diff --git a/notebooks/term_frequency.ipynb b/notebooks/term_frequency.ipynb index 3c5da45..a045cf9 100644 --- a/notebooks/term_frequency.ipynb +++ b/notebooks/term_frequency.ipynb @@ -243,8 +243,8 @@ "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /Users/carstenschnober/Documents/SemanticsOfSustainability/workspace/tempo-embeddings/.venv/lib/python3.11/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb~=0.5.18->tempo_embeddings==0.0.1) (0.6.1)\n", "Building wheels for collected packages: tempo_embeddings\n", " Building editable for tempo_embeddings (pyproject.toml) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for tempo_embeddings: filename=tempo_embeddings-0.0.1-0.editable-py3-none-any.whl size=9831 sha256=c72aa7bca2ceabc85092165ae2829aed3ed36f2882db075e847411ad2328efc1\n", - " Stored in directory: /private/var/folders/d8/j5_fyf8941j_492zvf8948y40000gn/T/pip-ephem-wheel-cache-kb921g4h/wheels/9d/dd/1c/d0e8ab6bde11a84556c00bd645333aaad0b90e2c38e11b0ed1\n", + "\u001b[?25h Created wheel for tempo_embeddings: filename=tempo_embeddings-0.0.1-0.editable-py3-none-any.whl size=9831 sha256=23b1303197035566570cdbe3173a30e9c898a969bf213421f1ce40c13e777c61\n", + " Stored in directory: /private/var/folders/d8/j5_fyf8941j_492zvf8948y40000gn/T/pip-ephem-wheel-cache-rrwl9htf/wheels/9d/dd/1c/d0e8ab6bde11a84556c00bd645333aaad0b90e2c38e11b0ed1\n", "Successfully built tempo_embeddings\n", "Installing collected packages: tempo_embeddings\n", "Successfully installed tempo_embeddings-0.0.1\n", @@ -319,7 +319,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "734320b02562403d8ce02aab521e1846", + "model_id": "f69974fb4fa346d3bae885b6fda3e43a", "version_major": 2, "version_minor": 0 }, @@ -353,7 +353,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "16caa135a970469b91bdb18c99273777", + "model_id": "2b7ff2e5812f410a985c7d748964ba28", "version_major": 2, "version_minor": 0 }, @@ -424,13 +424,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fa34a9fddf2d430b94242c9aa7d67d55", + "model_id": "cbed165b104c4de6ac27741cdb01ddb6", "version_major": 2, "version_minor": 0 }, @@ -446,15 +446,15 @@ "source": [ "from ipywidgets import widgets\n", "\n", - "collections = sorted(db.get_available_collections())\n", + "corpora = sorted(db.get_available_collections())\n", "\n", "collection_selector = widgets.SelectMultiple(\n", - " options=collections,\n", + " options=corpora,\n", " value=[\"PeopleAndParliament\"],\n", " description=\"Choose one or multiple collections:\",\n", " disabled=False,\n", " layout={\"width\": \"max-content\"},\n", - " rows=len(collections),\n", + " rows=len(corpora),\n", ")\n", "collection_selector" ] @@ -467,7 +467,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "cfb363f1cb3e4fbbb118bcfa293e5213", + "model_id": "f2376d9473164e08b777af1c851cd04b", "version_major": 2, "version_minor": 0 }, @@ -492,49 +492,37 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "281448a6aa8f415799b563e9564b5690", + "model_id": "e1ea7753293e41cdbb62ddd092d6855b", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "SelectMultiple(description='Exclude genre(s):', index=(2,), options=('familiebericht', 'artikel', 'advertentieā€¦" + "VBox(children=(Text(value='duurzaam', description='Search Term:'), Text(value='milieu', description='Search Teā€¦" ] }, - "execution_count": 9, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "field = \"genre\"\n", + "text_widgets = [\n", + " widgets.Text(description=\"Search Term:\", value=\"duurzaam\"),\n", + " widgets.Text(\n", + " description=\"Search Term:\", value=\"milieu\", placeholder=\"Enter a term\"\n", + " ),\n", + " widgets.Text(description=\"Search Term:\", placeholder=\"Enter a term\"),\n", + " widgets.Text(description=\"Search Term:\", placeholder=\"Enter a term\"),\n", + " widgets.Text(description=\"Search Term:\", placeholder=\"Enter a