From de3ce43f353753c0bc173d8b57ab654466c77c14 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 20:17:18 +0100
Subject: [PATCH 01/21] updated imports

---
 src/main.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/main.py b/src/main.py
index d362393..7b0b5ea 100644
--- a/src/main.py
+++ b/src/main.py
@@ -6,7 +6,7 @@ from pathlib import Path
 import logging
 import os
 
-from web import app
+from src.web import server
 
 # load default values
 config = ConfigParser()
@@ -93,6 +93,7 @@ def initialise_app() -> None:
 
 
 if __name__ == "__main__":
+    from src.web import app
     # initialise_app()
     app.run(debug=True)
     logging.info("started app")
\ No newline at end of file

From 954e1f898f639cb2d0acd90f6cef3171da233960 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 20:17:53 +0100
Subject: [PATCH 02/21] updated copy target dir

---
 Dockerfile | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 8f6a6ca..5671d4d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -34,7 +34,7 @@ ENV PATH="${POETRY_HOME}/bin:$PATH"
 # install runtime dependencies
 WORKDIR ${APP_HOME}
 COPY poetry.lock pyproject.toml ./
-RUN --mount=type=cache,target=${POETRY_CACHE_DIR} poetry install --no-root
+RUN --mount=type=cache,target=${POETRY_CACHE_DIR} poetry install
 
 #########
 # FINAL #
@@ -56,9 +56,9 @@ RUN mkdir -p /home/app && \
 
 # add code while changing ownership
 WORKDIR $APP_HOME
-COPY --chown=app:app ./src .
+COPY --chown=app:app ./src ./src
 
 # change to the app user
 USER app
 
-ENTRYPOINT [ "gunicorn", "web:server", "-b", "0.0.0.0:8050" ]
\ No newline at end of file
+ENTRYPOINT [ "gunicorn", "src.main:server", "-b", "0.0.0.0:8050" ]
\ No newline at end of file

From 5fa8d737aed2cb2aaaddcf762d85a30b52294d2a Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 20:18:01 +0100
Subject: [PATCH 03/21] installed packages

---
 poetry.lock    | 214 ++++++++++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml |   7 +-
 2 files changed, 216 insertions(+), 5 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 2fd2902..5aa1f26 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,16 @@
 # This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
+[[package]]
+name = "annotated-types"
+version = "0.6.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+]
+
 [[package]]
 name = "blinker"
 version = "1.7.0"
@@ -448,6 +459,91 @@ files = [
     {file = "packaging-23.2.tar.gz", hash = "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5"},
 ]
 
+[[package]]
+name = "pillow"
+version = "10.2.0"
+description = "Python Imaging Library (Fork)"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "pillow-10.2.0.tar.gz", hash = "sha256:e87f0b2c78157e12d7686b27d63c070fd65d994e8ddae6f328e0dcf4a0cd007e"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
+
 [[package]]
 name = "plotly"
 version = "5.19.0"
@@ -463,6 +559,116 @@ files = [
 packaging = "*"
 tenacity = ">=6.2.0"
 
+[[package]]
+name = "pydantic"
+version = "2.6.1"
+description = "Data validation using Python type hints"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "pydantic-2.6.1.tar.gz", hash = "sha256:4fd5c182a2488dc63e6d32737ff19937888001e2a6d86e94b3f233104a5d1fa9"},
+]
+
+[package.dependencies]
+annotated-types = ">=0.4.0"
+pydantic-core = "2.16.2"
+typing-extensions = ">=4.6.1"
+
+[package.extras]
+email = ["email-validator (>=2.0.0)"]
+
+[[package]]
+name = "pydantic-core"
+version = "2.16.2"
+description = ""
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "pydantic_core-2.16.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:459c0d338cc55d099798618f714b21b7ece17eb1a87879f2da20a3ff4c7628e2"},
+    {file = "pydantic_core-2.16.2.tar.gz", hash = "sha256:0ba503850d8b8dcc18391f10de896ae51d37fe5fe43dbfb6a35c5c5cad271a06"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+
 [[package]]
 name = "python-dotenv"
 version = "1.0.1"
@@ -583,13 +789,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.2.0"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.0-py3-none-any.whl", hash = "sha256:ce3711610ddce217e6d113a2732fafad960a03fd0318c91faa79481e35c11224"},
-    {file = "urllib3-2.2.0.tar.gz", hash = "sha256:051d961ad0c62a94e50ecf1af379c3aba230c66c710493493560c0c223c49f20"},
+    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
 ]
 
 [package.extras]
@@ -633,4 +839,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.12"
-content-hash = "b80bd2598b5e94ab048aff2a8615067d938b520c5e4e131547e4cbc1a8f664d5"
+content-hash = "e4892a5e8db437b5c79b40f259ba6b512d1c0b18677b4f13163fee518276a28d"
diff --git a/pyproject.toml b/pyproject.toml
index eb5a355..ce99a52 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,9 +1,12 @@
 [tool.poetry]
-name = "visual-critical-discourse-analysis"
+name = "visual_critical_discourse_analysis"
 version = "0.1.0"
 description = ""
 authors = ["Brian Bjarke Jensen <bbj@skov.dk>"]
 readme = "README.md"
+packages = [
+    { include = "src" },
+]
 
 [tool.poetry.dependencies]
 python = "^3.12"
@@ -13,6 +16,8 @@ python-dotenv = "^1.0.1"
 dash = "^2.15.0"
 dash-bootstrap-components = "^1.5.0"
 dash-mantine-components = "^0.12.1"
+pydantic = "^2.6.1"
+pillow = "^10.2.0"
 
 
 [build-system]

From e72abf41b7db1f2005cce025eb72c57c94395078 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 20:18:20 +0100
Subject: [PATCH 04/21] added init file

---
 src/__init__.py | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 src/__init__.py

diff --git a/src/__init__.py b/src/__init__.py
new file mode 100644
index 0000000..e69de29

From dd5760dca00ee75e50ceb683e40e7f56edcb61bc Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 20:18:55 +0100
Subject: [PATCH 05/21] updated layout

---
 src/web/app.py  |  17 +++----
 src/web/body.py | 127 +++++++++++++++++++++++++++++-------------------
 2 files changed, 84 insertions(+), 60 deletions(-)

diff --git a/src/web/app.py b/src/web/app.py
index 807b8b8..eac840a 100644
--- a/src/web/app.py
+++ b/src/web/app.py
@@ -4,9 +4,6 @@ import dash_mantine_components as dmc
 
 from .header import generate_header
 from .body import generate_body
-from model_experiential import model_labels as experiential_labels
-from model_interpersonal import model_labels as interpersonal_labels
-from model_textual import model_labels as textual_labels
 
 
 app = Dash(__name__, external_stylesheets=[dbc.themes.BOOTSTRAP])
@@ -20,14 +17,12 @@ app.layout = dmc.MantineProvider(
             },
         },
     children=[
-        dmc.Container([
-            generate_header(),
-            generate_body(
-                experiential_labels,
-                interpersonal_labels,
-                textual_labels
-            ),
-        ]),
+        dmc.Container(
+            [
+                generate_header(),
+                generate_body(),
+            ], fluid=True
+        ),
     ],
 )
         
\ No newline at end of file
diff --git a/src/web/body.py b/src/web/body.py
index dbab304..b31f69f 100644
--- a/src/web/body.py
+++ b/src/web/body.py
@@ -1,71 +1,100 @@
 import dash_mantine_components as dmc
 from dash import dcc, html
+from typing import List
 
-def generate_body(
-    experiential_labels,
-    interpersonal_labels,
-    textual_labels
-):
+from src.model_experiential import ExperientialModelOutput
+from src.model_interpersonal import (
+    ContactModelOutput,
+    AngleModelOutput,
+    PointOfViewModelOutput,
+    DistanceModelOutput,
+    ModalityLightingModelOutput,
+    ModalityColorModelOutput,
+    ModalityDepthModelOutput
+)
+from src.model_textual import (
+    InformationValueModelOutput,
+    FramingModelOutput,
+    SalienceModelOutput
+)
+
+def generate_option_labels(model) -> List[str]:
+    """Generate presentable list of attributes from an OutputModel."""
+    labels = [
+        label.replace('_', ' ').title()
+        for label in model.list_fields()
+    ]
+    return labels
+
+def generate_options_map():
+    """Generate map of titles and options for labels container."""
+    options_map = {}
+    # add experiential labels
+    options_map["experiential".title()] = generate_option_labels(ExperientialModelOutput)
+    # add interpersonal labels
+    options_map["contact".title()] = generate_option_labels(ContactModelOutput)
+    options_map["angle".title()] = generate_option_labels(AngleModelOutput)
+    options_map["point of view".title()] = generate_option_labels(PointOfViewModelOutput)
+    options_map["distance".title()] = generate_option_labels(DistanceModelOutput)
+    options_map["modality lighting".title()] = generate_option_labels(ModalityLightingModelOutput)
+    options_map["modality color".title()] = generate_option_labels(ModalityColorModelOutput)
+    options_map["modality depth".title()] = generate_option_labels(ModalityDepthModelOutput)
+    # add textual labels
+    options_map["information value".title()] = generate_option_labels(InformationValueModelOutput)
+    options_map["framing".title()] = generate_option_labels(FramingModelOutput)
+    options_map["salience".title()] = generate_option_labels(SalienceModelOutput)
+    return options_map
+
+def generate_body():
     image_container = dmc.Image(
-        width=400,
-        height=400,
+        width=600,
+        height=600,
         withPlaceholder=True,
         placeholder=[dmc.Loader(color="gray", size="md")],
     )
 
-    experiential_labels_container = dmc.Container(
-        children=[
-            html.H4("experiential labels".title()),
-            dcc.RadioItems(options=list(experiential_labels)),
-        ]
-    )
-
-    interpersonal_labels_container = dmc.Container(
-        children=[]
-    )
-    for category, options in interpersonal_labels.items():
-        interpersonal_labels_container.children.append(html.H4(category.title()))
-        interpersonal_labels_container.children.append(dcc.RadioItems(options))
-
-    textual_labels_container = dmc.Container(
-        children=[]
-    )
-    for category, options in textual_labels.items():
-        textual_labels_container.children.append(html.H4(category.title()))
-        textual_labels_container.children.append(dcc.RadioItems(options))
-
-    label_container = dmc.Container(
-        children=[
-            experiential_labels_container,
-            dmc.Divider(),
-            interpersonal_labels_container,
-            dmc.Divider(),
-            textual_labels_container,
-            dmc.Divider(),
-            html.Button(
-                "confirm",
-                id="submit-button"
-            )
-        ]
+    # prepare labels container
+    label_container = dmc.Grid(
+        children=[],
     )
+    # add fields to labels container
+    for title, options in generate_options_map().items():
+        label_container.children.append(
+            dmc.Col([
+                html.H4(title),
+                dcc.RadioItems(options=options),
+            ], span=3)
+        )
 
+    # build the full body container
     body_container = dmc.Container(
         dmc.Grid(
             children=[
                 dmc.Col(
+                    dmc.Center(
                     image_container,
-                    span=5,
-                ),
-                dmc.Col(
-                    dmc.Divider(orientation="vertical"),
-                    span=1,
+                    ),
+                    span=4,
                 ),
                 dmc.Col(
                     # radio buttons part
-                    label_container,
-                    span=5,
+                    children = [
+                        label_container,
+                        dmc.Button(
+                            "confirm",
+                            id="submit-button",
+                            fullWidth=True,
+                            color="lime",
+                            radius="sm",
+                            size="md",
+                            style={
+                                "height": "50px"
+                            }
+                        ),
+                    ], span=8,
                 ),
+                # dmc.Col(span=1),
             ], grow=True
-        )
+        ), fluid=True
     )
     return body_container
\ No newline at end of file

From 5388502f42cc19c7b7118c804632fbccd403ca39 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 20:19:20 +0100
Subject: [PATCH 06/21] updated model output definitions

---
 src/model_experiential/__init__.py  |  25 ++++-
 src/model_experiential/classes.py   |  61 ++++++++++++
 src/model_experiential/output.py    |   3 +-
 src/model_interpersonal/__init__.py |  10 +-
 src/model_interpersonal/classes.py  | 149 ++++++++++++++++++++++++++++
 src/model_interpersonal/output.py   |   4 +-
 src/model_textual/__init__.py       |   6 +-
 src/model_textual/classes.py        |  75 ++++++++++++++
 8 files changed, 326 insertions(+), 7 deletions(-)
 create mode 100644 src/model_experiential/classes.py
 create mode 100644 src/model_interpersonal/classes.py
 create mode 100644 src/model_textual/classes.py

