diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..e79f24b4ad453e7c4cb335dd8bc1e06a1f4a4e68
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,36 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+*.csv filter=lfs diff=lfs merge=lfs -text
diff --git a/.streamlit/config.toml b/.streamlit/config.toml
new file mode 100644
index 0000000000000000000000000000000000000000..955e0e41385d5dd86616cd58417190b77e3bc5a4
--- /dev/null
+++ b/.streamlit/config.toml
@@ -0,0 +1,14 @@
+[global]
+
+[server]
+headless = true
+
+[client]
+initialSidebarState = "expanded"
+
+[theme]
+primaryColor="#c30f08"
+backgroundColor="#ffffff"
+secondaryBackgroundColor="#eceded"
+textColor="#000000"
+font="sans serif"
\ No newline at end of file
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..7980dd2f6a5bfe4b9188f281923cefefc7f3b6f2
--- /dev/null
+++ b/README.md
@@ -0,0 +1,13 @@
+---
+title: Development Banks Collaboration Analyzer
+emoji: 🐢
+colorFrom: pink
+colorTo: red
+sdk: streamlit
+sdk_version: 1.32.2
+app_file: app.py
+pinned: true
+license: mit
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
diff --git a/__pycache__/app.cpython-310.pyc b/__pycache__/app.cpython-310.pyc
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diff --git a/functions/__pycache__/filter_projects.cpython-310.pyc b/functions/__pycache__/filter_projects.cpython-310.pyc
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diff --git a/functions/__pycache__/semantic_search.cpython-310.pyc b/functions/__pycache__/semantic_search.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6cfc56d0c11b26e6eb8560e340b9f939372c3be7
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diff --git a/functions/__pycache__/single_similar.cpython-310.pyc b/functions/__pycache__/single_similar.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6edf2a1143303806c8658eea003a7c3bd0662be0
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diff --git a/functions/calc_matches.py b/functions/calc_matches.py
new file mode 100644
index 0000000000000000000000000000000000000000..d7cffdcdb302d90fdaa1ef62667baa05b0c527b0
--- /dev/null
+++ b/functions/calc_matches.py
@@ -0,0 +1,37 @@
+import pandas as pd
+import numpy as np
+
+def calc_matches(filtered_df, project_df, similarity_matrix, top_x):
+ # matching project2 can be nay project
+ # indecies (rows) = project1
+ # columns = project2
+ # -> find matches
+
+ # filter out all row considering the filter
+ filtered_df_indecies_list = filtered_df.index
+ project_df_indecies_list = project_df.index
+
+ np.fill_diagonal(similarity_matrix, 0)
+ match_matrix = similarity_matrix[filtered_df_indecies_list, :][:, project_df_indecies_list]
+
+ best_matches_list = np.argsort(match_matrix, axis=None)
+
+ if len(best_matches_list) < top_x:
+ top_x = len(best_matches_list)
+
+ # get row (project1) and column (project2) with highest similarity in filtered df
+ top_indices = np.unravel_index(best_matches_list[-top_x:], match_matrix.shape)
+
+ # get the corresponding similarity values
+ top_values = match_matrix[top_indices]
+
+ p1_df = filtered_df.iloc[top_indices[0]]
+ p1_df["similarity"] = top_values
+ p2_df = project_df.iloc[top_indices[1]]
+ p2_df["similarity"] = top_values
+
+ return p1_df, p2_df
+
+
+
+
diff --git a/functions/different_orga_filter.py b/functions/different_orga_filter.py
new file mode 100644
index 0000000000000000000000000000000000000000..bec1c65bfb8fc32c65ed283289a9f363f24f57bd
--- /dev/null
+++ b/functions/different_orga_filter.py
@@ -0,0 +1,12 @@
+import pandas as pd
+
+def different_orga_filter(df, orga):
+ # FILTER COUNTRY
+ country_filtered_df = pd.DataFrame()
+ for c in country_code_list:
+ c_df = df[df["country"].str.contains(c, na=False)]
+ country_filtered_df = pd.concat([country_filtered_df, c_df], ignore_index=False)
+
+ df = country_filtered_df
+
+ return country_filtered_df
\ No newline at end of file