term\"),\n", + "]\n", "\n", - "## Pre-defined genres (from newspaper sources):\n", - "genres: set[str] = {\n", - " \"familiebericht\",\n", - " \"artikel\",\n", - " \"illustratie met onderschrift\",\n", - " \"advertentie\",\n", - "}\n", - "\n", - "exclude_genres = widgets.SelectMultiple(\n", - " options=genres, value=[\"advertentie\"], description=f\"Exclude {field}(s):\"\n", - ")\n", - "exclude_genres" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "metadata_not = {field: list(exclude_genres.value)}" + "widgets.VBox(text_widgets)" ] }, { @@ -551,14 +539,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -568,34 +556,30 @@ "source": [ "import matplotlib.pyplot as plt\n", "\n", - "assert text_widget.value.strip(), \"No search term provided\"\n", + "search_terms: list[str] = [\n", + " widget.value.strip() for widget in text_widgets if widget.value\n", + "]\n", + "if not search_terms:\n", + " raise RuntimeError(\"No seach terms provided.\")\n", "\n", - "fig, ax = plt.subplots()\n", + "fig, axs = plt.subplots(len(collection_selector.value), figsize=(10, 8))\n", + "plt.subplots_adjust(hspace=0.5) # Increase the height space between subplots\n", "\n", - "ax.set_title(\n", - " f\"Passages containing the term '{text_widget.value}' (matching sentences/total)\"\n", - ")\n", + "if len(collection_selector.value) == 1:\n", + " axs = [axs]\n", "\n", - "scale = \"log\"\n", - "ax.set_ylabel(f\"Matching/Total Passages ({scale} scale)\")\n", - "ax.set_yscale(scale)\n", "\n", - "for collection in collection_selector.value:\n", - " doc_freq = db.doc_frequency(\n", - " text_widget.value, collection, metadata_not=metadata_not\n", - " )\n", - " total_count = db.doc_frequency(\"\", collection, metadata_not=metadata_not)\n", + "for ax, collection in zip(axs, collection_selector.value):\n", + " total_count = db.doc_frequency(\"\", collection)\n", "\n", - " bar_matches = ax.bar(collection, doc_freq, label=f\"{collection} - Matches\")\n", - " ax.bar_label(bar_matches, fmt=\"%d\", label_type=\"edge\")\n", + " ax.sharey(axs[0])\n", "\n", - " bar_total = ax.bar(\n", - " collection,\n", - " total_count - doc_freq,\n", - " bottom=doc_freq,\n", - " label=f\"{collection} - Total\",\n", - " )\n", - " ax.bar_label(bar_total, fmt=\"%d\", label_type=\"edge\")" + " ax.set_title(f\"Matching Passages in '{collection}'\")\n", + " ax.set_ylabel(\"Matching Passages\")\n", + "\n", + " term_freqs = [db.doc_frequency(term, collection) for term in search_terms]\n", + "\n", + " ax.bar(search_terms, term_freqs)" ] }, { @@ -609,13 +593,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f126cdf4211a4c0291230dbadba949a9", + "model_id": "9de8df67ca9f4dc19fb69b79912837dc", "version_major": 2, "version_minor": 0 }, @@ -623,7 +607,7 @@ "SelectionRangeSlider(description='Years', index=(100, 150), options=('1850', '1851', '1852', '1853', '1854', 'ā€¦" ] }, - "execution_count": 12, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -640,42 +624,14 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "89968ddef1ba47f78e88867c7c470a18", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Checkbox(value=True, description='Normalize Frequencies')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "normalize = widgets.Checkbox(\n", - " value=True, description=\"Normalize Frequencies\", disabled=False\n", - ")\n", - "normalize" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|ā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆ| 1/1 [00:01<00:00, 1.73s/collection]\n" + "100%|ā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆ| 1/1 [00:04<00:00, 4.96s/collection]\n" ] } ], @@ -684,36 +640,53 @@ "from tqdm import tqdm\n", "\n", "doc_freqs = pd.DataFrame(\n", - " index=range(int(year_range.value[0]), int(year_range.value[1]))\n", + " columns=search_terms,\n", + " index=pd.MultiIndex.from_product(\n", + " (\n", + " collection_selector.value,\n", + " range(int(year_range.value[0]), int(year_range.value[1])),\n", + " ),\n", + " names=[\"collection\", \"year\"],\n", + " ),\n", ")\n", "\n", "for