diff --git a/src/model_experiential/__init__.py b/src/model_experiential/__init__.py
index b0d4f72..9a2791c 100644
--- a/src/model_experiential/__init__.py
+++ b/src/model_experiential/__init__.py
@@ -1 +1,24 @@
-from .output import model_labels
\ No newline at end of file
+from .classes import ExperientialModelOutput
+
+
+
+# CLASS_NAME_LIST = Literal[
+#     "non transactional action",
+#     "non transactional reaction",
+#     "unidirectional transactional action",
+#     "unidirectional transactional reaction",
+#     "bidirectional transactional action",
+#     "bidirectional transactional reaction",
+#     "conversion",
+#     "speech process",
+#     "classification overt taxonomy",
+#     "analytical exhaustive",
+#     "analytical disarranged",
+#     "analytical temporal",
+#     "analytical distributed",
+#     "anaytical topological",
+#     "analytical exploded",
+#     "analytical inclusive",
+#     "symbolic suggestive",
+#     "symbolic attributive"
+# ]
\ No newline at end of file
diff --git a/src/model_experiential/classes.py b/src/model_experiential/classes.py
new file mode 100644
index 0000000..9d9bdcd
--- /dev/null
+++ b/src/model_experiential/classes.py
@@ -0,0 +1,61 @@
+from __future__ import annotations
+from pydantic import BaseModel
+from typing import List
+import random
+
+
+class ExperientialModelOutput(BaseModel):
+    non_transactional_action: float
+    non_transactional_reaction: float
+    unidirectional_transactional_action: float
+    unidirectional_transactional_reaction: float
+    bidirectional_transactional_action: float
+    bidirectional_transactional_reaction: float
+    conversion: float
+    speech_process: float
+    classification_overt_taxonomy: float
+    analytical_exhaustive: float
+    analytical_disarranged: float
+    analytical_temporal: float
+    analytical_distributed: float
+    analytical_topological: float
+    analytical_exploded: float
+    analytical_inclusive: float
+    symbolic_suggestive: float
+    symbolic_attributive: float
+
+    @classmethod
+    def list_fields(cls) -> List[str]:
+        """List options that are stored as attributes."""
+        return list(cls.model_fields.keys())
+    
+    @classmethod
+    def from_random(cls) -> ExperientialModelOutput:
+        """Instantiate with random numbers."""
+        kwargs = {field: random.random() for field in cls.list_fields()}
+        return ExperientialModelOutput(**kwargs)
+    
+    def __repr__(self) -> str:
+        model_dict = self.model_dump()
+        model_repr_str = "ExperientialModelOutput("
+        model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
+        model_repr_str += ")"
+        return model_repr_str
+    
+    def highest_score_field(self) -> str:
+        """Return name of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict, key=lambda k: model_dict[k])
+    
+    def highest_score_value(self) -> float:
+        """Return value of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict.values())
+
+
+if __name__ == '__main__':
+    m = ExperientialModelOutput.from_random()
+    print(m)
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
diff --git a/src/model_experiential/output.py b/src/model_experiential/output.py
index bddaf06..188234f 100644
--- a/src/model_experiential/output.py
+++ b/src/model_experiential/output.py
@@ -1,5 +1,4 @@
-
-model_labels = [
+CLASS_NAMES = [
     "non transactional action",
     "non transactional reaction",
     "unidirectional transactional action",
diff --git a/src/model_interpersonal/__init__.py b/src/model_interpersonal/__init__.py
index b0d4f72..74211a9 100644
--- a/src/model_interpersonal/__init__.py
+++ b/src/model_interpersonal/__init__.py
@@ -1 +1,9 @@
-from .output import model_labels
\ No newline at end of file
+from .classes import (
+    ContactModelOutput,
+    AngleModelOutput,
+    PointOfViewModelOutput,
+    DistanceModelOutput,
+    ModalityLightingModelOutput,
+    ModalityColorModelOutput,
+    ModalityDepthModelOutput
+)
\ No newline at end of file
diff --git a/src/model_interpersonal/classes.py b/src/model_interpersonal/classes.py
new file mode 100644
index 0000000..60c16ad
--- /dev/null
+++ b/src/model_interpersonal/classes.py
@@ -0,0 +1,149 @@
+from pydantic import BaseModel
+from typing import List, Dict
+import random
+
+
+class ModelOutput(BaseModel):
+
+    @classmethod
+    def classname(cls) -> str:
+        """Return classname."""
+        return cls.__name__
+
+    @classmethod
+    def list_fields(cls) -> List[str]:
+        """List options that are stored as attributes."""
+        return list(cls.model_fields.keys())
+    
+    @classmethod
+    def from_random(cls):
+        """Instantiate with random numbers."""
+        kwargs = {field: random.random() for field in cls.list_fields()}
+        return cls(**kwargs)
+
+    def __repr__(self) -> str:
+        model_dict = self.model_dump()
+        model_repr_str = f"{self.classname()}("
+        model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
+        model_repr_str += ")"
+        return model_repr_str
+    
+    def highest_score_field(self) -> str:
+        """Return name of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict, key=lambda k: model_dict[k])
+    
+    def highest_score_value(self) -> float:
+        """Return value of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict.values())
+
+
+class ContactModelOutput(ModelOutput):
+    offer: float
+    demand: float
+
+
+class AngleModelOutput(ModelOutput):
+    high: float
+    eye_level: float
+    low: float
+
+
+class PointOfViewModelOutput(ModelOutput):
+    frontal: float
+    oblique: float
+
+
+class DistanceModelOutput(ModelOutput):
+    long: float
+    medium: float
+    close: float
+
+
+class ModalityLightingModelOutput(ModelOutput):
+    high: float
+    medium: float
+    low: float
+
+
+class ModalityColorModelOutput(ModelOutput):
+    high: float
+    medium: float
+    low: float
+
+
+class ModalityDepthModelOutput(ModelOutput):
+    high: float
+    medium: float
+    low: float
+
+
+# class InterpersonalModelOutput(BaseModel):
+#     contact: ContactModelOutput
+#     angle: AngleModelOutput
+#     point_of_view: PointOfViewModelOutput
+#     distance: DistanceModelOutput
+#     modality_lighting: ModalityLightingModelOutput
+#     modality_color: ModalityColorModelOutput
+#     modality_depth: ModalityDepthModelOutput
+
+#     @classmethod
+#     def list_fields(cls) -> List[str]:
+#         """List options that are stored as attributes."""
+#         return list(cls.model_fields.keys())
+    
+#     @classmethod
+#     def from_random(cls) -> InterpersonalModelOutput:
+#         """Instantiate with random numbers."""
+#         print(cls.model_fields)
+#         kwargs = {field: info.annotation.from_random() for field, info in cls.model_fields.items()}
+#         return InterpersonalModelOutput(**kwargs)
+    
+#     def __repr__(self) -> str:
+#         model_dict = self.model_dump()
+#         model_repr_str = "ExperientialModelOutput("
+#         model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
+#         model_repr_str += ")"
+#         return model_repr_str
+    
+#     def highest_score_field(self) -> str:
+#         """Return name of field with highest score."""
+#         model_dict = self.model_dump()
+#         return max(model_dict, key=lambda k: model_dict[k])
+    
+#     def highest_score_value(self) -> float:
+#         """Return value of field with highest score."""
+#         model_dict = self.model_dump()
+#         return max(model_dict.values())
+
+
+if __name__ == '__main__':
+    m = ContactModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = AngleModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = PointOfViewModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = DistanceModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = ModalityLightingModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = ModalityColorModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = ModalityDepthModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
diff --git a/src/model_interpersonal/output.py b/src/model_interpersonal/output.py
index a95e916..14c84a9 100644
--- a/src/model_interpersonal/output.py
+++ b/src/model_interpersonal/output.py
@@ -1,8 +1,8 @@
 
