diff --git a/sw/python/.gitignore b/sw/python/.gitignore
new file mode 100644
index 0000000..b6e4761
--- /dev/null
+++ b/sw/python/.gitignore
@@ -0,0 +1,129 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
diff --git a/sw/python/aionfpga_daa.py b/sw/python/aionfpga_daa.py
new file mode 100644
index 0000000..358115e
--- /dev/null
+++ b/sw/python/aionfpga_daa.py
@@ -0,0 +1,94 @@
+#!/usr/bin/env python3
+
+'''aionfpga ~ data acquisition application (daa)
+Copyright (C) 2019 Dominik Müller and Nico Canzani
+'''
+
+import os
+import shutil
+import subprocess
+from time import time
+
+import modules.daa as daa
+
+# location of the camera interface binary
+cam_interface = r'..\cam-interface\cam-interface.exe'
+
+def main():
+    try:
+        throwid = daa.fetch_field(daa.tab_settings, 0, 'throwid')
+    except Exception as e:
+        print(e)
+        input()
+        raise e
+
+    session_throwid = 1
+
+    for f in os.listdir(daa.dir_temp):
+        os.unlink(daa.dir_temp / f)
+
+    while True:
+        daa.clear()
+
+        print(f'Throw #{session_throwid} ({throwid} in total)\n')
+        print(r'''
+          _____                _       
+         |  __ \              | |      
+         | |__) |___  __ _  __| |_   _ 
+         |  _  // _ \/ _` |/ _` | | | |
+         | | \ \  __/ (_| | (_| | |_| |
+         |_|  \_\___|\__,_|\__,_|\__, |
+                                  __/ |
+                                 |___/ 
+        ''')
+
+        subp = [cam_interface]
+        res = subprocess.run(subp, stdout=subprocess.PIPE)
+        # stdout = res.stdout.decode('utf-8')
+
+        daa.clear()
+
+        print(f'Throw #{session_throwid} ({throwid} in total)\n')
+
+        valid = daa.choice('Throw valid?', 'No', 'Yes')
+        print('\n')
+
+        if valid:
+            inp = daa.print_objects_list()
+            print('\n')
+
+            throwid += 1
+            session_throwid += 1
+
+            ts = int(time())
+            obj = daa.objects[inp]
+            obj_san = daa.objects_san[inp]
+            framegood = True
+            partial = False
+
+            img_name = lambda i : f'{i}.png'
+            frame = lambda i : f'{ts}_{throwid}_{i}_{obj_san}.png'
+
+            rows = []
+            for idx in range(1, len(os.listdir(daa.dir_temp))+1):
+                row = [ts, throwid, idx, f"'{frame(idx)}'", f"'{obj}'", framegood, partial]
+                rows.append(row)
+
+            daa.insert_rows(daa.tab_frames, rows)
+
+            for idx, f in enumerate(os.listdir(daa.dir_temp)):
+                shutil.move(daa.dir_temp / img_name(idx),
+                            daa.dir_frames / frame(idx+1))
+
+            try:
+                daa.update_field(daa.tab_settings, 0, 'throwid', throwid)
+            except Exception as e:
+                print(e)
+                input()
+                raise e
+        else:
+            for f in os.listdir(daa.dir_temp):
+                os.unlink(daa.dir_temp / f)
+
+if __name__ == '__main__':
+    main()
diff --git a/sw/python/aionfpga_db_backup.py b/sw/python/aionfpga_db_backup.py
new file mode 100644
index 0000000..e3f8e98
--- /dev/null
+++ b/sw/python/aionfpga_db_backup.py
@@ -0,0 +1,36 @@
+#!/usr/bin/env python3
+
+'''aionfpga ~ db backup
+Copyright (C) 2019 Dominik Müller and Nico Canzani
+'''
+
+import csv
+from time import time
+
+import modules.daa as daa
+
+def backup_db():
+    columns = daa.fetch_rows_and('COLUMNS', ['TABLE_SCHEMA', 'TABLE_NAME'],
+                                 [daa.database, daa.tab_frames], 'COLUMN_NAME',
+                                 database='INFORMATION_SCHEMA')
+    columns = [column[0] for column in columns]