collection in tqdm(collection_selector.value, unit=\"collection\"):\n", - " doc_freqs[collection] = db.doc_frequencies_per_year(\n", - " text_widget.value,\n", - " collection,\n", - " int(year_range.value[0]),\n", - " int(year_range.value[1]),\n", - " )" + " for term in search_terms:\n", + " term_freqs = db.doc_frequencies_per_year(\n", + " term, collection, int(year_range.value[0]), int(year_range.value[1])\n", + " )\n", + " for year, freq in term_freqs.items():\n", + " doc_freqs.at[(collection, year), term] = freq" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Index(['PeopleAndParliament'], dtype='object', name='collection')" ] }, - "execution_count": 15, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "doc_freqs.index.get_level_values(\"collection\").unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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" ] @@ -724,14 +697,14 @@ ], "source": [ "window_size = 5\n", - "_prefix = \"Normalized \" if normalize.value else \"\"\n", "\n", - "doc_freqs.rolling(window_size).mean().plot(\n", - " figsize=(20, 5),\n", - " title=f\"{_prefix}Frequency of '{text_widget.value}' (Rolling Average over {window_size} years)\",\n", - " xlabel=\"Year\",\n", - " ylabel=f\"{_prefix}Frequency\",\n", - ")" + "for collection in doc_freqs.index.get_level_values(\"collection\").unique():\n", + " doc_freqs.loc[collection].rolling(window_size).mean().plot(\n", + " figsize=(20, 5),\n", + " title=f\"Frequency in '{collection} (Rolling Average over {window_size} years)\",\n", + " xlabel=\"Year\",\n", + " ylabel=\"Frequency\",\n", + " )" ] }, { @@ -745,21 +718,21 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ - "collections = [\n", + "corpora = [\n", " db.get_corpus(\n", " collection,\n", - " [text_widget.value],\n", + " [term],\n", " year_from=year_range.value[0],\n", " year_to=year_range.value[1],\n", " include_embeddings=True,\n", - " metadata_not=metadata_not,\n", " limit=5000,\n", " )\n", " for collection in collection_selector.value\n", + " for term in search_terms\n", "]" ] }, @@ -778,13 +751,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a360b3a0f8d74cfca30d4571aa15acd0", + "model_id": "aa1258fbeb124ca8a90a5ecefb0dfcd9", "version_major": 2, "version_minor": 0 }, @@ -792,7 +765,7 @@ "FloatSlider(value=0.4, description='Distance Threshold', max=1.0, step=0.01)" ] }, - "execution_count": 17, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -807,13 +780,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c76112f5e43a4caa82e944c98c3e1fc3", + "model_id": "0f5280c0d5a54e9abe59b844c06e7828", "version_major": 2, "version_minor": 0 }, @@ -821,7 +794,7 @@ "BoundedIntText(value=1000, description='Maximum number of neighbours per collection', max=10000, step=100)" ] }, - "execution_count": 18, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -839,14 +812,16 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Getting Neighbours: 100%|ā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆ| 1/1 [00:05<00:00, 5.51s/collection]\n" + "Getting Neighbours: 0%| | 0/2 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ diff --git a/tempo_embeddings/embeddings/weaviate_database.py b/tempo_embeddings/embeddings/weaviate_database.py index 417c150..8461185 100644 --- a/tempo_embeddings/embeddings/weaviate_database.py +++ b/tempo_embeddings/embeddings/weaviate_database.py @@ -464,7 +464,7 @@ def doc_frequencies_per_year( """ frequencies: dict[int, float] = {} collection = self._client.collections.get(collection) - for year in range(start_year, end_year + 1): + for year in range(start_year, end_year): year_span = YearSpan(year, year) filters = QueryBuilder.build_filter( filter_words=[term],