 model_labels = {
     "contact": [
-        "contact offer",
-        "contact demand"
+        "offer",
+        "demand"
     ],
     "angle": [
         "high",
diff --git a/src/model_textual/__init__.py b/src/model_textual/__init__.py
index b0d4f72..9e7b87c 100644
--- a/src/model_textual/__init__.py
+++ b/src/model_textual/__init__.py
@@ -1 +1,5 @@
-from .output import model_labels
\ No newline at end of file
+from .classes import (
+    InformationValueModelOutput,
+    FramingModelOutput,
+    SalienceModelOutput
+)
\ No newline at end of file
diff --git a/src/model_textual/classes.py b/src/model_textual/classes.py
new file mode 100644
index 0000000..8b135f5
--- /dev/null
+++ b/src/model_textual/classes.py
@@ -0,0 +1,75 @@
+from pydantic import BaseModel
+from typing import List, Dict
+import random
+
+
+class ModelOutput(BaseModel):
+
+    @classmethod
+    def classname(cls) -> str:
+        """Return classname."""
+        return cls.__name__
+
+    @classmethod
+    def list_fields(cls) -> List[str]:
+        """List options that are stored as attributes."""
+        return list(cls.model_fields.keys())
+    
+    @classmethod
+    def from_random(cls):
+        """Instantiate with random numbers."""
+        kwargs = {field: random.random() for field in cls.list_fields()}
+        return cls(**kwargs)
+
+    def __repr__(self) -> str:
+        model_dict = self.model_dump()
+        model_repr_str = f"{self.classname()}("
+        model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
+        model_repr_str += ")"
+        return model_repr_str
+    
+    def highest_score_field(self) -> str:
+        """Return name of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict, key=lambda k: model_dict[k])
+    
+    def highest_score_value(self) -> float:
+        """Return value of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict.values())
+
+
+class InformationValueModelOutput(ModelOutput):
+    given_new: float
+    ideal_real: float
+    central_marginal: float
+
+
+class FramingModelOutput(ModelOutput):
+    frame_lines: float
+    empty_space: float
+    colour_contrast: float
+    form_contrast: float
+
+
+class SalienceModelOutput(ModelOutput):
+    size: float
+    colour: float
+    tone: float
+    form: float
+    positioning: float
+
+
+if __name__ == '__main__':
+    m = InformationValueModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = FramingModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
+    m = SalienceModelOutput.from_random()
+    print(repr(m))
+    print(m.highest_score_field())
+    print(m.highest_score_value())
\ No newline at end of file

From 7059338ede40ca22ad98407d597d701e485ddbb0 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 20:21:18 +0100
Subject: [PATCH 07/21] updated models

---
 src/model_experiential/classes.py  | 67 +++++++++++++++++-------------
 src/model_interpersonal/classes.py | 31 +-------------
 src/model_textual/classes.py       |  2 +-
 3 files changed, 39 insertions(+), 61 deletions(-)

diff --git a/src/model_experiential/classes.py b/src/model_experiential/classes.py
index 9d9bdcd..29f550e 100644
--- a/src/model_experiential/classes.py
+++ b/src/model_experiential/classes.py
@@ -1,10 +1,45 @@
-from __future__ import annotations
 from pydantic import BaseModel
 from typing import List
 import random
 
 
-class ExperientialModelOutput(BaseModel):
+class ModelOutput(BaseModel):
+
+    @classmethod
+    def classname(cls) -> str:
+        """Return classname."""
+        return cls.__name__
+
+    @classmethod
+    def list_fields(cls) -> List[str]:
+        """List options that are stored as attributes."""
+        return list(cls.model_fields.keys())
+    
+    @classmethod
+    def from_random(cls):
+        """Instantiate with random numbers."""
+        kwargs = {field: random.random() for field in cls.list_fields()}
+        return cls(**kwargs)
+
+    def __repr__(self) -> str:
+        model_dict = self.model_dump()
+        model_repr_str = f"{self.classname()}("
+        model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
+        model_repr_str += ")"
+        return model_repr_str
+    
+    def highest_score_field(self) -> str:
+        """Return name of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict, key=lambda k: model_dict[k])
+    
+    def highest_score_value(self) -> float:
+        """Return value of field with highest score."""
+        model_dict = self.model_dump()
+        return max(model_dict.values())
+
+
+class ExperientialModelOutput(ModelOutput):
     non_transactional_action: float
     non_transactional_reaction: float
     unidirectional_transactional_action: float
@@ -24,34 +59,6 @@ class ExperientialModelOutput(BaseModel):
     symbolic_suggestive: float
     symbolic_attributive: float
 
-    @classmethod
-    def list_fields(cls) -> List[str]:
-        """List options that are stored as attributes."""
-        return list(cls.model_fields.keys())
-    
-    @classmethod
-    def from_random(cls) -> ExperientialModelOutput:
-        """Instantiate with random numbers."""
-        kwargs = {field: random.random() for field in cls.list_fields()}
-        return ExperientialModelOutput(**kwargs)
-    
-    def __repr__(self) -> str:
-        model_dict = self.model_dump()
-        model_repr_str = "ExperientialModelOutput("
-        model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
-        model_repr_str += ")"
-        return model_repr_str
-    
-    def highest_score_field(self) -> str:
-        """Return name of field with highest score."""
-        model_dict = self.model_dump()
-        return max(model_dict, key=lambda k: model_dict[k])
-    
-    def highest_score_value(self) -> float:
-        """Return value of field with highest score."""
-        model_dict = self.model_dump()
-        return max(model_dict.values())
-
 
 if __name__ == '__main__':
     m = ExperientialModelOutput.from_random()
diff --git a/src/model_interpersonal/classes.py b/src/model_interpersonal/classes.py
index 60c16ad..d57717d 100644
--- a/src/model_interpersonal/classes.py
+++ b/src/model_interpersonal/classes.py
@@ -1,5 +1,5 @@
 from pydantic import BaseModel
-from typing import List, Dict
+from typing import List
 import random
 
 
@@ -88,35 +88,6 @@ class ModalityDepthModelOutput(ModelOutput):
 #     modality_color: ModalityColorModelOutput
 #     modality_depth: ModalityDepthModelOutput
 
-#     @classmethod
-#     def list_fields(cls) -> List[str]:
-#         """List options that are stored as attributes."""
-#         return list(cls.model_fields.keys())
-    
-#     @classmethod
-#     def from_random(cls) -> InterpersonalModelOutput:
-#         """Instantiate with random numbers."""
-#         print(cls.model_fields)
-#         kwargs = {field: info.annotation.from_random() for field, info in cls.model_fields.items()}
-#         return InterpersonalModelOutput(**kwargs)
-    
-#     def __repr__(self) -> str:
-#         model_dict = self.model_dump()
-#         model_repr_str = "ExperientialModelOutput("
-#         model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
-#         model_repr_str += ")"
-#         return model_repr_str
-    
-#     def highest_score_field(self) -> str:
-#         """Return name of field with highest score."""
-#         model_dict = self.model_dump()
-#         return max(model_dict, key=lambda k: model_dict[k])
-    
-#     def highest_score_value(self) -> float:
-#         """Return value of field with highest score."""
-#         model_dict = self.model_dump()
-#         return max(model_dict.values())
-
 
 if __name__ == '__main__':
     m = ContactModelOutput.from_random()
diff --git a/src/model_textual/classes.py b/src/model_textual/classes.py
index 8b135f5..a9bc4d1 100644
--- a/src/model_textual/classes.py
+++ b/src/model_textual/classes.py
@@ -1,5 +1,5 @@
 from pydantic import BaseModel
-from typing import List, Dict
+from typing import List
 import random
 
