ITC-Net-blend-60: a comprehensive dataset for robust network traffic classification in diverse environments.

OBJECTIVES: Recognition of mobile applications within encrypted network traffic holds considerable effects across multiple domains, encompassing network administration, security, and digital marketing. The creation of network traffic classifiers capable of adjusting to dynamic and unforeseeable real-world settings presents a tremendous challenge. Presently available datasets exclusively encompass traffic data obtained from a singular network environment, thereby restricting their utility in evaluating the robustness and compatibility of a given model. DATA DESCRIPTION: This dataset was gathered from 60 popular Android applications in five different network scenarios, with the intention of overcoming the limitations of previous datasets. The scenarios were the same in the applications set but differed in terms of Internet service provider (ISP), geographic location, device, application version, and individual users. The traffic was generated through real human interactions on physical devices for 3-15 min. The method used to capture the traffic did not require root privileges on mobile phones and filtered out any background traffic. In total, the collected dataset comprises over 48 million packets, 450K bidirectional flows, and 36 GB of data.

Operative treatment results of posterior malleolar fractures in trimalleolar fractures with screw fixation and plate fixation: short-term results.

BACKGROUND: Ankle fractures are among the most common lower limb fractures. There is no agreement about the best treatment for these fractures. This study compared the short-term results of screw and plate fixation methods. METHODS: In this prospective study, 32 patients that underwent screw fixation for posterior malleolar fracture and 32 patients that underwent plate fixation for posterior malleolar fracture were assessed 1, 3, and 6 months after surgery. RESULTS: The mean age in group 1 (screw fixation) and group 2 (plate fixation) was 32.56, and 37.82 ± 9.99, respectively. The frequency of gender in group 1 (screw fixation) and group 2 (plate fixation) for females and males was 20%, 80%, 4%, and 18%, respectively. The mean range of motion (ROM) in month 1 in group 1 was 89.4, in group 2 was 90.22, in month 3 in group 1 was 100.6, in group 2 was 100.36, in month 6 in group 1 was 115.4, and in group 2 was 110.68. The mean visual analog scale (VAS) in month 1 in group 1 was 6.88, in group 2 was 6.09, in month 3 in group 1 was 4.14, in group 2 was 3.63, in month 6 in group 1 was 2.56, and in group 2 was 2.54. In group 1, we had 1 case of nerve injury, 1 case of deep infection, and 3 cases of superficial infection, and in group 2, we had 2 cases of nerve injury, 2 cases of deep infection, and no case of superficial infection. The mean foot and ankle outcome score (FAOS) in group 1 was 75.44, and in group 2 was 74.36. CONCLUSION: In our study, we were unable to indicate a superior treatment method. More comprehensive studies with larger populations are suggested.

ITC-net-audio-5: an audio streaming dataset for application identification in network traffic classification.

OBJECTIVES: An essential aspect of network traffic classification is application identification. This involves capturing and analyzing the traffic patterns of applications. There are a few publicly available datasets that specifically capture streaming data from network-based applications. Therefore, our objective is to generate an up-to-date dataset with a focus on audio streaming data. This dataset can be a valuable resource for identifying audio streaming applications in the field of network traffic classification. DATA DESCRIPTION: The dataset contains network traffic captured during audio streaming communications on five trending applications: Google Meet, Skype, Telegram, WhatsApp, and SoundCloud. It includes 500 files in PCAP format captured by Wireshark and PCAPdroid tools during voice calls and online music playback. The concurrent utilization of these tools facilitates the avoidance of capturing background traffic.

Comparison of Postoperative Pain and Clinical Outcomes of Total Knee Arthroplasty Among Patients with Rheumatoid Arthritis and Osteoarthritis Referred to Clinic or Emergency Department.