diff --git a/functions/filter_single.py b/functions/filter_single.py
new file mode 100644
index 0000000000000000000000000000000000000000..0487d4c85ac963c7e2045a9aaab1591336be3732
--- /dev/null
+++ b/functions/filter_single.py
@@ -0,0 +1,22 @@
+import pandas as pd
+from functions.semantic_search import search
+
+def contains_code(crs_codes, code_list):
+ codes = str(crs_codes).split(';')
+ return any(code in code_list for code in codes)
+
+def filter_single(df, country_code_list, orga_code_list):
+ # FILTER COUNTRY
+ if country_code_list != []:
+ country_filtered_df = pd.DataFrame()
+ for c in country_code_list:
+ c_df = df[df["country"].str.contains(c, na=False)]
+ country_filtered_df = pd.concat([country_filtered_df, c_df], ignore_index=False)
+
+ df = country_filtered_df
+
+ # FILTER ORGANIZATION
+ if orga_code_list != []:
+ df = df[df['orga_abbreviation'].isin(orga_code_list)]
+
+ return df
\ No newline at end of file
diff --git a/functions/same_country_filter.py b/functions/same_country_filter.py
new file mode 100644
index 0000000000000000000000000000000000000000..d552b02ab860f671979e82bde85cbd349d14d6ad
--- /dev/null
+++ b/functions/same_country_filter.py
@@ -0,0 +1,16 @@
+import pandas as pd
+from functions.semantic_search import search
+
+def same_country_filter(df, country_code_list):
+ # FILTER COUNTRY
+ if country_code_list != []:
+ country_filtered_df = pd.DataFrame()
+ for c in country_code_list:
+ c_df = df[df["country"].str.contains(c, na=False)]
+ country_filtered_df = pd.concat([country_filtered_df, c_df], ignore_index=False)
+
+ df = country_filtered_df
+
+ return country_filtered_df
+ else:
+ return df
\ No newline at end of file
diff --git a/functions/semantic_search.py b/functions/semantic_search.py
new file mode 100644
index 0000000000000000000000000000000000000000..ee752df03dbeb583b01014065f4b585b7ccda576
--- /dev/null
+++ b/functions/semantic_search.py
@@ -0,0 +1,27 @@
+import pickle
+import faiss
+import streamlit as st
+from sentence_transformers import SentenceTransformer
+import pandas as pd
+
+def search(query, model, embeddings, filtered_df, top_x=20):
+
+ filtered_df_indecies_list = filtered_df.index
+ filtered_embeddings = embeddings[filtered_df_indecies_list]
+
+ # Load or create FAISS index
+ dimension = filtered_embeddings.shape[1]
+ faiss_index = faiss.IndexFlatL2(dimension)
+ faiss_index.add(filtered_embeddings)
+
+ # Convert query to embedding
+ query_embedding = model.encode([query])[0].reshape(1, -1)
+
+ # Perform search
+ D, I = faiss_index.search(query_embedding, k=top_x) # Search for top x similar items
+
+ # Extract the sentences corresponding to the top indices
+ #print(filtered_df.columns())
+ top_indecies = [i for i in I[0]]
+
+ return filtered_df.iloc[top_indecies]
\ No newline at end of file
diff --git a/functions/single_similar.py b/functions/single_similar.py
new file mode 100644
index 0000000000000000000000000000000000000000..65e39be8c6f139368b0074271051a0b20e7c347c
--- /dev/null
+++ b/functions/single_similar.py
@@ -0,0 +1,25 @@
+import pandas as pd
+import numpy as np
+
+def find_similar(p_index, similarity_matrix, filtered_df, top_x):
+
+ # filter out just projects from filtered df
+ filtered_indices = filtered_df.index.tolist()
+
+ index_position_mapping = {position: index for position, index in enumerate(filtered_indices)}
+
+ filtered_column_sim_matrix = similarity_matrix[:, filtered_indices]
+
+ # filter out the row of the selected poject
+ project_row = filtered_column_sim_matrix[p_index]
+ sorted_indices = np.argsort(project_row)
+ top_10_indices_descending = sorted_indices[-10:][::-1]
+ #top_10_original_indices = [index_position_mapping[position] for position in top_10_indices_descending]
+ top_10_values_descending = project_row[top_10_indices_descending]
+
+ result_df = filtered_df.iloc[top_10_indices_descending]
+ result_df["similarity"] = top_10_values_descending
+
