-05) [20210620]200000-220000,vehicle,normal,41092
+대전역-138.(2019-05) [20210620]220000-235959,vehicle,normal,12503
+대전역-138.(2019-05) [20210620]220000-235959,person,person_status_normal,6971
+대전역-138.(2019-05) [20210620]220000-235959,vehicle,illegal_parking,3598
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,normal,72496
+내동-169.(592-2016-24) [20210616]100000-120000,person,person_status_normal,14699
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,illegal_parking,877
+내동-169.(592-2016-24) [20210616]100000-120000,vehicle,crush,1
+내동-169.(592-2016-24) [20210616]120000-140000,vehicle,normal,56348
+내동-169.(592-2016-24) [20210616]120000-140000,person,person_status_normal,6016
+내동-169.(592-2016-24) [20210616]120000-140000,vehicle,illegal_parking,3654
+내동-169.(592-2016-24) [20210617]100000-120000,vehicle,normal,55754
+내동-169.(592-2016-24) [20210617]100000-120000,person,person_status_normal,6562
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