Background: Total knee arthroplasty (TKA) is among the most frequent orthopedic procedures. TKA has been shown to provide significant benefits to patients with rheumatoid arthritis (RA) and osteoarthritis (OA). We hypothesized that patients undergoing primary TKA with diverse preoperative diseases would have varying expectations for both pain and function following TKA. Materials and Methods: Patients diagnosed with OA or RA participated in this prospective cohort investigation. We assessed variables including Knee society score (KSS), and patient's quality of life using 36-Item Short Form Survey Instrument (SF-36). Pain was also measured using the Visual Analogue Scale (VAS). Results: In this study, 606 patients including 412 females and 194 males with a mean age of 65.5 ± 8.7 years were included in the study. Among patients, 46 patients underwent TKA due to RA and 560 patients due to knee OA. There was no statistically significant difference in term of KSS clinical score before the operation (P = 0.101). The mean of KSS clinical score and functional score variables at 6 months and 12 months after the operation were higher in OA group in comparison to RA group. SF-36 was significantly improved in OA group in comparison to RA group. Also, VAS in the RA group is significantly higher than in the OA group after 12 months of follow-up. Conclusion: Our results demonstrate that patients with OA after TKA have better KSS clinical and functional results than patients with RA.

The quality of life of 50-70 years old patients with orthopedic spinal stenosis surgery. A follow-up study (descriptive study).

Background: Background: Nowadays, surgical procedures are assessed based on the state of an individual. This study aimed to investigate the effect of lumbar spinal stenosis surgery on the patient's quality of life and motor functions in Kashani and Alzahra Hospital in Esfahan. Methods: In the present cross-sectional study, 40 patients aged between 50-70 were respectively evaluated who underwent lumbar spine stenosis surgery in Al Zahra and Kashani Hospitals in Esfahan University of Medical Sciences, Esfahan, Iran, during 2020-2021. The SF-36 questionnaire was used as a research tool. The visual analog scale (VAS), and spine functional index (SFI), were measured initially before surgery and 6 months and 9 months after surgery. Results: The mean scores of the SF-36, SFI, and VAS scores questionnaire were 87.95±4.94, 21.38±1.24, 6.07±0.69 (p<0.001) before surgery, 89.77±5.25, 19.73±1.40, 5.37±1.56 (p<0.001) six months after surgery, and 94.70±5.34, 18.63±1.56, 4.57±0.81 (p<0.001) nine months after surgery, and all were significant. Improvement in the domains of general health, role-physical, role disorder due to impaired physical health, social function, emotional role, and bodily pain was evident. Also, the overall quality of life was enhanced but energy levels and role disorder due to impaired mental health showed no improvement. Conclusion: Not only does lumbar spinal stenosis surgery significantly improve the general health, role-physical, and the social function of the patients but also enhances their quality of life.

Persistent pain following total knee arthroplasty: The role of underlying diseases.

Background: With increasing age and joint-destructive diseases, the need for novel surgeries such as total knee arthroplasty (TKA) has increased. Complications such as pain exacerbation and persistent pain after surgery may occur which increases rehabilitation programs. Factors such as body mass index (BMI), psychiatric disorders, spine diseases, and comorbidities diseases can affect outcomes. Our study was conducted to evaluate the effect of BMI, psychiatric disorders, spine diseases, and underlying diseases on persistent and annoying pain after TKA. Materials and Methods: This is a case-control study that was conducted on patients who underwent TKA in Kashani Hospital in Isfahan City in 2020-2022. Demographic data of patients including age and BMI, diabetes mellitus (DM), history of psychiatric disorders, spine disorders such as spondylolisthesis or disc herniation, and other underlying diseases were obtained. Patients were assigned to case or control groups based on pain complaints after surgery. All patients were evaluated 6 months after the initial surgery. After collecting the study data, they were entered into SPSS software (version 25, IBM Corporation, Armonk, NY, USA) and analyzed. Results: We enrolled 35 patients in the case group and 39 patients in the control group between June 2020 and September 2022, based on the severity of pain measured using a Visual Analog Scale score. Our results show that BMI and DM had a meaningful relationship with pain after surgery (P ≤ 0.01). Other factors did not show a significant difference between groups. Conclusion: Underlying diseases, psychiatric diseases, and spine disorders did not significantly affect the pain after TKA. Patients with DM and higher BMI experienced more persistent pain after TKA.