+    rows = daa.fetch_all_rows(daa.tab_frames)
+    timestamp = int(time())
+    with open(f'aionfpga_db_{timestamp}.csv', 'w', newline='') as csv_file:
+        csv_writer = csv.writer(csv_file, delimiter=',')
+        csv_writer.writerow(columns)
+        csv_writer.writerows(rows)
+    return timestamp
+
+def print_db(timestamp):
+    with open(f'aionfpga_db_{timestamp}.csv', 'r', newline='') as csv_file:
+        csv_reader = csv.reader(csv_file, delimiter=',')
+        for row in csv_reader:
+            print(row)
+
+def main():
+    ts = backup_db()
+    print_db(ts)
+
+if __name__ == '__main__':
+    main()
diff --git a/sw/python/aionfpga_fix_frameid.py b/sw/python/aionfpga_fix_frameid.py
new file mode 100644
index 0000000..04fec3a
--- /dev/null
+++ b/sw/python/aionfpga_fix_frameid.py
@@ -0,0 +1,137 @@
+#!/usr/bin/env python3
+
+'''aionfpga ~ fix frameid
+Copyright (C) 2019 Dominik Müller and Nico Canzani
+'''
+
+import os
+import re
+import shutil
+
+import modules.daa as daa
+
+directory = daa.dir_frames
+
+# Functions for unit-testing
+
+test_ext = '.txt'
+
+test_ts = 1574937102
+test_tid = 1
+test_object = 'spiky-ball'
+test_name = lambda i : f'{test_ts}_{test_tid}_{i}_{test_object}'
+
+def unit_test():
+    for i in range(100):
+        create_unordered_files(i+1)
+        fix_frameid(test_ts, test_tid, i+1, test_object, test_ext)
+        res = check_files()
+        if res:
+            if res is not True:
+                print(f"Fixing {i+1} didn't work.")
+                break
+            else:
+                pass    # no error
+        else:
+            print(f'Error in {i+1} (RegEx).')
+            break
+
+def create_unordered_files(amount):
+    # remove everything in the frames directory
+    for f in os.listdir(directory):
+        os.unlink(f'{directory}\\{f}')
+
+    for i in range(amount):
+        with open(f'{directory}\\{i}', 'w') as f:
+            f.write(str(i))
+
+    for (i, f) in enumerate(os.listdir(directory)):
+        shutil.move(f'{directory}\\{f}', f'{directory}\\{test_name(i+1)}{test_ext}')
+
+def check_files():
+    for file in os.listdir(directory):
+        with open(f'{directory}\\{file}', 'r') as f:
+            frameid_search = re.search("^[\\d]*_[\\d]*_([\\d]*)_[a-z-]*.[a-z]*$", file)
+            if frameid_search:
+                frameid = int(frameid_search.group(1))
+            else:
+                return None
+            text = f.read()
+            if int(frameid) != int(text)+1:
+                return False
+    return True
+
+# Functions to fix the frameid
+
+def move_file(name_1, name_2):
+    shutil.move(f'{directory}\\{name_1}', f'{directory}\\{name_2}')
+
+# fix up to 100 frames
+def fix_frameid(timestamp, throwid, frames, object_safe, file_ext='.png'):
+    nof = frames
+    rest_list_shift = [0 for x in range(nof) if x < 2]
+    rest_list = [x+1 for x in range(nof) if x < 2]
+
+    tmp_ext = '.tmp'
+    name = lambda i : f'{timestamp}_{throwid}_{i}_{object_safe}'
+
+    # add '.tmp' to all files
+    for i in range(frames):
+        move_file(f'{name(i+1)}{file_ext}', f'{name(i+1)}{file_ext}{tmp_ext}')
+
+    if nof > 10:
+        packets = [(p*11 + 3) for p in range(int((nof-10)/10))]   # start of full packet
+        rest_list_shift.extend([10*(i+1) for (i, p) in enumerate(packets) if p+10 < 100])
+        rest_list.extend([p+10 for p in packets if p+10 < 100])
+
+        shift = 8
+        for i in packets:   # handle full packets
+            for j in range(10):
+                move_file(f'{name(i+j)}{file_ext}{tmp_ext}', f'{name(i+j+shift)}{file_ext}')
+            shift = shift - 1
+
+        nof_left = nof - len(packets)*10 - 10   # len(packets)*10: handled by full packages / 10: 1-10
