diff --git a/OHW_projects_textmining.ipynb b/OHW_projects_textmining.ipynb index e6cfeed..ac54d66 100644 --- a/OHW_projects_textmining.ipynb +++ b/OHW_projects_textmining.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 36, "id": "f8427b79-5196-422a-a0d3-a97f342718f0", "metadata": {}, "outputs": [], @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 37, "id": "8e6b76f7-6ede-437f-b91a-6b85dd63b21a", "metadata": {}, "outputs": [], @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 38, "id": "b8e3ddfd-457c-4a76-81f4-535892ad96ce", "metadata": {}, "outputs": [], @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 39, "id": "1d89371c-3ff4-4d63-abd6-4aa968f7d83c", "metadata": {}, "outputs": [], @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 40, "id": "f8e9624a-6c0b-4bc8-8a43-4b830f7d1cd0", "metadata": {}, "outputs": [], @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 41, "id": "0efa7213-e04a-4019-8ce1-7c4a6f04641f", "metadata": {}, "outputs": [ @@ -84,11 +84,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: nltk in /home/.pixi/envs/default/lib/python3.12/site-packages (3.9.1)\n", - "Requirement already satisfied: click in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (8.1.7)\n", - "Requirement already satisfied: joblib in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (1.4.2)\n", - "Requirement already satisfied: regex>=2021.8.3 in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (2024.7.24)\n", - "Requirement already satisfied: tqdm in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (4.66.4)\n" + "Requirement already satisfied: nltk in /home/.pixi/envs/default/lib/python3.12/site-packages (3.9.1)\r\n", + "Requirement already satisfied: click in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (8.1.7)\r\n", + "Requirement already satisfied: joblib in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (1.4.2)\r\n", + "Requirement already satisfied: regex>=2021.8.3 in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (2024.7.24)\r\n", + "Requirement already satisfied: tqdm in /home/.pixi/envs/default/lib/python3.12/site-packages (from nltk) (4.66.4)\r\n" ] } ], @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 42, "id": "45444c52-c186-47c8-accd-c6e55cacab7c", "metadata": {}, "outputs": [], @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 43, "id": "206dfbb3-27a7-4f7b-8ef3-309e7b5430d9", "metadata": {}, "outputs": [ @@ -126,7 +126,7 @@ "True" ] }, - "execution_count": 105, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 44, "id": "c730c47b-8c99-4dca-aaa4-999770a6097e", "metadata": {}, "outputs": [], @@ -147,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 45, "id": "f1959932-eb67-4729-88dc-19c3cc6a40b1", "metadata": {}, "outputs": [], @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 46, "id": "3de859c0-a805-4d72-b705-a1d0846c64de", "metadata": {}, "outputs": [], @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 47, "id": "05a2ab7f-df44-46a0-ab41-0264dbf19b14", "metadata": {}, "outputs": [], @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 48, "id": "24f3866b-cb7a-4583-a6d7-ba31af075d4b", "metadata": {}, "outputs": [], @@ -197,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 49, "id": "cc7e658a-636d-44e8-9784-24e555b4908f", "metadata": {}, "outputs": [], @@ -207,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 50, "id": "0725815a-888b-4614-b9c8-3e785bfdf978", "metadata": {}, "outputs": [], @@ -225,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 51, "id": "11b32109-0f51-4f73-a1bd-41dfd9cb2dcf", "metadata": {}, "outputs": [ @@ -233,7 +233,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_845/2680116315.py:1: FutureWarning:\n", + "/tmp/ipykernel_224/2680116315.py:1: FutureWarning:\n", "\n", "Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", "\n" @@ -245,7 +245,7 @@ "'## ohw21-proj-model-subsampling\\n## OceanHackWeek21 project to subsample high-resolution model output as if by gliders, ships, or other in situ platforms\\n\\nThe goal of this project is to create a Python package that takes an input trajectory (e.g., the path of an ocean glider), subsamples output from a high-resolution ocean simulation along that trajectory, and returns a set of subsampled variables (e.g., standard physical variables temperature, salinity, velocity; derived physical quantities such as steric height; biogeochemical quantities if available). We envision this package having two potential uses: 1) designing *in situ* sampling strategies, and 2) interpreting *in situ* data in the context of a highly resolved oceanographic model.