Intramedullary nail versus minimally invasive plate osteosynthesis for displaced extraarticular proximal tibia fractures: a prospective comparative cohort study.

PURPOSE: The treatment of extraarticular proximal tibial fractures is challenging. As the optimal fixation technique is still debated, the purpose of this study was to compare minimally invasive plate osteosynthesis (MIPO) and intramedullary nail (IMN) fixation. METHODS: A prospective matched comparative study was conducted on patients with displaced extraarticular proximal tibia fractures treated with MIPO (n = 29) versus IMN (n = 30) fixation. Outcomes collected were the Johner-Wruhs grading, range of motion (ROM), union rate, time to union, malunion, coronal and sagittal alignment, and post-operative complications. RESULTS: Union rates were similar between the MIPO and IMN groups (93% vs. 97%, P = 1.0). The IMN group had an earlier time to union (15 vs. 18 weeks, P < 0.001) and superior functional outcomes at one year (effective Johner-Wruhs score: 80% vs. 55%, P = 0.04). There was a significantly higher incidence of anterior knee pain in the IMN group (23% vs. 0%, P = 0.02) and there was a trend for more infections in the MIPO group (21% vs. 13%, P = 0.73). CONCLUSION: IMN fixation of extraarticular proximal tibia fractures was associated with a shorter union time and better functional scores compared to MIPO.

Evaluation of the therapeutic effect of dressing containing Silver (Ag coat) in the process of healing skin blisters caused by limb fractures: a clinical trial study.

BACKGROUND: The main activity of the skin is to create a protective barrier against damage. Loss of the skin due to injury or disease and failure to regenerate the affected area may result in disability, infection, or even death. We conducted a clinical trial to evaluate the therapeutic effect of dressing containing silver in process of healing skin blisters caused by limb fractures. METHOD: This is a pioneering randomized trial that compares the effectiveness of two dressings containing silver (Ag coat) and Gaz Vaseline among patients with skin blisters due to bone fractures who were randomly selected from patients referred to the Kashani Medical Training Center. There were two treatment groups containing 16 patients treated with Ag coat and 15 patients treated with Gaz Vaseline. Pictures were taken of blisters on days 0, 7, and 14 to evaluate the healing process. The amount of pain, duration of the visit (measured by minutes), and general condition of the wound were checked. The amount of pain, duration of visit (measured by minutes) and general condition of the wound was checked. All continuous and categorical data are presented as mean ± standard deviation (SD) and frequency (percentage), respectively. Paired sample T-test and repeated measure analysis of variance (ANOVA), Chi-squared test was used. All pictures were analyzed by Mosaic soft ward. RESULT: During this study, there was no significant difference between the mean of age and BMI and frequency of gender in the two study groups (P > 0.05). There was a significant difference in mean between the duration of the visit, number of dressings, and net cost of dressing [Formula: see text]. In the macroscopic study and analysis for evaluation and comparing wound area with the Mosaic soft ward, there was significant relation in time (p1 = 0.00). There is no significant difference between the groups (p2 = 0.84). There was a significant difference between time and group (p3 = 0.00). On day 14 the wound area between groups had a significant difference (p4 = 0.00) (Table 3). In the VAS score there was a significant difference in time, and group (p1,2 = 0.00), there was no significant relation between time and group (p3 = 0.62). On all days the wound area between groups had a significant difference (p4 = 0.00). CONCLUSION: In conclusion, Ag coat dressing, not only has a significant effect on wound healing but also, decreases pain, shorter visit time, and its more cost-effective.

Total hip arthroplasty revision etiologies: a cross-sectional study in Isfahan, Iran.