+ return result_df
+
+
diff --git a/modules/__pycache__/crs_table.cpython-310.pyc b/modules/__pycache__/crs_table.cpython-310.pyc
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diff --git a/modules/__pycache__/navbar.cpython-310.pyc b/modules/__pycache__/navbar.cpython-310.pyc
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index 0000000000000000000000000000000000000000..87d0b961a8b622f2370fdcdedc2032d0b356ac78
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diff --git a/modules/__pycache__/result_table.cpython-310.pyc b/modules/__pycache__/result_table.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..029d4ed31bade30d986ae1fcb50af828fddcc663
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diff --git a/modules/__pycache__/sdg_table.cpython-310.pyc b/modules/__pycache__/sdg_table.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f3fc724fcfc7686e256eb8acc3565dc45f033aa3
Binary files /dev/null and b/modules/__pycache__/sdg_table.cpython-310.pyc differ
diff --git a/modules/__pycache__/semantic_search.cpython-310.pyc b/modules/__pycache__/semantic_search.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e50f6e2e408d59feab10671578d91032bd143143
Binary files /dev/null and b/modules/__pycache__/semantic_search.cpython-310.pyc differ
diff --git a/modules/__pycache__/similarity_table.cpython-310.pyc b/modules/__pycache__/similarity_table.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b1123ec64f2113861770c8cbd82b439ddd61db37
Binary files /dev/null and b/modules/__pycache__/similarity_table.cpython-310.pyc differ
diff --git a/modules/multimatch_result_table.py b/modules/multimatch_result_table.py
new file mode 100644
index 0000000000000000000000000000000000000000..ae9bc5b0c7250d3cc5a9fd6f18d77bbddeae55c8
--- /dev/null
+++ b/modules/multimatch_result_table.py
@@ -0,0 +1,134 @@
+import streamlit as st
+import pandas as pd
+
+def show_multi_table(p1_df, p2_df):
+ st.write("------------------")
+
+ p1_df = p1_df.reset_index(drop=True)
+ p2_df = p2_df.reset_index(drop=True)
+
+ actual_ind = 0
+ for i in range(len(p1_df) - 1, -1, -2): # stepsize because project matchs in both ways and it should only display a match one time
+ actual_ind += 1
+ match_df = pd.DataFrame()
+ row_from_p1 = p1_df.iloc[[i]]
+ row_from_p2 = p2_df.iloc[[i]]
+
+ # INTEGRATE IN PREPROCESSING !!!
+ # transform strings to list
+ try:
+ row_from_p1["crs_3_code_list"] = [row_from_p1['crs_3_name'].item().split(";")[:-1]]
+ row_from_p2["crs_3_code_list"] = [row_from_p2['crs_3_name'].item().split(";")[:-1]]
+ except:
+ row_from_p1["crs_3_code_list"] = [""]
+ row_from_p2["crs_3_code_list"] = [""]
+
+ try:
+ row_from_p1["crs_5_code_list"] = [row_from_p1['crs_5_name'].item().split(";")[:-1]]
+ row_from_p2["crs_5_code_list"] = [row_from_p2['crs_5_name'].item().split(";")[:-1]]
+ except:
+ row_from_p1["crs_5_code_list"] = [""]
+ row_from_p2["crs_5_code_list"] = [""]
+
+ row_from_p1["sdg_list"] = [row_from_p1['sgd_pred_code'].item()]
+ row_from_p2["sdg_list"] = [row_from_p2['sgd_pred_code'].item()]
+
+ try:
+ row_from_p1["flag"] = f"https://flagicons.lipis.dev/flags/4x3/{row_from_p1['country'].item()[:2].lower()}.svg"
+ row_from_p2["flag"] = f"https://flagicons.lipis.dev/flags/4x3/{row_from_p2['country'].item()[:2].lower()}.svg"
+ except:
+ row_from_p1["flag"] = "https://flagicons.lipis.dev/flags/4x3/xx.svg"
+ row_from_p2["flag"] = "https://flagicons.lipis.dev/flags/4x3/xx.svg"
+
+ #print(row_from_p1["flag"].item())
+
+ # Correctly append rows to match_df
+ #st.subheader(f"#{actual_ind}")
+ #st.caption(f"Similarity: {round(row_from_p1['similarity'].item(), 4) * 100}%")
+ match_df = pd.concat([row_from_p1, row_from_p2], ignore_index=True)
+
+ col1, col2 = st.columns([1, 12])
+ with col1:
+
+ # remove arrow from standart st.metric()
+ st.write(
+ """
+ <style>
+ [data-testid="stMetricDelta"] svg {
+ display: none;
+ }
+ </style>
+ """,
