From c6dfdcf3d03e187d05362c8e6be7d017813417d4 Mon Sep 17 00:00:00 2001 From: Andreh <57905931+Thoron86@users.noreply.github.com> Date: Mon, 24 Jun 2024 22:13:19 +0000 Subject: [PATCH] Lemmatizer --- Group-8-Retrieval-System/lemmatizer.ipynb | 117 +++++++++++++----- .../baseline-retrieval-system.ipynb | 78 +++++------- 2 files changed, 122 insertions(+), 73 deletions(-) diff --git a/Group-8-Retrieval-System/lemmatizer.ipynb b/Group-8-Retrieval-System/lemmatizer.ipynb index cc03b04..a85c882 100644 --- a/Group-8-Retrieval-System/lemmatizer.ipynb +++ b/Group-8-Retrieval-System/lemmatizer.ipynb @@ -2,9 +2,76 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tira in /usr/local/lib/python3.10/dist-packages (0.0.132)\n", + "Requirement already satisfied: ir-datasets in /usr/local/lib/python3.10/dist-packages (0.5.5)\n", + "Requirement already satisfied: python-terrier in /usr/local/lib/python3.10/dist-packages (0.10.0)\n", + "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (3.8.1)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from tira) (4.66.1)\n", + "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from tira) (2.1.3)\n", + "Requirement already satisfied: requests==2.*,>=2.26 in /usr/local/lib/python3.10/dist-packages (from tira) (2.31.0)\n", + "Requirement already satisfied: docker==6.*,>=6.0.0 in /usr/local/lib/python3.10/dist-packages (from tira) (6.1.3)\n", + "Requirement already satisfied: urllib3>=1.26.0 in /usr/local/lib/python3.10/dist-packages (from docker==6.*,>=6.0.0->tira) (2.1.0)\n", + "Requirement already satisfied: websocket-client>=0.32.0 in /usr/local/lib/python3.10/dist-packages (from docker==6.*,>=6.0.0->tira) (1.7.0)\n", + "Requirement already satisfied: packaging>=14.0 in /usr/local/lib/python3.10/dist-packages (from docker==6.*,>=6.0.0->tira) (23.2)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests==2.*,>=2.26->tira) (3.6)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests==2.*,>=2.26->tira) (3.3.2)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests==2.*,>=2.26->tira) (2023.11.17)\n", + "Requirement already satisfied: zlib-state>=0.1.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.1.6)\n", + "Requirement already satisfied: numpy>=1.18.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (1.26.2)\n", + "Requirement already satisfied: lz4>=3.1.10 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.3.2)\n", + "Requirement already satisfied: ijson>=3.1.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (3.2.3)\n", + "Requirement already satisfied: warc3-wet>=0.2.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.3)\n", + "Requirement already satisfied: pyautocorpus>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.1.12)\n", + "Requirement already satisfied: trec-car-tools>=2.5.4 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (2.6)\n", + "Requirement already satisfied: unlzw3>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.2)\n", + "Requirement already satisfied: warc3-wet-clueweb09>=0.2.5 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.5)\n", + "Requirement already satisfied: inscriptis>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (2.3.2)\n", + "Requirement already satisfied: lxml>=4.5.2 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.9.3)\n", + "Requirement already satisfied: pyyaml>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (6.0.1)\n", + "Requirement already satisfied: beautifulsoup4>=4.4.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.12.2)\n", + "Requirement already satisfied: pytrec-eval-terrier>=0.5.3 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.5.6)\n", + "Requirement already satisfied: dill in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.3.7)\n", + "Requirement already satisfied: chest in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.2.3)\n", + "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.3.2)\n", + "Requirement already satisfied: deprecated in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.2.14)\n", + "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (3.1.2)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.11.4)\n", + "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.3.2)\n", + "Requirement already satisfied: more-itertools in /usr/local/lib/python3.10/dist-packages (from python-terrier) (10.1.0)\n", + "Requirement already satisfied: statsmodels in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.14.0)\n", + "Requirement already satisfied: pyjnius>=1.4.2 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.6.1)\n", + "Requirement already satisfied: nptyping==1.4.4 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.4.4)\n", + "Requirement already satisfied: matchpy in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.5.5)\n", + "Requirement already satisfied: wget in /usr/local/lib/python3.10/dist-packages (from python-terrier) (3.2)\n", + "Requirement already satisfied: ir-measures>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.3.3)\n", + "Requirement already satisfied: typish>=1.7.0 in /usr/local/lib/python3.10/dist-packages (from nptyping==1.4.4->python-terrier) (1.9.3)\n", + "Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.10/dist-packages (from nltk) (2024.5.15)\n", + "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.7)\n", + "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4>=4.4.1->ir-datasets) (2.5)\n", + "Requirement already satisfied: cwl-eval>=1.0.10 in /usr/local/lib/python3.10/dist-packages (from ir-measures>=0.3.1->python-terrier) (1.0.12)\n", + "Requirement already satisfied: cbor>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from trec-car-tools>=2.5.4->ir-datasets) (1.0.0)\n", + "Requirement already satisfied: heapdict in /usr/local/lib/python3.10/dist-packages (from chest->python-terrier) (1.0.1)\n", + "Requirement already satisfied: wrapt<2,>=1.10 in /usr/local/lib/python3.10/dist-packages (from deprecated->python-terrier) (1.16.0)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->python-terrier) (2.1.3)\n", + "Requirement already satisfied: multiset<3.