Background: Complications after primary total hip arthroplasty (THA) are the most common reason for revision. Due to the high prevalence of revision surgery, we investigated the frequency of postprimary THA complications and related risk factor revision surgery. Materials and Methods: This is a cohort study that was performed in 2011-2019 on all patients who underwent primary THA surgery re-admitted to the Kashani and Saadi Hospital affiliated to Isfahan University of Medical Science, Iran, due to some complications after THA. Demographic and basic data were collected from patient's medical documents. Harris hip score (HHS) was calculated for all patients 6 months after the last surgery. The obtained data were analyzed using SPSS software version 21. Appropriate statistical tests were conducted to compare the results between the study groups. Results: Among 1260 patients who underwent primary THA, 1006 of them entered the study after applying the exclusion criteria. Thirty nine patients were under revision, 53.8% had prosthesis infection, 56.4% had instability, 6% had aseptic loosening, and 30.8% had periprosthetic fracture. Odds ratio for the above complications were 45.5, 45, 6.4, and 15.5, respectively. HHS postoperatively was also significantly (P < 0.001) higher in patients without revision. No correlation between gender or surgeon experience and revision was detected; however wound discharge (P < 0.001), body mass index (BMI) (P = 0.003), and Infection during hospitalization (P < 0.001) affect revision rate significantly. All four postsurgery complications, i.e., instability, postoperative prothesis infections, periprosthetic fractures, and aseptic loosening, significantly increased the risk of revision (P < 0.001, for all). Conclusion: Instability, prosthetic infections, periprosthetic fractures, and aseptic loosening were the most common causes for increasing revision rates after THA, respectively. Higher BMI, persistent wound discharge, and nosocomial infections during the first hospitalization also increased the rate of revision after primary THA.

Comparing the effect of cup placement between true and false acetabula in total hip arthroplasty in patients with Crowe type 3 dysplastic hip: A randomized clinical trial.

Background: Hip dysplasia is one of the most widespread hip disorders. Total hip arthroplasty (THA) is the preferred treatment in patients with cup placement choices in true or false acetabulum. The objective of this research was to compare the effectiveness of the two mentioned procedures. Materials and Methods: This study was a randomized, open-label, parallel-group clinical trial, in which 46 patients/51 hips with Crowe type 3 dysplastic hip having THA were assigned to two groups: Group 1 - patients who had cup placement in the true acetabulum and Group 2 - patients who underwent cup placement in the false acetabulum. The variables that were evaluated and analyzed included severity of pain using the visual analog scale (VAS), range of motion (ROM), gait ability, the need for repeated joint replacement, and the Harris Hip Score (HHS). Results: Forty-six patients/51 hips were included in the present study. The patients who were evaluated included 30 (65.2%) males and 16 (34.8%) females. The mean age in the population under study was 71.0 ± 10.22, and the mean body mass index of participants was 26.34 ± 2.22 kg/m2. The basic parameters in the two research groups were similar (P > 0.05). There were no significant differences between the two groups in terms of the mean values of VAS and ROM (P > 0.05); however, the mean HHS was significantly higher in the true acetabulum group, 57.90 ± 18.47 versus 48.29 ± 13.80 (P = 0.04). Conclusion: The effectiveness of cup placements both in the true and false acetabula was similar in all of the evaluated variables in terms of clinical outcomes except for HHS which was higher in the true acetabulum group. To further support the results of this research, it is recommended that more research be done on a greater population.

Comparing the Outcomes of Surgical and Non-Surgical Approaches in Management of Older Patients with Distal Radius Fracture; a Retrospective Cohort Study.

Introduction: Distal radius fractures (DRFs) are the most common orthopedic injuries in emergency department. This study aimed to compare the outcomes of conservative and surgical managements of DRFs in the aged population. Methods: In this retrospective cohort study, ninety patients with unilateral DRFs were treated using either surgical or conservative (casting) approach and the management outcomes as well as complications were compared between the two groups at 3 and 6-month follow-ups. Results: A total of 90 patients over 70 years old were included (45 treated with cast immobilization, and 45 using the surgical method). The mean age (p = 0.56) and gender (p = 0.85) was similar in the two groups. Except for quality of life in both follow-up times, patients treated with surgical methods showed better outcomes in other aspects, including 3-month (p = 0.042) and 6-month (p = 0.022) mean Disability of the Arm Shoulder Hand (DASH) score, 3-month (p = 0.013) and 6-month (p = 0.006) mean range of motion (ROM), and 3-month (p = 0.003) and 6-month (p = 0.033) pain intensity based on Visual Analogue Scale (VAS). A total of 70 (77.77%) adverse events were registered (33 (36.6%) in the casting group and 37 (41.1%) in the surgical group; p = 0.05). The rate of mal-union (p = 0.021) and superficial radial nerve injury (p = 0.026) were significantly lower in the surgical group. Conclusion: The findings suggest that surgical approach for management of DRFs in elder cases has better clinical and functional outcomes than cast immobilization.

Dataset for classifying and estimating the position, orientation, and dimensions of a list of primitive objects.

OBJECTIVES: Robotic systems are moving toward more interaction with the environment, which requires improving environmental perception methods. The concept of primitive objects simplified the perception of the environment and is frequently used in various fields of robotics, significantly in the grasping challenge. After reviewing the related resources and datasets, we could not find a suitable dataset for our purpose, so we decided to create a dataset to train deep neural networks to classify a primitive object and estimate its position, orientation, and dimensions described in this report. DATA DESCRIPTION: This dataset contains 8000 virtual data for four primitive objects, including sphere, cylinder, cube, and rectangular sheet with dimensions between 10 to 150 mm, and 200 real data of these four types of objects. Real data are provided by Intel Realsense SR300 3D camera, and virtual data are generated using the Gazebo simulator. Raw data are generated in.pcd format in both virtual and real types. Data labels include values of the object type and its position, orientation, and dimensions.

Comparison of hook plate versus T-plate in the treatment of Neer type II distal clavicle fractures: a prospective matched comparative cohort study.

BACKGROUND: This study aimed to compare the clinical and radiological outcomes of distal clavicle fracture fixation with a hook plate versus the standard non-locking T-plate for unstable Neer type II fractures. METHODS: A prospective matched cohort study including two groups of hook plates and T-plates fixation was conducted in our two tertiary trauma centers. Patients with distal clavicle fractures Neer type II were assessed for union and the Constant-Murley score (CMS) at 1-, 3-, and 6-month follow-ups. Inadequate radiographic consolidation > 6 months after surgery was defined as non-union. Subscales of CMSpain, CMSactivities of daily living, CMSrange of motion (ROM), and CMSstrength were also compared between groups. According to recommendations, the implant was removed after union confirmation in the hook plate at a planned second surgery. RESULTS: Sixty consecutive patients were enrolled: 30 in the T-plate group and 30 in the hook plate group. CMS showed similar functional outcomes for T-plates and hook plates at all follow-ups (Month 6: 92.0 vs. 91.7, P = 0.45). However, on the month 1 follow-up, the T-plate group scored higher than the hook plate group for ROM and pain (CMSpain = 13.0 vs. 12.3, P = 0.03; CMSROM = 35.2 vs. 33.2, P = 0.002). Despite this, Pain, ROM, and other CMS domains were comparable between groups (P > 0.05). The mean time to union was 2.5 + 1.4 months for the T-plate group and 2.3 + 1.6 months for the hook plate group (P = 0.44). There was one fixation failure in each group and one periprosthetic fracture in the hook plate group (two revisions for the hook plates and one for T-plates, P = 1.00). Non-union and other complications were not observed. CONCLUSION: Both surgical approaches resulted in full recovery and good function. However, in the hook plate group ROM and pain scores were lower at 1 month. Standard non-locking T-plates are a viable alternative to hook plates with low cost and promising outcomes for treating displaced distal clavicle fractures.