 

From 6402150301d4f94aaeb920e83bb975abb2544134 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Mon, 19 Feb 2024 21:00:39 +0100
Subject: [PATCH 08/21] added mongodb and mongo-express

---
 docker-compose.local.yml | 31 ++++++++++++++++++++++++++++++-
 1 file changed, 30 insertions(+), 1 deletion(-)

diff --git a/docker-compose.local.yml b/docker-compose.local.yml
index 7f01e12..baecb8d 100644
--- a/docker-compose.local.yml
+++ b/docker-compose.local.yml
@@ -1,3 +1,4 @@
+version: '3.7'
 services:
   app:
     image: visual_critical_discourse_analysis:dev
@@ -9,7 +10,35 @@ services:
       - 8050:8050
     networks:
       - backend
+    depends_on:
+      - mongo
+  mongo:
+    image: mongo:latest
+    container_name: mongo
+    environment:
+      MONGO_INITDB_ROOT: root
+      MONGO_INITDB_PASSWORD: vSH7I7RxsDvb
+    ports:
+      - "27017:27017"
+    networks:
+      - backend
+  mongo-express:
+    image: mongo-express
+    ports:
+      - 8081:8081
+    environment:
+      ME_CONFIG_MONGODB_ADMINUSERNAME: root
+      ME_CONFIG_MONGODB_ADMINPASSWORD: vSH7I7RxsDvb
+      ME_CONFIG_MONGODB_PORT: 27017
+      ME_CONFIG_BASICAUTH_USERNAME: admin
+      ME_CONFIG_BASICAUTH_PASSWORD: q
+    links:
+      - mongo
+    networks:
+      - backend
+    depends_on:
+      - mongo
 
 networks:
   backend:
-    external: false
\ No newline at end of file
+    driver: bridge
\ No newline at end of file

From 8e23442345aa43821d2a88b9201286feeaf3bdb5 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Tue, 20 Feb 2024 18:05:39 +0100
Subject: [PATCH 09/21] added category titles

---
 src/web/body.py | 73 +++++++++++++++++++++++++++++++++++++++----------
 1 file changed, 58 insertions(+), 15 deletions(-)

diff --git a/src/web/body.py b/src/web/body.py
index b31f69f..1e5e1c9 100644
--- a/src/web/body.py
+++ b/src/web/body.py
@@ -26,11 +26,16 @@ def generate_option_labels(model) -> List[str]:
     ]
     return labels
 
-def generate_options_map():
-    """Generate map of titles and options for labels container."""
+def generate_experiential_options_map():
+    """Generate map of titles and options for experiential labels."""
     options_map = {}
     # add experiential labels
     options_map["experiential".title()] = generate_option_labels(ExperientialModelOutput)
+    return options_map
+
+def generate_interpersonal_options_map():
+    """Generate map of titles and options for interpersonal labels."""
+    options_map = {}
     # add interpersonal labels
     options_map["contact".title()] = generate_option_labels(ContactModelOutput)
     options_map["angle".title()] = generate_option_labels(AngleModelOutput)
@@ -39,6 +44,11 @@ def generate_options_map():
     options_map["modality lighting".title()] = generate_option_labels(ModalityLightingModelOutput)
     options_map["modality color".title()] = generate_option_labels(ModalityColorModelOutput)
     options_map["modality depth".title()] = generate_option_labels(ModalityDepthModelOutput)
+    return options_map
+
+def generate_textual_options_map():
+    """Generate map of titles and options for textual labels."""
+    options_map = {}
     # add textual labels
     options_map["information value".title()] = generate_option_labels(InformationValueModelOutput)
     options_map["framing".title()] = generate_option_labels(FramingModelOutput)
@@ -52,20 +62,53 @@ def generate_body():
         withPlaceholder=True,
         placeholder=[dmc.Loader(color="gray", size="md")],
     )
-
+    # prepare experiential container
+    experiential_map = generate_experiential_options_map()
+    experiential_container = dmc.Col(
+        children=[
+            dmc.Container([
+                html.H4(list(experiential_map.keys())[0]),
+                html.B("visual syntax".title()),
+                dcc.RadioItems(options=list(experiential_map.values())[0]),
+            ])
+        ], span=4
+    )
+    # prepare interpersonal container
+    interpersonal_map = generate_interpersonal_options_map()
+    interpersonal_container = dmc.Col(
+        children=[
+            html.H4("interpersonal".title()),
+        ], span=4
+    )
+    for title, options in interpersonal_map.items():
+        interpersonal_container.children.append(
+            dmc.Container([
+                html.B(title),
+                dcc.RadioItems(options)
+            ])
+        )
+    # prepare textual container
+    textual_map = generate_textual_options_map()
+    textual_container = dmc.Col(
+        children=[
+            html.H4("textual".title()),
+        ], span=4
+    )
+    for title, options in textual_map.items():
+        textual_container.children.append(
+            dmc.Container([
+                html.B(title),
+                dcc.RadioItems(options)
+            ])
+        )
     # prepare labels container
     label_container = dmc.Grid(
-        children=[],
+        children=[
+            experiential_container,
+            interpersonal_container,
+            textual_container,
+        ],
     )
-    # add fields to labels container
-    for title, options in generate_options_map().items():
-        label_container.children.append(
-            dmc.Col([
-                html.H4(title),
-                dcc.RadioItems(options=options),
-            ], span=3)
-        )
-
     # build the full body container
     body_container = dmc.Container(
         dmc.Grid(
@@ -74,7 +117,7 @@ def generate_body():
                     dmc.Center(
                     image_container,
                     ),
-                    span=4,
+                    span=5,
                 ),
                 dmc.Col(
                     # radio buttons part
@@ -91,7 +134,7 @@ def generate_body():
                                 "height": "50px"
                             }
                         ),
-                    ], span=8,
+                    ], span=7,
                 ),
                 # dmc.Col(span=1),
             ], grow=True

From f0b3de27ed0725c6e5a8ba7b40236b9807b1c80a Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Tue, 20 Feb 2024 18:18:37 +0100
Subject: [PATCH 10/21] added ignore for *.env

---
 .gitignore | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 33e7851..30ffc03 100644
--- a/.gitignore
+++ b/.gitignore
@@ -121,7 +121,7 @@ celerybeat.pid
 *.sage.py
 
 # Environments
-.env
+*.env
 .venv
 env/
 venv/

From c166420909a7c91bd488d0f877b97b61c6888448 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Tue, 20 Feb 2024 19:55:53 +0100
Subject: [PATCH 11/21] updated database interface