+        if nof_left > 0:
+            index = len(packets)*11 + 3
+            rest_list_shift.extend([rest_list_shift[len(rest_list_shift)-1]+nof_left]*(10-len(rest_list_shift)))
+            rest_list.extend(range(index+nof_left, nof+1))
+            for i in range(nof_left):    # handle not full packets
+                move_file(f'{name(index)}{file_ext}{tmp_ext}', f'{name(index+shift)}{file_ext}')
+                index = index + 1
+        else:
+            rest_list_shift.extend([rest_list_shift[len(rest_list_shift)-1]]*(10-len(rest_list_shift)))
+            rest_list.extend(range(len(packets)*10+len(rest_list)+1, nof+1))
+    else:
+        rest_list_shift.extend([0 for x in range(nof-len(rest_list))])
+        rest_list.extend([x+3 for x in range(nof-len(rest_list))])
+
+    for (i, r) in enumerate(rest_list):     # handle the lowest
+        move_file(f'{name(r)}{file_ext}{tmp_ext}', f'{name(r-rest_list_shift[i])}{file_ext}')
+
+def main():
+    num_of_frames = 0
+    try:
+        throws = daa.fetch_field(daa.tab_settings, 0, 'throwid')
+    except Exception as e:
+        print(e)
+        input()
+        raise e
+    for i in range(throws):
+        try:
+            throw = daa.fetch_rows(daa.tab_frames, 'throwid', i+1, '*')
+        except Exception as e:
+            print(e)
+            input()
+            raise e
+        rowcount = len(throw)
+        ts = throw[0][1]
+        obj = throw[0][5]
+        obj_san = daa.objects_san[daa.objects.index(obj)]
+        fix_frameid(ts, i+1, rowcount, obj_san)
+        num_of_frames += rowcount
+        print(f'{i+1}: {ts} {obj_san} {rowcount}')
+    print(f'#Frames = {num_of_frames}')
+
+if __name__ == '__main__':
+    # unit_test()
+    main()
diff --git a/sw/python/aionfpga_partial_frames.py b/sw/python/aionfpga_partial_frames.py
new file mode 100644
index 0000000..c015e59
--- /dev/null
+++ b/sw/python/aionfpga_partial_frames.py
@@ -0,0 +1,85 @@
+#!/usr/bin/env python3
+
+'''aionfpga ~ partial frames
+Copyright (C) 2019 Dominik Müller and Nico Canzani
+'''
+
+import os
+import shutil
+
+import modules.daa as daa
+
+# daa.Users.DOMINIK or daa.Users.NICO
+user = daa.User.DOMINIK
+
+def main():
+    try:
+        throwid = daa.fetch_field(daa.tab_settings, 0, user.name.lower())
+    except Exception as e:
+        print(e)
+        input()
+        raise e
+
+    while True:
+        daa.clear()
+
+        for f in os.listdir(daa.dir_temp):
+            os.unlink(daa.dir_temp / f)
+
+        print(f'Throw #{throwid}\n')
+
+        try:
+            throw = daa.fetch_rows(daa.tab_frames, 'throwid', throwid, '*')
+        except Exception as e:
+            print(e)
+            input()
+            raise e
+
+        id = throw[0][0]
+        rowcount = len(throw)
+
+        ts = throw[0][1]
+        frame = throw[0][4]
+        obj = throw[0][5]
+        obj_san = daa.objects_san[daa.objects.index(obj)]
+
+        name = lambda i : f'{ts}_{throwid}_{i}_{obj_san}.png'
+
+        for idx in range(1, rowcount+1):
+            shutil.copy(daa.dir_frames / name(idx),
+                        daa.dir_temp / name(idx))
+
+        inp = daa.input_integer_list("Enter frameid's (partial frames):", rowcount)
+        inp = sorted(inp)
+
+        input(f'\nHit enter to commit `{inp}` ')
+
+        ids = inp.copy()
+        values = [1]*len(ids)
+        for idx in range(rowcount):
+            if idx+1 not in inp:
+                ids.append(idx+1)
+                values.append(0)
+            ids[idx] += id - 1
+
+        try:
+            daa.update_fields(daa.tab_frames, ids, 'partial', values)
+        except Exception as e:
+            print(e)
+            input()
+            raise e
+
+        if user == daa.User.DOMINIK:
+            throwid -= 1
+        else:
+            throwid += 1
+
+        try:
+            daa.update_field(daa.tab_settings, 0, user.name.lower(), throwid)
+        except Exception as e:
+            print(e)
+            input()
+            raise e
+
+if __name__ == '__main__':
+    main()
diff --git a/sw/python/aionfpga_review_labels.py b/sw/python/aionfpga_review_labels.py
new file mode 100644
index 0000000..843d070
--- /dev/null
+++ b/sw/python/aionfpga_review_labels.py
@@ -0,0 +1,102 @@
+#!/usr/bin/env python3
+
+'''aionfpga ~ review labels
+Copyright (C) 2019 Dominik Müller and Nico Canzani
+'''
+
+import os
+import shutil
+
+import modules.daa as daa
+
+# daa.Users.DOMINIK or daa.Users.NICO
+user = daa.User.DOMINIK
+
+def main():
+    try:
+        throwid = daa.fetch_field(daa.tab_settings, 0, user.name.lower())
+    except Exception as e:
+        print(e)
+        input()
+        raise e
+
+    while True:
+        daa.clear()
+
+        for f in os.listdir(daa.dir_temp):
+            os.unlink(daa.dir_temp / f)
+
+        print(f'Throw #{throwid}\n')
+
+        try:
+            throw = daa.fetch_rows(daa.tab_frames, 'throwid', throwid, '*')
+        except Exception as e:
+            print(e)
+            input()
+            raise e
+
+        id = throw[0][0]
+        rowcount = len(throw)
+
+        ts = throw[0][1]
+        frame = throw[0][4]
+        obj_old = throw[0][5]
+        obj_san_old = daa.objects_san[daa.objects.index(obj_old)]
+
+        frame_old = lambda i : f'{ts}_{throwid}_{i}_{obj_san_old}.png'
+
+        for idx in range(1, rowcount+1):
+            shutil.copy(daa.dir_frames / frame_old(idx),
+                        daa.dir_temp / frame_old(idx))
+
+        print(f'Current throw is labeled as: `{obj_old}`\n\n')
+
+        correct = daa.choice('Correct?', 'No', 'Yes')
+        print('\n')
+
+        if not correct:
+            inp = daa.print_objects_list()
+            print('\n')
+
+            obj_new = daa.objects[inp]
+            obj_new_san = daa.objects_san[inp]
+
+            changed = (obj_new != obj_old)
+
+            if not changed:
+                input(f'Hit enter to abort without changing the label (`{obj_old}` stays `{obj_new}`) ')
+            else:
+                name_new = lambda i : f'{ts}_{throwid}_{i}_{obj_new_san}.png'
+
+                # option to abort before committing
+                input(f'Hit enter to commit `{obj_new}` ')
+
+                ids = [id + idx for idx in range(rowcount)]
+                frames = [name_new(idx) for idx in range(1, rowcount+1)]
+
+                try:
+                    daa.update_fields(daa.tab_frames, ids, 'frame', frames)
+                    daa.update_fields(daa.tab_frames, ids, 'object', [obj_new]*rowcount)
+                except Exception as e:
+                    print(e)
+                    input()
+                    raise e
+
+                for idx in range(1, rowcount+1):
+                    shutil.move(daa.dir_frames / frame_old(idx),
+                                daa.dir_frames / name_new(idx))
+
+        if user == daa.User.DOMINIK:
+            throwid -= 1
+        else:
+            throwid += 1
+
+        try:
+            daa.update_field(daa.tab_settings, 0, user.name.lower(), throwid)
+        except Exception as e:
+            print(e)
+            input()
+            raise e
+
+if __name__ == '__main__':
+    main()
diff --git a/sw/python/aionfpga_stats.py b/sw/python/aionfpga_stats.py
new file mode 100644
index 0000000..b5d568d
--- /dev/null
+++ b/sw/python/aionfpga_stats.py