Etiology of Femoral Head Avascular Necrosis in Patients: A Cross-Sectional Study.

Background: Avascular necrosis (AVN), known as osteonecrosis, aseptic necrosis, or ischemic bone necrosis, results in the destruction of bone cells. In the present study, we aimed to report the most common causes of AVN in in patients referred to Isfahan educational and medical centers. Materials and Methods: This study is a cross-sectional study that was performed on all patients with AVN in medical educational centers in Isfahan during 2019 and 2020. We included all patients diagnosed with AVN. Patients' information including age, sex, cause of femoral head necrosis, medical history, and drug usage were collected. Finally, reliable data from 99 patients were recorded. Results: We collected data of 99 patients in this study. The most prevalent cause of ANV was corticosteroids use (32.3%), and it was more prevalent among women (51.4%); the second prevalent cause of AVN in our study sample was trauma (28.28%), and it was more prevalent among men (32.8%). Conclusion: The most common cause of AVN was corticosteroids, which was consistent with previous studies. Other main causes of AVN were traumatic or idiopathic issues.

Prevalence of Bacterial surgical site infection in traumatic patients undergoing orthopedic surgeries: a cross-sectional study.

BACKGROUND AND OBJECTIVE: Infection at the surgical site is one of the most common postoperative complications. Due to the high prevalence of orthopedic surgery site infection, epidemiologic studies that evaluate the frequency distribution of bacterial infection and related risk factors seem crucial. In the present study, we aimed to investigate and evaluate the prevalence of bacterial infections in traumatic operated patients. METHODS: This is a cross-sectional study that was performed in 2011-2020 on all trauma cases with closed fractures re-admitted to the traumatic referral hospital due to surgical site infection after orthopedic surgeries. Data regarding surgical site culture and antibiogram and the most effective antibiotics were also collected from medical documents of patients. RESULTS: During this study, 5950 people underwent traumatic closed fracture surgeries, of which 238 (4%) were readmitted due to infection. Data of 157 patients were analyzed and showed that the most common site of infection was knee in 46 patients (29.3%). Data also showed that gram-positive bacteria were detected in 55 patients (56.7%) while gram-negative micro-organisms were found in 42 patients (43.3%). Based on the statistical analysis, vancomycin was the most effective antibiotic in staphylococcus infections. There was also a significantly higher risks of bacterial surgical site infection for tibial injury (OR = 1.18, P < 0.001), knee injury (OR = 1.50, P < 0.001), presence of Staphylococcus (OR = 1.50, P < 0.001) and also Enterobacter (OR = 1.50, P < 0.001) both in the crude and adjusted models. CONCLUSION: The prevalence rate of infection was 4% and the most common bacteria was Staphylococcus aureus. Vancomycin was also the most effective antibiotic in patients. We suggest that more studies should be conducted on the use of prophylactic antibiotics.

Distinguishing Adenocarcinomas from Granulomas in the CT scan of the chest: performance degradation evaluation in the automatic segmentation framework.

OBJECTIVE: The most common histopathologic malignant and benign nodules are Adenocarcinoma and Granuloma, respectively, which have different standards of care. In this paper, we propose an automatic framework for the diagnosis of the Adenocarcinomas and the Granulomas in the CT scans of the chest from a private dataset. We use the radiomic features of the nodules and the attached vessel tortuosity for the diagnosis. The private dataset includes 22 CTs for each nodule type, i.e., adenocarcinoma and granuloma. The dataset contains the CTs of the non-smoker patients who are between 30 and 60 years old. To automatically segment the delineated nodule area and the attached vessels area, we apply a morphological-based approach. For distinguishing the malignancy of the segmented nodule, two texture features of the nodule, the curvature Mean and the number of the attached vessels are extracted. RESULTS: We compare our framework with the state-of-the-art feature selection methods for differentiating Adenocarcinomas from Granulomas. These methods employ only the shape features of the nodule, the texture features of the nodule, or the torsion features of the attached vessels along with the radiomic features of the nodule. The accuracy of our framework is improved by considering the four selected features.