---
 src/database/__init__.py |  5 +++
 src/database/classes.py  | 69 ++++++++++++++++++++++++++++++++++++++++
 src/database/database.py | 22 +++++++++++++
 3 files changed, 96 insertions(+)
 create mode 100644 src/database/__init__.py
 create mode 100644 src/database/classes.py
 create mode 100644 src/database/database.py

diff --git a/src/database/__init__.py b/src/database/__init__.py
new file mode 100644
index 0000000..4083b77
--- /dev/null
+++ b/src/database/__init__.py
@@ -0,0 +1,5 @@
+from .classes import (
+    ModelOutputs,
+    VisualCommunication
+)
+from .database import connect
\ No newline at end of file
diff --git a/src/database/classes.py b/src/database/classes.py
new file mode 100644
index 0000000..620142a
--- /dev/null
+++ b/src/database/classes.py
@@ -0,0 +1,69 @@
+from __future__ import annotations
+from pydantic import BaseModel, field_validator
+from PIL import Image
+from io import BytesIO
+from pathlib import Path
+
+from src.model_experiential import ExperientialModelOutput
+from src.model_interpersonal import (
+    ContactModelOutput,
+    AngleModelOutput,
+    PointOfViewModelOutput,
+    DistanceModelOutput,
+    ModalityLightingModelOutput,
+    ModalityColorModelOutput,
+    ModalityDepthModelOutput
+)
+from src.model_textual import (
+    InformationValueModelOutput,
+    FramingModelOutput,
+    SalienceModelOutput
+)
+
+class ModelOutputs(BaseModel):
+    experiential: ExperientialModelOutput
+    contact: ContactModelOutput
+    angle: AngleModelOutput
+    point_of_view: PointOfViewModelOutput
+    distance: DistanceModelOutput
+    modality_lighting: ModalityLightingModelOutput
+    modality_color: ModalityColorModelOutput
+    modality_depth: ModalityDepthModelOutput
+    information_value: InformationValueModelOutput
+    framing: FramingModelOutput
+    salience: SalienceModelOutput
+
+
+class VisualCommunication(BaseModel):
+    name: str
+    image: bytes
+    annotation: ModelOutputs | None = None
+    prediction: ModelOutputs | None = None
+    
+    @classmethod
+    def classname(cls) -> str:
+        """Return classname."""
+        return cls.__name__
+    
+    @classmethod
+    def from_file(cls, path: Path) -> VisualCommunication:
+        """Instantiate from file."""
+        name = path.stem
+        image = Image.open(path)
+        return VisualCommunication(name=name, image=image)
+    
+    @field_validator("image", mode="before")
+    @classmethod
+    def convert_to_bytes(cls, raw: Image.Image | BytesIO | bytes) -> bytes:
+        if isinstance(raw, Image.Image):
+            raw = raw.tobytes()
+        if isinstance(raw, BytesIO):
+            raw = raw.read()
+        return raw
+    
+    def __repr__(self) -> str:
+        return f"{self.classname()}(name='{self.name}')"
+
+    @property
+    def image(self) -> Image.Image:
+        return Image.open(BytesIO(self.image))
diff --git a/src/database/database.py b/src/database/database.py
new file mode 100644
index 0000000..8f5b429
--- /dev/null
+++ b/src/database/database.py
@@ -0,0 +1,22 @@
+from pymongo import MongoClient
+from dotenv import load_dotenv
+import os
+
+def connect():
+    """Connect to MongoDB."""
+    # load env vars
+    load_dotenv()
+    necessary_env_vars = [
+        "MONGO_HOST",
+        "MONGO_DB",
+        "MONGO_COLLECTION"
+    ]
+    for env_var in necessary_env_vars:
+        assert env_var in os.environ, f"{env_var} not found"
+    # connect to database
+    client = MongoClient(os.getenv("MONGO_HOST"))
+    db = client[os.getenv("MONGO_DB")]
+    collection = db[os.getenv("MONGO_COLLECTION")]
+    return collection, db, client
+
+

From 7068cff2dae2fe886b8ad092da1caa0716a1a4be Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Tue, 20 Feb 2024 19:57:23 +0100
Subject: [PATCH 12/21] updated env vars

---
 docker-compose.local.yml | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/docker-compose.local.yml b/docker-compose.local.yml
index baecb8d..f322e48 100644
--- a/docker-compose.local.yml
+++ b/docker-compose.local.yml
@@ -6,6 +6,10 @@ services:
     build:
       context: .
       dockerfile: Dockerfile
+    env_file:
+      - mongodb.env
+    environment:
+      - MONGO_HOST=mongo
     ports:
       - 8050:8050
     networks:
@@ -15,9 +19,8 @@ services:
   mongo:
     image: mongo:latest
     container_name: mongo
-    environment:
-      MONGO_INITDB_ROOT: root
-      MONGO_INITDB_PASSWORD: vSH7I7RxsDvb
+    env_file:
+      - mongodb.env
     ports:
       - "27017:27017"
     networks:

From e5a09a791dc5f53483e17f55826cfdd9f9fc88a3 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Tue, 20 Feb 2024 19:57:31 +0100
Subject: [PATCH 13/21] installed packages

---
 poetry.lock    | 125 ++++++++++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml |   1 +
 2 files changed, 125 insertions(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index 5aa1f26..fa70713 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -268,6 +268,26 @@ requests = ">=2.28.1,<3.0.0"
 [package.extras]
 async = ["httpx (>=0.23.0,<0.24.0)"]
 
+[[package]]
+name = "dnspython"
+version = "2.6.1"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dnspython-2.6.1-py3-none-any.whl", hash = "sha256:5ef3b9680161f6fa89daf8ad451b5f1a33b18ae8a1c6778cdf4b43f08c0a6e50"},
+    {file = "dnspython-2.6.1.tar.gz", hash = "sha256:e8f0f9c23a7b7cb99ded64e6c3a6f3e701d78f50c55e002b839dea7225cff7cc"},
+]
+
+[package.extras]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "sphinx (>=7.2.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=41)"]
+doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
+doq = ["aioquic (>=0.9.25)"]
+idna = ["idna (>=3.6)"]
+trio = ["trio (>=0.23)"]
+wmi = ["wmi (>=1.5.1)"]
+
 [[package]]
 name = "flask"
 version = "3.0.2"
@@ -669,6 +689,109 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pymongo"
+version = "4.6.1"
+description = "Python driver for MongoDB <http://www.mongodb.org>"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pymongo-4.6.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4344c30025210b9fa80ec257b0e0aab5aa1d5cca91daa70d82ab97b482cc038e"},
+    {file = "pymongo-4.6.1-cp310-cp310-manylinux1_i686.whl", hash = "sha256:1c5654bb8bb2bdb10e7a0bc3c193dd8b49a960b9eebc4381ff5a2043f4c3c441"},
+    {file = "pymongo-4.6.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:eaf2f65190c506def2581219572b9c70b8250615dc918b3b7c218361a51ec42e"},
+    {file = "pymongo-4.6.1-cp310-cp310-manylinux2014_i686.whl", hash = "sha256:262356ea5fcb13d35fb2ab6009d3927bafb9504ef02339338634fffd8a9f1ae4"},
+    {file = "pymongo-4.6.1-cp310-cp310-manylinux2014_ppc64le.whl", hash = "sha256:2dd2f6960ee3c9360bed7fb3c678be0ca2d00f877068556785ec2eb6b73d2414"},
+    {file = "pymongo-4.6.1-cp310-cp310-manylinux2014_s390x.whl", hash = "sha256:ff925f1cca42e933376d09ddc254598f8c5fcd36efc5cac0118bb36c36217c41"},
+    {file = "pymongo-4.6.1-cp310-cp310-manylinux2014_x86_64.whl", hash = "sha256:3cadf7f4c8e94d8a77874b54a63c80af01f4d48c4b669c8b6867f86a07ba994f"},
+    {file = "pymongo-4.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:55dac73316e7e8c2616ba2e6f62b750918e9e0ae0b2053699d66ca27a7790105"},
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+    {file = "pymongo-4.6.1.tar.gz", hash = "sha256:31dab1f3e1d0cdd57e8df01b645f52d43cc1b653ed3afd535d2891f4fc4f9712"},
+]
+
+[package.dependencies]
+dnspython = ">=1.16.0,<3.0.0"
+
+[package.extras]
+aws = ["pymongo-auth-aws (<2.0.0)"]
+encryption = ["certifi", "pymongo[aws]", "pymongocrypt (>=1.6.0,<2.0.0)"]
+gssapi = ["pykerberos", "winkerberos (>=0.5.0)"]
+ocsp = ["certifi", "cryptography (>=2.5)", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
+snappy = ["python-snappy"]
+test = ["pytest (>=7)"]
+zstd = ["zstandard"]
+
 [[package]]
 name = "python-dotenv"
 version = "1.0.1"
@@ -839,4 +962,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.12"
-content-hash = "e4892a5e8db437b5c79b40f259ba6b512d1c0b18677b4f13163fee518276a28d"
+content-hash = "e4aacea5a98281d935411e0d96152d1d24680f6c1e5288e9a1be913a0536b78e"
diff --git a/pyproject.toml b/pyproject.toml
index ce99a52..f71a170 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,6 +18,7 @@ dash-bootstrap-components = "^1.5.0"
 dash-mantine-components = "^0.12.1"
 pydantic = "^2.6.1"
 pillow = "^10.2.0"
+pymongo = "^4.6.1"
 