@@ -0,0 +1,51 @@
+#!/usr/bin/env python3
+
+'''aionfpga ~ stats
+Copyright (C) 2019 Dominik Müller and Nico Canzani
+'''
+
+import matplotlib.pyplot as plt
+
+import modules.daa as daa
+
+objects_plot = [
+    'Dart', 'Football', 'Ping Pong', 'Shuttle', 'Sporf', 'Arrow',
+    'Featherball', 'Floorball', 'Spiky', 'Tesafilm', 'Sponge', 'Duplo (Red)',
+    'Duplo (Green)', 'Duplo Figure', 'Dice', 'Shoe', 'Bunny', 'Glove', 'Cord',
+    'Paper', 'Beer Cap', 'Bottle'
+]
+
+def main():
+    noo, *_ = daa.objects_list_info()
+
+    frames = [0]*noo
+    frames_partial = [0]*noo
+
+    rows = daa.fetch_all_rows(daa.tab_frames)
+    for row in rows:
+        if row[6] == 1: # valid
+            if row[7] == 0: # not partial
+                frames[daa.objects.index(row[5])] += 1
+            else:
+                frames_partial[daa.objects.index(row[5])] += 1
+
+    frames_valid = sum(frames) + sum(frames_partial)
+    frames_invalid = len(rows) - frames_valid
+
+    print(f'frames_valid {frames_valid}')
+    print(f'frames_invalid {frames_invalid}')
+
+    for idx, o in enumerate(daa.objects):
+        if frames[idx] < 500:
+            print(f'{o}: {frames[idx]}')
+
+    plt.figure(figsize=[12, 6], tight_layout=True)
+    p1 = plt.bar(objects_plot, frames, color=(0, 0.4470, 0.7410))
+    p2 = plt.bar(objects_plot, frames_partial, bottom=frames, color=(0.8500, 0.3250, 0.0980))
+    plt.legend((p1[0], p2[0]), ('Object fully visible', 'Object partially visible'))
+    plt.xticks(rotation=45)
+    plt.savefig('statistics.pdf', transparent=True)
+    plt.show()
+
+if __name__ == '__main__':
+    main()
diff --git a/sw/python/modules/definitions.py b/sw/python/modules/definitions.py
index 1b334b8..cedf616 100644
--- a/sw/python/modules/definitions.py
+++ b/sw/python/modules/definitions.py
@@ -5,6 +5,7 @@
 '''
 
 import os
+import re
 import math
 
 import MySQLdb
@@ -32,9 +33,51 @@ def input_integer_range(text, min, max):
             if inp >= min and inp <= max:
                 return inp
 
-# input space separated list of numbers
-def input_integer_list():
-    pass
+# input space separated list of integers
+def input_integer_list(text, max):
+    inp = None
+    while inp is None:
+        print()
+        inp = input(f'{text} ').strip().split()
+        if inp == []:
+            break
+        elif inp[0] == 'all':
+            inp = [i+1 for i in range(max)]
+            break
+        inp_tmp = inp.copy()
+        inp_ext = []
+        popped = 0
+        for idx, i in enumerate(inp):
+            search = re.search("^([\\d]+)-([\\d]+)$", i)
+            if search:
+                inp_tmp.pop(idx-popped)
+                inp_ext.extend(list(range(int(search.group(1)),
+                                          int(search.group(2))+1)))
+                popped += 1
+        inp_tmp.extend(inp_ext)
+        inp = inp_tmp
+        try:
+            inp = map(int, inp)
+            inp = list(inp)
+        except Exception as e:
+            print(f'Error: only numbers allowed')
+            inp = None
+        else:
+            inp = list(set(inp))
+
+            if len(inp) > max:
+                print(f'Error: input > frames ({len(inp)} > {max})')
+                inp = None
+            else:
+                for i in inp:
+                    if i < 1 or i > max:
+                        if i < 1:
+                            print(f'Error: input < 1 ({i} < 1)')
+                        else:
+                            print(f'Error: input > max(input) ({i} > {max})')
+                        inp = None
+                        break
+    return inp
 
 # return infos about the `objects` list
 def objects_list_info():