Management of orthopedic patients during COVID-19 outbreak.

Coronavirus Disease 2019 (COVID-19) pandemic was declared on March 11, 2020, which led to the massive economic and social crisis in the world. Hospitals and healthcare systems faced the most changes during this time. As for any other medical departments, orthopedic departments were affected by this situation. Trauma and musculoskeletal injuries require emergency action or even operation which would not stop due to COVID-19 crisis. Special protocols and guidelines were used to minimize infection risks in Kashani educational trauma center. Here we explain the changes and protocols in the following sections: Outpatient-Clinic, emergency department, Operation room and Orthopedic Ward. These strategies included: reducing the number of admitted patients in clinics, changing the decoration of waiting rooms, screening the patients at the entrance and personal protection equipment for staff. We also dedicated special emergency rooms for patients suspicious to COVID-19 infection and also special operation rooms and corridor for patients with COVID-19 infection. Changes in discharging protocols and continuous consultations with infectious diseases specialists brought us the ability to manage these patients. Here in the present paper, we described different strategies of the management of patients in Kashani hospital during COVID-19 outbreak. We hope that our experience of patient's management could help other physicians and hospitals.

Dataset for file fragment classification of video file formats.

OBJECTIVES: File fragment classification of video file formats is a topic of interest in network forensics. There are some publicly available datasets for file fragments of various file types such as textual, audio, and image file formats. However, there is no public dataset for file fragments of video file formats. So, in order to evaluate and compare the performance of the classification methods, a challenge is the need to have such datasets. DATA DESCRIPTION: In this study, we present a dataset that contains file fragments of 10 video file formats: 3GP, AVI, ASF, FLV, MKV, MOV, MP4, WebM, OGV, and RMVB. Corresponding to each format, the dataset contains the file fragments of video files with different video codec types: H.263, MPEG-4, WMV, H.264, FLV1, H.265, VP8, VP9, Theora, and RealVideo. Totally, 20 different pairs of video format and codec are employed. For each pair of video format and codec, 30,000 file fragments are provided. Totally, the dataset contains 600,000 file fragments.

Dataset for file fragment classification of audio file formats.

OBJECTIVES: File fragment classification of audio file formats is a topic of interest in network forensics. There are a few publicly available datasets of files with audio formats. Therewith, there is no public dataset for file fragments of audio file formats. So, a big research challenge in file fragment classification of audio file formats is to compare the performance of the developed methods over the same datasets. DATA DESCRIPTION: In this study, we present a dataset that contains file fragments of 20 audio file formats: AMR, AMR-WB, AAC, AIFF, CVSD, FLAC, GSM-FR, iLBC, Microsoft ADPCM, MP3, PCM, WMA, A-Law, µ-Law, G.726, G.729, Microsoft GSM, OGG Vorbis, OPUS, and SPEEX. Corresponding to each format, the dataset contains the file fragments of audio files with different compression settings. For each pair of file format and compression setting, 210 file fragments are provided. Totally, the dataset contains 20,160 file fragments.

Dataset for file fragment classification of textual file formats.

OBJECTIVES: Classification of textual file formats is a topic of interest in network forensics. There are a few publicly available datasets of files with textual formats. Therewith, there is no public dataset for file fragments of textual file formats. So, a big research challenge in file fragment classification of textual file formats is to compare the performance of the developed methods over the same datasets. DATA DESCRIPTION: In this study, we present a dataset that contains file fragments of five textual file formats: Binary file format for Word 97-Word 2003, Microsoft Word open XML format, portable document format, rich text file, and standard text document. This dataset contains the file fragments in three different languages: English, Persian, and Chinese. For each pair of file format and language, 1500 file fragments are provided. So, the dataset of file fragments contains 22,500 file fragments.