 
 [build-system]

From d3ecc50075aef3e48f06018581da040089e84c6a Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Tue, 20 Feb 2024 19:58:03 +0100
Subject: [PATCH 14/21] added image upload to database test

---
 tests/imgs/18-12-14-ESP-01a.jpeg | Bin 0 -> 26799 bytes
 tests/imgs/18-12-14-ESP-01b.jpeg | Bin 0 -> 30012 bytes
 tests/imgs/18-12-14-ESP-01c.jpeg | Bin 0 -> 38186 bytes
 tests/test_image_upload.py       |  26 ++++++++++++++++++++++++++
 4 files changed, 26 insertions(+)
 create mode 100644 tests/imgs/18-12-14-ESP-01a.jpeg
 create mode 100644 tests/imgs/18-12-14-ESP-01b.jpeg
 create mode 100644 tests/imgs/18-12-14-ESP-01c.jpeg
 create mode 100644 tests/test_image_upload.py

diff --git a/tests/imgs/18-12-14-ESP-01a.jpeg b/tests/imgs/18-12-14-ESP-01a.jpeg
new file mode 100644
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HcmV?d00001

diff --git a/tests/test_image_upload.py b/tests/test_image_upload.py
new file mode 100644
index 0000000..f63b901
--- /dev/null
+++ b/tests/test_image_upload.py
@@ -0,0 +1,26 @@
+from pathlib import Path
+from dotenv import load_dotenv
+from pymongo import MongoClient
+import os
+
+from src.database import VisualCommunication, connect
+
+if __name__ == "__main__":
+    # get list of image paths
+    test_dir = Path(__file__).parent
+    img_dir = test_dir / "imgs"
+    img_path_list = [path for path in img_dir.glob("*.jpeg") if path.is_file()]
+    print(img_path_list)
+    # instantiate data object
+    vis_com_list = [VisualCommunication.from_file(path) for path in img_path_list]
+    for vis_com in vis_com_list:
+        print(repr(vis_com))
+    # upload images to database
+    env_path = test_dir.parent / "mongodb.env"
+    assert env_path.exists()
+    load_dotenv(env_path)
+    collection, db, client = connect()
+    print(client.server_info())
+    for vis_com in vis_com_list:
+        result = collection.insert_one(vis_com.model_dump_json())
+        print(f"inserted document: {result}")
\ No newline at end of file

From 82f9bf2a1d7a9e0b5e12a48eb10773070bfae8d9 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Wed, 21 Feb 2024 18:27:04 +0100
Subject: [PATCH 15/21] updated to use local.env file

---
 docker-compose.local.yml | 14 ++++----------
 1 file changed, 4 insertions(+), 10 deletions(-)

diff --git a/docker-compose.local.yml b/docker-compose.local.yml
index f322e48..247052c 100644
--- a/docker-compose.local.yml
+++ b/docker-compose.local.yml
@@ -7,9 +7,7 @@ services:
       context: .
       dockerfile: Dockerfile
     env_file:
-      - mongodb.env
-    environment:
-      - MONGO_HOST=mongo
+      - local.env
     ports:
       - 8050:8050
     networks:
@@ -20,7 +18,7 @@ services:
     image: mongo:latest
     container_name: mongo
     env_file:
-      - mongodb.env
+      - local.env
     ports:
       - "27017:27017"
     networks:
@@ -29,12 +27,8 @@ services:
     image: mongo-express
     ports:
       - 8081:8081
-    environment:
-      ME_CONFIG_MONGODB_ADMINUSERNAME: root
-      ME_CONFIG_MONGODB_ADMINPASSWORD: vSH7I7RxsDvb
-      ME_CONFIG_MONGODB_PORT: 27017
-      ME_CONFIG_BASICAUTH_USERNAME: admin
-      ME_CONFIG_BASICAUTH_PASSWORD: q
+    env_file:
+      - local.env
     links:
       - mongo
     networks:

From ca7e0b5be7e917492c62b73292ac8424fe375dbf Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Wed, 21 Feb 2024 18:27:22 +0100
Subject: [PATCH 16/21] added definition of server access test

---
 docker-compose.server.yml | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)
 create mode 100644 docker-compose.server.yml

diff --git a/docker-compose.server.yml b/docker-compose.server.yml
new file mode 100644
index 0000000..44feb18
--- /dev/null
+++ b/docker-compose.server.yml
@@ -0,0 +1,20 @@
+version: '3.7'
+services:
+  app:
+    image: visual_critical_discourse_analysis:dev
+    container_name: visual_critical_discourse_analysis
+    build:
+      context: .
+      dockerfile: Dockerfile
+    env_file:
+      - server.env
+    ports:
+      - 8050:8050
+    networks:
+      - backend
+    depends_on:
+      - mongo
+
+networks:
+  backend:
+    driver: bridge
\ No newline at end of file

From 68916197b55986de307567022a5b41d9de191245 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Wed, 21 Feb 2024 18:29:05 +0100
Subject: [PATCH 17/21] removed ununsed dependency statement