+ unsafe_allow_html=True,
+ )
+
+ st.metric(label="Match", value=f"{actual_ind}", delta=f"~ {str(round(row_from_p1['similarity'].item(), 5) * 100)[:4]} %")
+
+ with col2:
+ st.write(" ")
+ st.dataframe(
+ match_df[["iati_id", "title_main", "orga_abbreviation", "client", "description_main", "country_name", "flag", "sdg_list", "crs_3_code_list", "crs_5_code_list"]],
+ use_container_width = True,
+ height = 35 + 35 * len(match_df),
+ column_config={
+ "iati_id": st.column_config.TextColumn(
+ "IATI ID",
+ help="IATI Project ID",
+ disabled=True,
+ width="small"
+ ),
+ "orga_abbreviation": st.column_config.TextColumn(
+ "Organization",
+ help="If description not in English, description in other language provided",
+ disabled=True,
+ width="small"
+ ),
+ "client": st.column_config.TextColumn(
+ "Client",
+ help="Client organization of customer",
+ disabled=True,
+ width="small"
+ ),
+ "title_main": st.column_config.TextColumn(
+ "Title",
+ help="If title not in English, title in other language provided",
+ disabled=True,
+ width="large"
+ ),
+ "description_main": st.column_config.TextColumn(
+ "Description",
+ help="If description not in English, description in other language provided",
+ disabled=True,
+ width="large"
+ ),
+ "country_name": st.column_config.TextColumn(
+ "Country",
+ help="Country of project",
+ disabled=True,
+ width="small"
+ ),
+ "flag": st.column_config.ImageColumn(
+ "Flag",
+ help="country flag",
+ width="small"
+ ),
+ "sdg_list": st.column_config.ListColumn(
+ "SDG Prediction",
+ help="Prediction of SDG's",
+ width="small"
+ ),
+ "crs_3_code_list": st.column_config.ListColumn(
+ "CRS 3",
+ help="CRS 3 code given by organization",
+ width="medium"
+ ),
+ "crs_5_code_list": st.column_config.ListColumn(
+ "CRS 5",
+ help="CRS 5 code given by organization",
+ width="medium"
+ ),
+ },
+ hide_index=True,
+ )
+
+ st.write("------------------")
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index a97bc8978d218f0550719cd3e614eb3de605182d..a9bcffcd8e51f5ab853494fee78523b2368e633e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -6,4 +6,5 @@ scipy==1.12.0
faiss-cpu==1.8.0
faiss-gpu==1.7.2
sentence-transformers==2.5.1
-streamlit-aggrid==0.3.4.
\ No newline at end of file
+streamlit-aggrid==0.3.4.
+psutil==5.9.0
\ No newline at end of file
diff --git a/similarity_page.py b/similarity_page.py
index 1e08ece37cfddb01bd47b8ed1616bc667e3491bc..92ef7901b393695fda00df35be40778df54717f5 100644
--- a/similarity_page.py
+++ b/similarity_page.py
@@ -17,15 +17,13 @@ from functions.filter_single import filter_single
from functions.calc_matches import calc_matches
from functions.same_country_filter import same_country_filter
from functions.single_similar import find_similar
-#import psutil
+import psutil
import os
import gc
-"""
def get_process_memory():
process = psutil.Process(os.getpid())
return process.memory_info().rss / (1024 * 1024)
-"""
# Catch DATA
# Load Similarity matrix
diff --git a/src/codelists/country_codes_ISO3166-1alpha-2.csv b/src/codelists/country_codes_ISO3166-1alpha-2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd5e56935195212053f2328b9bb096979f300b20
--- /dev/null
+++ b/src/codelists/country_codes_ISO3166-1alpha-2.csv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ff1ad92034a4a593138fcbb7570ec5015c3c28a4476f95015a39d0bf257382a
+size 13113
diff --git a/src/codelists/crs3_codes.csv b/src/codelists/crs3_codes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f4f78d53308f577bd878e3b55a027a75f7ad5e9
--- /dev/null
+++ b/src/codelists/crs3_codes.csv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfd7bf86baf7bbc54c880c098b89b803adfb060c2c9ba55ee976cc47c2be426a
+size 3218
diff --git a/src/codelists/crs5_codes.csv b/src/codelists/crs5_codes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..babeada08d7a822e3a7eb59ece610959948cffc9
--- /dev/null
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