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from matchpy->python-terrier) (2.1.1)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->tira) (2023.3.post1)\n", + "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->tira) (2023.3)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->tira) (2.8.2)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->python-terrier) (3.2.0)\n", + "Requirement already satisfied: patsy>=0.5.2 in /usr/local/lib/python3.10/dist-packages (from statsmodels->python-terrier) (0.5.4)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from patsy>=0.5.2->statsmodels->python-terrier) (1.16.0)\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m" + ] + } + ], "source": [ "# You only need to execute this cell if you are using Google Golab.\n", "# If you use GitHub Codespaces, everything is already installed.\n", @@ -13,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -30,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -49,7 +116,7 @@ "True" ] }, - "execution_count": 37, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -62,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -72,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -93,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -103,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -114,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -126,17 +193,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 59, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using column for text: qid\n" - ] - } - ], + "outputs": [], "source": [ "# text_column = topics.columns[0]\n", "# print('Using column for text:', text_column)\n", @@ -145,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -173,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -191,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -259,7 +318,7 @@ "0 None None None None None " ] }, - "execution_count": 48, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -278,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -442,7 +501,7 @@ "9 retrieval system improving effectiveness bm25-lemmatizer " ] }, - "execution_count": 49, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } diff --git a/baseline-retrieval-system/baseline-retrieval-system.ipynb b/baseline-retrieval-system/baseline-retrieval-system.ipynb index cfb1de7..571c7c4 100644 --- a/baseline-retrieval-system/baseline-retrieval-system.ipynb +++ b/baseline-retrieval-system/baseline-retrieval-system.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -33,44 +33,44 @@ "Requirement already satisfied: tira in /usr/local/lib/python3.10/dist-packages (0.0.132)\n", "Requirement already satisfied: ir-datasets in /usr/local/lib/python3.10/dist-packages (0.5.5)\n", "Requirement already satisfied: python-terrier in /usr/local/lib/python3.10/dist-packages (0.10.0)\n", - "Requirement already satisfied: docker==6.*,>=6.0.0 in /usr/local/lib/python3.10/dist-packages (from tira) (6.1.3)\n", - "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from tira) (4.66.1)\n", "Requirement already satisfied: requests==2.*,>=2.26 in /usr/local/lib/python3.10/dist-packages (from tira) (2.31.0)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from tira) (4.66.1)\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from tira) (2.1.3)\n", - "Requirement already satisfied: packaging>=14.0 in /usr/local/lib/python3.10/dist-packages (from docker==6.*,>=6.0.0->tira) (23.2)\n", + "Requirement already satisfied: docker==6.*,>=6.0.0 in /usr/local/lib/python3.10/dist-packages (from tira) (6.1.3)\n", "Requirement already satisfied: websocket-client>=0.32.0 in /usr/local/lib/python3.10/dist-packages (from docker==6.*,>=6.0.0->tira) (1.7.0)\n", "Requirement already satisfied: urllib3>=1.26.0 in /usr/local/lib/python3.10/dist-packages (from docker==6.*,>=6.0.0->tira) (2.1.0)\n", + "Requirement already satisfied: packaging>=14.0 in /usr/local/lib/python3.10/dist-packages (from docker==6.*,>=6.0.0->tira) (23.2)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests==2.*,>=2.26->tira) (3.3.2)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests==2.*,>=2.26->tira) (2023.11.17)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests==2.*,>=2.26->tira) (3.6)\n", - "Requirement already satisfied: pyyaml>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (6.0.1)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests==2.*,>=2.26->tira) (2023.11.17)\n", + "Requirement already satisfied: zlib-state>=0.1.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.1.6)\n", "Requirement already satisfied: inscriptis>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (2.3.2)\n", - "Requirement already satisfied: warc3-wet-clueweb09>=0.2.5 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.5)\n", "Requirement already satisfied: numpy>=1.18.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (1.26.2)\n", "Requirement already satisfied: warc3-wet>=0.2.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.3)\n", - "Requirement already satisfied: ijson>=3.1.