---
 docker-compose.server.yml | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/docker-compose.server.yml b/docker-compose.server.yml
index 44feb18..73a4d10 100644
--- a/docker-compose.server.yml
+++ b/docker-compose.server.yml
@@ -10,11 +10,3 @@ services:
       - server.env
     ports:
       - 8050:8050
-    networks:
-      - backend
-    depends_on:
-      - mongo
-
-networks:
-  backend:
-    driver: bridge
\ No newline at end of file

From a3b95f88bab6b2278d80984e354031793ce01820 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Wed, 21 Feb 2024 20:04:48 +0100
Subject: [PATCH 18/21] added unique indexing to name-attribute

---
 src/database/database.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/database/database.py b/src/database/database.py
index 8f5b429..692eb70 100644
--- a/src/database/database.py
+++ b/src/database/database.py
@@ -17,6 +17,5 @@ def connect():
     client = MongoClient(os.getenv("MONGO_HOST"))
     db = client[os.getenv("MONGO_DB")]
     collection = db[os.getenv("MONGO_COLLECTION")]
+    collection.create_index("name", unique=True)
     return collection, db, client
-
-

From 68417a7afc7e50edb606216460cc09f24e620eb8 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Wed, 21 Feb 2024 20:05:27 +0100
Subject: [PATCH 19/21] defined serialization of images

---
 src/database/classes.py | 38 ++++++++++++++++++++++----------------
 1 file changed, 22 insertions(+), 16 deletions(-)

diff --git a/src/database/classes.py b/src/database/classes.py
index 620142a..39aad3a 100644
--- a/src/database/classes.py
+++ b/src/database/classes.py
@@ -1,5 +1,5 @@
 from __future__ import annotations
-from pydantic import BaseModel, field_validator
+from pydantic import BaseModel, field_validator, field_serializer
 from PIL import Image
 from io import BytesIO
 from pathlib import Path
@@ -36,34 +36,40 @@ class ModelOutputs(BaseModel):
 
 class VisualCommunication(BaseModel):
     name: str
-    image: bytes
+    image: Image.Image | BytesIO | bytes
     annotation: ModelOutputs | None = None
     prediction: ModelOutputs | None = None
-    
+
+    class Config:
+        arbitrary_types_allowed = True
+
     @classmethod
     def classname(cls) -> str:
         """Return classname."""
         return cls.__name__
-    
+
     @classmethod
     def from_file(cls, path: Path) -> VisualCommunication:
         """Instantiate from file."""
         name = path.stem
         image = Image.open(path)
+        image.load()
         return VisualCommunication(name=name, image=image)
-    
+
+    @field_serializer("image")
+    def serialize_image(image: Image.Image) -> bytes:
+        buffer = BytesIO()
+        image.save(buffer, format="JPEG")
+        return buffer.getvalue()
+
     @field_validator("image", mode="before")
     @classmethod
-    def convert_to_bytes(cls, raw: Image.Image | BytesIO | bytes) -> bytes:
-        if isinstance(raw, Image.Image):
-            raw = raw.tobytes()
-        if isinstance(raw, BytesIO):
-            raw = raw.read()
-        return raw
-    
+    def convert_to_image(cls, image: Image.Image | BytesIO | bytes) -> Image.Image:
+        if isinstance(image, bytes):
+            image = BytesIO(image)
+        if isinstance(image, BytesIO):
+            image = Image.open(image)
+        return image
+
     def __repr__(self) -> str:
         return f"{self.classname()}(name='{self.name}')"
-
-    @property
-    def image(self) -> Image.Image:
-        return Image.open(BytesIO(self.image))

From 3b0fbaa85198a95aee88085ba4593f0ff4f771e6 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Wed, 21 Feb 2024 20:05:56 +0100
Subject: [PATCH 20/21] updated and added tests

---
 tests/test_image_download.py | 27 +++++++++++++++++++++++++++
 tests/test_image_upload.py   | 17 ++++++++++++-----
 2 files changed, 39 insertions(+), 5 deletions(-)
 create mode 100644 tests/test_image_download.py

diff --git a/tests/test_image_download.py b/tests/test_image_download.py
new file mode 100644
index 0000000..5782c01
--- /dev/null
+++ b/tests/test_image_download.py
@@ -0,0 +1,27 @@
+from pathlib import Path
+from dotenv import load_dotenv
+from pymongo import MongoClient
+from typing import List
+import os
+
+from src.database import VisualCommunication, connect
+
+if __name__ == "__main__":
+    # prepare env vars
+    env_path = Path(__file__).parent.parent / "local.env"
+    assert env_path.exists()
+    load_dotenv(env_path)
+    os.environ["MONGO_HOST"] = "localhost"
+    # connect to database
+    collection, db, client = connect()
+    print(client.server_info())
+    # download images
+    data = None
+    for data in collection.find().limit(3):
+        if data is None:
+            print("no document found")
+            break
+        vis_com: VisualCommunication = VisualCommunication.model_validate(data)
+        print(repr(vis_com))
+    if data is not None:
+        print(vis_com.image)
\ No newline at end of file
diff --git a/tests/test_image_upload.py b/tests/test_image_upload.py
index f63b901..f4231f9 100644
--- a/tests/test_image_upload.py
+++ b/tests/test_image_upload.py
@@ -1,6 +1,6 @@
 from pathlib import Path
 from dotenv import load_dotenv
-from pymongo import MongoClient
+from pymongo.errors import DuplicateKeyError
 import os
 
 from src.database import VisualCommunication, connect
@@ -15,12 +15,19 @@ if __name__ == "__main__":
     vis_com_list = [VisualCommunication.from_file(path) for path in img_path_list]
     for vis_com in vis_com_list:
         print(repr(vis_com))
-    # upload images to database
-    env_path = test_dir.parent / "mongodb.env"
+    # prepare env vars
+    env_path = test_dir.parent / "local.env"
     assert env_path.exists()
     load_dotenv(env_path)
+    os.environ["MONGO_HOST"] = "localhost"
+    # connect to database
     collection, db, client = connect()
     print(client.server_info())
+    # upload images
     for vis_com in vis_com_list:
-        result = collection.insert_one(vis_com.model_dump_json())
-        print(f"inserted document: {result}")
\ No newline at end of file
+        try:
+            result = collection.insert_one(vis_com.model_dump())
+        except DuplicateKeyError as exc:
+            print("ignoring:\n", exc)
+        else:
+            print(f"inserted document: {result}")

From ff261987212526e4d7563f6104f2305674627963 Mon Sep 17 00:00:00 2001
From: Brian Bjarke Jensen <bbj@skov.dk>
Date: Wed, 21 Feb 2024 20:06:04 +0100
Subject: [PATCH 21/21] updated and added tests

---
 tests/test_image_download.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_image_download.py b/tests/test_image_download.py
index 5782c01..2e2b860 100644
--- a/tests/test_image_download.py
+++ b/tests/test_image_download.py
@@ -24,4 +24,4 @@ if __name__ == "__main__":
         vis_com: VisualCommunication = VisualCommunication.model_validate(data)
         print(repr(vis_com))
     if data is not None:
-        print(vis_com.image)
\ No newline at end of file
+        print(vis_com.image)