\\n\\nTasks:\\n1. Load model data from a specific region (e.g., ROMS output in the California Current from CenOOS; MITgcm regional llc4320 data)\\n2. Create simulated trajectory file\\n3. Obtain real trajectory file\\n4. Interpolate model data to the trajectories\\n5. Compare interpolated data to the full model output via useful visualizations and/or statistics\\n'" ] }, - "execution_count": 114, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -256,7 +256,17 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 52, + "id": "cc168380", + "metadata": {}, + "outputs": [], + "source": [ + "remove_words = [\"ohw\", \"oceanhackweek\", \"project\", \"data\", \"dataset\", \"ohw21\",\"ohw22\", \"ohw23\", \"ohw24\", \"2021\", \"github\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 53, "id": "9043b04f-45ec-427c-98d3-d70a87598037", "metadata": {}, "outputs": [], @@ -282,12 +292,14 @@ " stop_words = stopwords.words('english')\n", " tokens = [tok for tok in tokens if tok not in stop_words]\n", " \n", + " #tokens = [tok for tok in tokens if tok not in remove_words]\n", + " \n", " return(tokens)" ] }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 54, "id": "e48bddb8-a1e2-40f4-97b6-89ea4d89a3d6", "metadata": {}, "outputs": [], @@ -298,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 55, "id": "6bbdb369-0d70-42c7-8c77-1dfe18df1800", "metadata": {}, "outputs": [], @@ -341,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 56, "id": "a3beecba-8172-431a-9c28-b996a5087798", "metadata": {}, "outputs": [], @@ -351,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 57, "id": "2ee71812-9733-4e96-a6bb-5c70e54b3cc7", "metadata": {}, "outputs": [], @@ -361,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 58, "id": "0fec8f68-26ae-4cce-8137-4f2bc2cb0015", "metadata": {}, "outputs": [], @@ -372,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 59, "id": "4b998368-e676-444f-902d-3c4fd56d9ba0", "metadata": {}, "outputs": [ @@ -382,7 +394,7 @@ "(50, 675)" ] }, - "execution_count": 126, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -393,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 60, "id": "03ec4e06-64ad-4eb8-88a4-4c87de0efb00", "metadata": {}, "outputs": [], @@ -408,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 61, "id": "e6a3be8b-1ed9-4905-900f-1a8e0e70663c", "metadata": {}, "outputs": [ @@ -435,7 +447,7 @@ "for topic_index in range( H_matrix.shape[0] ):\n", " top_indices = np.argsort( H_matrix[topic_index,:] )[::-1][0:10] ##show top 10 words associated with each topic\n", " term_ranking = [tfidf_feature_names[i] for i in top_indices]\n", - " print (\"Topic %d: %s\" % ( topic_index, \", \".join( term_ranking ) ))" + " print (\"Topic %d: %s\" % ( topic_index, \", \".join( term_ranking )))" ] }, { @@ -456,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 62, "id": "2419c9cc-bf3f-4231-81df-1530ef8a50bd", "metadata": {}, "outputs": [], @@ -466,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 63, "id": "57329b73-b1ee-44cf-b5c7-9018f259daf1", "metadata": {}, "outputs": [ @@ -476,7 +488,7 @@ "(50, 2)" ] }, - "execution_count": 130, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -489,13 +501,13 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 64, "id": "c903af7e-aa88-4554-8905-961ea1c6dcbd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -529,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 65, "id": "174644bb-fc48-457f-bfe1-e25cc2169ded", "metadata": {}, "outputs": [ @@ -550,35 +562,131 @@ }, { "cell_type": "code", - "execution_count": 133, - "id": "3b7a66ed-6784-4e38-85c9-a54f382e32e7", + "execution_count": 66, + "id": "3e6bf467-e1d1-4bf1-bcab-21b9449d35f7", "metadata": {}, "outputs": [], "source": [ - "# organize in a dataframe\n", - "d = {'x': W_embedded[:,0], 'y': W_embedded[:,1], 'proj_name': proj_names}\n", - "df_2D = pd.DataFrame(data=d)" + "import plotly.io as pio\n", + "pio.renderers.default = 'notebook'" ] }, { "cell_type": "code", - "execution_count": null, - "id": "b92659b8-1e2a-4a06-93d0-d95c2963c835", + "execution_count": 67, + "id": "d08f656e", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# organize in a dataframe\n", + "d = {'deep learning': W_matrix[:,5], 'AWS': W_matrix[:,6], 'proj_name': proj_names}\n", + "df_2D = pd.DataFrame(data=d)\n" + ] }, { "cell_type": "code", - "execution_count": 134, - "id": "3e6bf467-e1d1-4bf1-bcab-21b9449d35f7", + "execution_count": 68, + "id": "112b0037", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.express as px\n", + "\n", + "fig = px.scatter(df_2D, x=\"deep learning\", y=\"AWS\", hover_name=\"proj_name\")\n", + "\n", + "fig.update_traces(textposition='top center')\n", + "\n", + "fig.update_layout(\n", + " height=800,\n", + " title_text='OHW Projects'\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "95c8a1dd", "metadata": {}, "outputs": [], "source": [ - "import plotly.io as pio\n", - "pio.renderers.default = 'notebook'" + "# organize in a dataframe\n", + "d = {'x': W_embedded[:,0], 'y': W_embedded[:,1], 'proj_name': proj_names}\n", + "df_2D = pd.DataFrame(data=d)" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "b92659b8-1e2a-4a06-93d0-d95c2963c835", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -589,1043 +697,16 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 70, "id": "def8b5ba-7498-4915-a56d-1955c0edb293", "metadata": {}, "outputs": [ { "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "hovertemplate": "%{hovertext}

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