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (3.2.3)\n", - "Requirement already satisfied: unlzw3>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.2)\n", - "Requirement already satisfied: beautifulsoup4>=4.4.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.12.2)\n", "Requirement already satisfied: pyautocorpus>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.1.12)\n", - "Requirement already satisfied: lxml>=4.5.2 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.9.3)\n", - "Requirement already satisfied: zlib-state>=0.1.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.1.6)\n", + "Requirement already satisfied: pyyaml>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (6.0.1)\n", + "Requirement already satisfied: unlzw3>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.2)\n", "Requirement already satisfied: lz4>=3.1.10 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.3.2)\n", + "Requirement already satisfied: ijson>=3.1.3 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (3.2.3)\n", + "Requirement already satisfied: beautifulsoup4>=4.4.1 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.12.2)\n", "Requirement already satisfied: trec-car-tools>=2.5.4 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (2.6)\n", - "Requirement already satisfied: chest in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.2.3)\n", - "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.3.2)\n", + "Requirement already satisfied: lxml>=4.5.2 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (4.9.3)\n", + "Requirement already satisfied: warc3-wet-clueweb09>=0.2.5 in /usr/local/lib/python3.10/dist-packages (from ir-datasets) (0.2.5)\n", "Requirement already satisfied: dill in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.3.7)\n", - "Requirement already satisfied: pytrec-eval-terrier>=0.5.3 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.5.6)\n", - "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.11.4)\n", + "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.3.2)\n", "Requirement already satisfied: pyjnius>=1.4.2 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.6.1)\n", + "Requirement already satisfied: more-itertools in /usr/local/lib/python3.10/dist-packages (from python-terrier) (10.1.0)\n", "Requirement already satisfied: wget in /usr/local/lib/python3.10/dist-packages (from python-terrier) (3.2)\n", "Requirement already satisfied: ir-measures>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.3.3)\n", - "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.3.2)\n", "Requirement already satisfied: matchpy in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.5.5)\n", - "Requirement already satisfied: deprecated in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.2.14)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (3.1.2)\n", - "Requirement already satisfied: statsmodels in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.14.0)\n", - "Requirement already satisfied: more-itertools in /usr/local/lib/python3.10/dist-packages (from python-terrier) (10.1.0)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.11.4)\n", + "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.3.2)\n", + "Requirement already satisfied: chest in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.2.3)\n", + "Requirement already satisfied: deprecated in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.2.14)\n", "Requirement already satisfied: nptyping==1.4.4 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (1.4.4)\n", + "Requirement already satisfied: pytrec-eval-terrier>=0.5.3 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.5.6)\n", + "Requirement already satisfied: statsmodels in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.14.0)\n", "Requirement already satisfied: typish>=1.7.0 in /usr/local/lib/python3.10/dist-packages (from nptyping==1.4.4->python-terrier) (1.9.3)\n", "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4>=4.4.1->ir-datasets) (2.5)\n", "Requirement already satisfied: cwl-eval>=1.0.10 in /usr/local/lib/python3.10/dist-packages (from ir-measures>=0.3.1->python-terrier) (1.0.12)\n", @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -110,19 +110,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PyTerrier 0.10.0 has loaded Terrier 5.8 (built by craigm on 2023-11-01 18:05) and terrier-helper 0.0.8\n", - "\n", - "No etc/terrier.properties, using terrier.default.properties for bootstrap configuration.\n" - ] - } - ], + "outputs": [], "source": [ "# Create a REST client to the TIRA platform for retrieving the pre-indexed data.\n", "ensure_pyterrier_is_loaded()\n", @@ -140,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -166,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -182,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -244,7 +234,7 @@ "2 3 social media detect self harm" ] }, - "execution_count": 6, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -257,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -418,7 +408,7 @@ "9 retrieval system improving effectiveness " ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -442,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -460,7 +450,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -535,7 +525,7 @@ "0 None None None None None " ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -554,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -718,7 +708,7 @@ "9 retrieval system improving effectiveness bm25-baseline " ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }